From 54c243a1083ac1ca99062a3676a98675242a37f8 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Wed, 14 Oct 2026 21:31:33 -0700
Subject: [PATCH 01/19] trainers: stream checkpoint files into the page cache
 before loading them

transformers' from_pretrained memory-maps safetensors and faults them in a
page at a time. On NFS that is one ~260 KiB read in flight at ~28 ms each:
Qwen3-8B took 903 s to load in the trainer on Filestore Basic HDD, while
vLLM 0.30 loaded the same files from the same instance in 102 s because it
prefetches them into the page cache with eight threads and 16 MiB reads
(runs/2026-10-15_cold_start). training.prefetch does the same before every
trainer load; OPEN_RL_PREFETCH=auto|always|off and the thread and block
sizes are environment knobs.

The ready keys now carry a phase record (design 016, A6): process start,
prefetch result, load start and end for trainers; engine build start and
end for samplers. The model view shows it as ready_at and phases.
---
 scripts/cold_start_case.sh                |  49 +++
 scripts/cold_start_client.py              | 104 ++++++
 scripts/cold_start_fio.sh                 |  59 +++
 scripts/cold_start_restore_labels.sh      |  15 +
 scripts/cold_start_timeline.py            | 430 ++++++++++++++++++++++
 src/server/openrl_status.py               |  23 +-
 src/server/training_requests_processor.py |  16 +-
 src/server/vllm_sampler.py                |  17 +-
 src/training/automodel_worker.py          |   3 +
 src/training/fft_trainer_worker.py        |   8 +
 src/training/lora_trainer_worker.py       |   6 +
 src/training/prefetch.py                  | 144 ++++++++
 src/training/trainer_worker.py            |   3 +
 tests/test_prefetch.py                    |  66 ++++
 tests/test_trainer_ready.py               |   8 +-
 15 files changed, 943 insertions(+), 8 deletions(-)
 create mode 100755 scripts/cold_start_case.sh
 create mode 100644 scripts/cold_start_client.py
 create mode 100755 scripts/cold_start_fio.sh
 create mode 100755 scripts/cold_start_restore_labels.sh
 create mode 100644 scripts/cold_start_timeline.py
 create mode 100644 src/training/prefetch.py
 create mode 100644 tests/test_prefetch.py

diff --git a/scripts/cold_start_case.sh b/scripts/cold_start_case.sh
new file mode 100755
index 00000000..4e85ba79
--- /dev/null
+++ b/scripts/cold_start_case.sh
@@ -0,0 +1,49 @@
+#!/usr/bin/env bash
+# One cold-start measurement, end to end: steer placement with node labels,
+# clear old workers, record, run the demo client, collect, build the timeline.
+#
+#   scripts/cold_start_case.sh <case-dir> <base_model> <trainer-node-suffixes> <sampler-node-suffixes>
+#   scripts/cold_start_case.sh runs/2026-10-15_cold_start/A-0.5b-l4-cold Qwen/Qwen2.5-0.5B lvw8 2208
+#
+# Node suffixes name the nodes allowed for each role; every other node in the
+# trainer or sampler pools gets openrl.io/<role>=false for the run. Labels are
+# restored to the values in <case-dir>/../node-labels-before.json afterwards
+# only by cold_start_restore_labels.sh, so consecutive cases can reuse them.
+set -euo pipefail
+CASE_DIR=$1; MODEL=$2; TRAINERS=$3; SAMPLERS=$4
+NS=${OPENRL_NAMESPACE:-openrl-system}
+BASE_URL=${BASE_URL:-http://127.0.0.1:9003}
+cd "$(dirname "$0")/.."
+mkdir -p "$CASE_DIR"
+
+allow() { # role, allowed suffixes
+  local role=$1 allowed=$2
+  for node in $(kubectl get nodes -l "openrl.io/enabled=true" -o name | sed 's|node/||'); do
+    kubectl get node "$node" -o jsonpath="{.metadata.labels.openrl\.io/$role}" | grep -q . || continue
+    local want=false
+    for s in $allowed; do case "$node" in *"$s") want=true;; esac; done
+    kubectl label node "$node" "openrl.io/$role=$want" --overwrite >/dev/null
+  done
+}
+allow trainer "$TRAINERS"
+allow sampler "$SAMPLERS"
+kubectl get nodes -l openrl.io/enabled=true -L openrl.io/trainer,openrl.io/sampler --no-headers > "$CASE_DIR/node-labels-during.txt"
+
+# Fresh pods: release whatever the previous case left, wait for the pods to go.
+kubectl -n "$NS" delete workloads --all --ignore-not-found >/dev/null
+for _ in $(seq 1 60); do
+  kubectl -n "$NS" get pods --no-headers 2>/dev/null | grep -q '^orw-' || break
+  sleep 2
+done
+# The API server forgets the owner on its next reaper sweep; give it one.
+sleep 35
+
+python3 scripts/cold_start_timeline.py watch --out "$CASE_DIR"
+sleep 3
+set +e
+uv --project examples run python scripts/cold_start_client.py base_model="$MODEL" base_url="$BASE_URL" out="$CASE_DIR/client.jsonl" > "$CASE_DIR/client.log" 2>&1
+echo "EXIT=$?" >> "$CASE_DIR/client.log"
+set -e
+python3 scripts/cold_start_timeline.py collect --out "$CASE_DIR"
+python3 scripts/cold_start_timeline.py timeline --out "$CASE_DIR" > /dev/null
+sed -n '/Critical path/,$p' "$CASE_DIR/timeline.md"
diff --git a/scripts/cold_start_client.py b/scripts/cold_start_client.py
new file mode 100644
index 00000000..83647e68
--- /dev/null
+++ b/scripts/cold_start_client.py
@@ -0,0 +1,104 @@
+"""The demo as a client sees it: one LoRA job, with a timestamp per phase.
+
+  uv --project examples run python scripts/cold_start_client.py base_model=Qwen/Qwen2.5-0.5B out=/path/client.jsonl
+
+Writes one JSON line per phase boundary, with the laptop's UTC clock, so the
+timeline (scripts/cold_start_timeline.py) can line the client's view up with
+the cluster's records. Phases: create_model, first forward_backward (the
+trainer is serving), save_weights_and_get_sampling_client, first sample (the
+sampler is serving). Nothing here is tuned; it is the smallest job that
+touches both workers.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import sys
+import time
+from datetime import UTC, datetime
+from typing import Any, cast
+
+import chz
+import tinker
+from tinker import types
+
+os.environ.setdefault("TINKER_API_KEY", "tml-dummy-key")
+os.environ.setdefault("TRANSFORMERS_VERBOSITY", "error")
+os.environ.setdefault("HF_HUB_VERBOSITY", "error")
+sys.stdout.reconfigure(line_buffering=True)
+
+
+@chz.chz
+class Config:
+  base_model: str = "Qwen/Qwen2.5-0.5B"
+  base_url: str = os.getenv("TINKER_BASE_URL", os.getenv("BASE_URL", "http://127.0.0.1:9003"))
+  out: str = "client.jsonl"
+  prompt: str = "Question: What is 2 + 2?\nAnswer:"
+  completion: str = " 4"
+  rank: int = 16
+  max_tokens: int = 8
+  # Stop after the trainer answers; skip the sampler phases.
+  trainer_only: bool = False
+
+
+class Log:
+  def __init__(self, path: str):
+    self.path = path
+    self.t0 = time.time()
+
+  def mark(self, phase: str, **extra: Any) -> None:
+    row = {"ts": datetime.now(UTC).isoformat(timespec="milliseconds"), "t": round(time.time() - self.t0, 3), "phase": phase, **extra}
+    with open(self.path, "a", encoding="utf-8") as f:
+      f.write(json.dumps(row) + "\n")
+    print(f"[cold-start] {row['t']:8.3f}s {phase} {extra if extra else ''}")
+
+
+def build_datum(tokenizer: Any, prompt: str, completion: str) -> types.Datum:
+  prompt_tokens = tokenizer.encode(prompt, add_special_tokens=False)
+  completion_tokens = tokenizer.encode(completion, add_special_tokens=False)
+  tokens = prompt_tokens + completion_tokens
+  weights = [0.0] * len(prompt_tokens) + [1.0] * len(completion_tokens)
+  return types.Datum(
+    model_input=types.ModelInput.from_ints(tokens=tokens[:-1]),
+    loss_fn_inputs=cast(Any, {"target_tokens": tokens[1:], "weights": weights[1:]}),
+  )
+
+
+def main(config: Config) -> None:
+  log = Log(config.out)
+  log.mark("start", base_model=config.base_model, base_url=config.base_url)
+  client = tinker.ServiceClient(api_key=os.getenv("TINKER_API_KEY", "tml-dummy-key"), base_url=config.base_url)
+
+  log.mark("create_model.start")
+  trainer = client.create_lora_training_client(base_model=config.base_model, rank=config.rank, train_attn=True, train_mlp=True, train_unembed=False)
+  log.mark("create_model.done", model_id=trainer._guaranteed_model_id())
+
+  tokenizer = trainer.get_tokenizer()
+  datum = build_datum(tokenizer, config.prompt, config.completion)
+  log.mark("forward_backward.start")
+  trainer.forward_backward([datum], "cross_entropy").result()
+  log.mark("forward_backward.done")
+  trainer.optim_step(types.AdamParams(learning_rate=1e-4)).result()
+  log.mark("optim_step.done")
+
+  if config.trainer_only:
+    log.mark("end")
+    return
+
+  log.mark("save_weights_and_get_sampling_client.start")
+  sampler = trainer.save_weights_and_get_sampling_client()
+  log.mark("save_weights_and_get_sampling_client.done")
+  log.mark("sample.start")
+  result = sampler.sample(
+    prompt=types.ModelInput.from_ints(tokenizer.encode(config.prompt, add_special_tokens=False)),
+    num_samples=1,
+    sampling_params=types.SamplingParams(max_tokens=config.max_tokens, temperature=0.0),
+  ).result()
+  text = tokenizer.decode(result.sequences[0].tokens, skip_special_tokens=True)
+  log.mark("sample.done", text=text)
+  log.mark("end")
+
+
+if __name__ == "__main__":
+  chz.nested_entrypoint(main, allow_hyphens=True)
diff --git a/scripts/cold_start_fio.sh b/scripts/cold_start_fio.sh
new file mode 100755
index 00000000..bd407c98
--- /dev/null
+++ b/scripts/cold_start_fio.sh
@@ -0,0 +1,59 @@
+#!/usr/bin/env bash
+# Read benchmark of the shared volume from a GPU node, with fio, against the
+# real model files. Answers "bandwidth-bound or IOPS-bound" for the weights load.
+#
+#   scripts/cold_start_fio.sh <node-name> <out-dir> [model-dir-under-hub]
+#   scripts/cold_start_fio.sh gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8 runs/<dir>/fio models--Qwen--Qwen3-8B
+#
+# Runs a pod on that node with the open-rl-shared-pvc mounted, installs fio,
+# then: (1) sequential read of the largest safetensors file, 1 MiB blocks,
+# O_DIRECT so the page cache does not answer; (2) 4 KiB random reads on the
+# same file for 30 s, O_DIRECT; (3) the NFS client's own counters before and
+# after, from /proc/self/mountstats. Output: fio JSON and mountstats in <out-dir>.
+set -euo pipefail
+NODE=$1; OUT=$2; MODEL_DIR=${3:-models--Qwen--Qwen3-8B}
+NS=${OPENRL_NAMESPACE:-openrl-system}
+POD=cold-start-fio
+mkdir -p "$OUT"
+kubectl -n "$NS" delete pod "$POD" --ignore-not-found --wait=true >/dev/null
+cat <<EOF | kubectl -n "$NS" apply -f - >/dev/null
+apiVersion: v1
+kind: Pod
+metadata:
+  name: $POD
+spec:
+  restartPolicy: Never
+  nodeName: $NODE
+  tolerations:
+  - key: nvidia.com/gpu
+    operator: Exists
+    effect: NoSchedule
+  containers:
+  - name: fio
+    image: ubuntu:24.04
+    command: ["bash", "-c", "apt-get update -qq >/dev/null && apt-get install -y -qq fio >/dev/null && sleep 3600"]
+    volumeMounts:
+    - name: shared
+      mountPath: /mnt/shared
+  volumes:
+  - name: shared
+    persistentVolumeClaim:
+      claimName: open-rl-shared-pvc
+EOF
+kubectl -n "$NS" wait --for=condition=Ready pod/$POD --timeout=5m >/dev/null
+for _ in $(seq 1 60); do kubectl -n "$NS" exec $POD -- which fio >/dev/null 2>&1 && break; sleep 3; done
+FILE=$(kubectl -n "$NS" exec $POD -- bash -c "ls -S /mnt/shared/open-rl/huggingface/hub/$MODEL_DIR/snapshots/*/*.safetensors | head -1")
+echo "file: $FILE" | tee "$OUT/file.txt"
+kubectl -n "$NS" exec $POD -- bash -c "ls -l $FILE; grep -A30 ' /mnt/shared ' /proc/self/mountstats" > "$OUT/mountstats-before.txt"
+kubectl -n "$NS" exec $POD -- fio --name=seqread --filename="$FILE" --rw=read --bs=1M --direct=1 --ioengine=psync --numjobs=1 --runtime=60 --time_based=0 --output-format=json > "$OUT/fio-seqread-1M-direct.json"
+kubectl -n "$NS" exec $POD -- fio --name=randread --filename="$FILE" --rw=randread --bs=4k --direct=1 --ioengine=psync --numjobs=1 --runtime=30 --time_based=1 --output-format=json > "$OUT/fio-randread-4k-direct.json"
+kubectl -n "$NS" exec $POD -- fio --name=seqread-buffered --filename="$FILE" --rw=read --bs=1M --direct=0 --ioengine=psync --numjobs=1 --runtime=60 --time_based=0 --output-format=json > "$OUT/fio-seqread-1M-buffered.json"
+kubectl -n "$NS" exec $POD -- bash -c "grep -A30 ' /mnt/shared ' /proc/self/mountstats" > "$OUT/mountstats-after.txt"
+kubectl -n "$NS" delete pod "$POD" --wait=false >/dev/null
+python3 - "$OUT" <<'EOF'
+import json, sys, pathlib
+out = pathlib.Path(sys.argv[1])
+for name in ("fio-seqread-1M-direct", "fio-randread-4k-direct", "fio-seqread-1M-buffered"):
+  d = json.load(open(out / f"{name}.json"))["jobs"][0]["read"]
+  print(f"{name:26} {d['bw_bytes']/2**20:8.1f} MiB/s  {d['iops']:9.1f} IOPS  mean lat {d['lat_ns']['mean']/1e6:7.2f} ms  read {d['io_bytes']/2**30:.2f} GiB in {d['runtime']/1000:.1f} s")
+EOF
diff --git a/scripts/cold_start_restore_labels.sh b/scripts/cold_start_restore_labels.sh
new file mode 100755
index 00000000..ab489f56
--- /dev/null
+++ b/scripts/cold_start_restore_labels.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+# Put the openrl.io role labels back to what cold_start_case.sh found.
+#   scripts/cold_start_restore_labels.sh runs/<dir>/node-labels-before.json
+set -euo pipefail
+python3 - "$1" <<'EOF'
+import json, subprocess, sys
+for node, labels in json.load(open(sys.argv[1])).items():
+  for role in ("trainer", "sampler"):
+    key = f"openrl.io/{role}"
+    if key in labels:
+      subprocess.run(["kubectl", "label", "node", node, f"{key}={labels[key]}", "--overwrite"], check=True, capture_output=True)
+    else:
+      subprocess.run(["kubectl", "label", "node", node, f"{key}-"], check=False, capture_output=True)
+  print(node, {k: v for k, v in labels.items() if k.startswith("openrl.io/")})
+EOF
diff --git a/scripts/cold_start_timeline.py b/scripts/cold_start_timeline.py
new file mode 100644
index 00000000..3e9123ab
--- /dev/null
+++ b/scripts/cold_start_timeline.py
@@ -0,0 +1,430 @@
+"""Measure one OpenRL cold start from primary records, and build its timeline.
+
+Primary records, and the clock each one carries:
+
+  Workload and pod objects   kube-apiserver clock, 1 s resolution (creationTimestamp,
+                             condition lastTransitionTime, containerStatuses startedAt)
+  Kubernetes events          kubelet or scheduler clock; the Pulled message carries the
+                             pull duration kubelet measured
+  worker container logs      containerd on the node, ns resolution; vLLM and the trainer
+                             print their own phase timings into them
+  Redis ready keys           first seen by a 1 s poller running inside the Redis pod,
+                             stamped with that pod's clock
+  API server access log      the API server pod's clock
+  client phases              the laptop's clock (scripts/cold_start_client.py)
+
+All GKE nodes and the laptop run NTP; the report prints one cross-check
+(container Started event versus the first log line) so a skew would show.
+
+Usage, one run:
+
+  python3 scripts/cold_start_timeline.py watch   --out runs/<dir>/<case>      # start recorders
+  uv --project examples run python scripts/cold_start_client.py base_model=... out=runs/<dir>/<case>/client.jsonl
+  python3 scripts/cold_start_timeline.py collect --out runs/<dir>/<case>      # logs, events, snapshots; stops recorders
+  python3 scripts/cold_start_timeline.py timeline --out runs/<dir>/<case>     # timeline.json + timeline.md
+
+Needs kubectl pointed at the cluster. Namespace: openrl-system (OPENRL_NAMESPACE).
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import re
+import signal
+import subprocess
+import sys
+import time
+from datetime import UTC, datetime
+from pathlib import Path
+from typing import Any
+
+NS = os.getenv("OPENRL_NAMESPACE", "openrl-system")
+
+WORKLOAD_JSONPATH = (
+  '{range .items[*]}{.metadata.name}{"\\t"}{.metadata.creationTimestamp}{"\\t"}{.status.phase}{"\\t"}{.status.reason}'
+  '{"\\t"}{.status.claimName}{"\\t"}{.status.podName}{"\\t"}{.status.nodeName}{"\\t"}{.metadata.deletionTimestamp}{"\\n"}{end}'
+)
+POD_JSONPATH = (
+  '{range .items[*]}{.metadata.name}{"\\t"}{.metadata.creationTimestamp}{"\\t"}{.status.phase}{"\\t"}{.spec.nodeName}'
+  '{"\\t"}{.status.containerStatuses[0].state.waiting.reason}{"\\t"}{.status.containerStatuses[0].state.running.startedAt}'
+  '{"\\t"}{.status.containerStatuses[0].ready}{"\\t"}{.metadata.deletionTimestamp}{"\\n"}{end}'
+)
+
+
+def now() -> str:
+  return datetime.now(UTC).isoformat(timespec="milliseconds")
+
+
+def sh(*args: str, check: bool = True) -> str:
+  return subprocess.run(args, check=check, capture_output=True, text=True).stdout
+
+
+def kubectl(*args: str, check: bool = True) -> str:
+  return sh("kubectl", "-n", NS, *args, check=check)
+
+
+def stamped_follower(cmd: list[str], out: Path) -> subprocess.Popen:
+  """Run cmd and prefix every output line with the local receive time."""
+  script = (
+    "import sys,datetime\n"
+    "for line in sys.stdin:\n"
+    "  sys.stdout.write(datetime.datetime.now(datetime.UTC).isoformat(timespec='milliseconds')+'\\t'+line); sys.stdout.flush()\n"
+  )
+  f = open(out, "a", encoding="utf-8")
+  producer = subprocess.Popen(cmd, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, text=True)
+  consumer = subprocess.Popen([sys.executable, "-u", "-c", script], stdin=producer.stdout, stdout=f, stderr=subprocess.STDOUT, text=True)
+  producer.stdout.close()  # type: ignore[union-attr]
+  consumer.producer = producer  # type: ignore[attr-defined]
+  return consumer
+
+
+def poll_loop(cmd_args: list[str], out: Path, every: float = 1.0) -> subprocess.Popen:
+  """Run a kubectl get on an interval, each sample prefixed with the local time."""
+  script = (
+    "import subprocess,sys,time,datetime\n"
+    f"args={cmd_args!r}; every={every}\n"
+    "while True:\n"
+    "  t=datetime.datetime.now(datetime.UTC).isoformat(timespec='milliseconds')\n"
+    "  r=subprocess.run(args,capture_output=True,text=True)\n"
+    "  for line in r.stdout.splitlines():\n"
+    "    if line.strip(): sys.stdout.write(t+'\\t'+line+'\\n')\n"
+    "  sys.stdout.flush(); time.sleep(every)\n"
+  )
+  f = open(out, "a", encoding="utf-8")
+  return subprocess.Popen([sys.executable, "-u", "-c", script], stdout=f, stderr=subprocess.STDOUT, text=True)
+
+
+def node_images() -> dict[str, list[str]]:
+  data = json.loads(sh("kubectl", "get", "nodes", "-o", "json"))
+  out = {}
+  for node in data["items"]:
+    names = [n for img in node["status"].get("images", []) for n in img.get("names", []) if "open-rl" in n and "@sha256" not in n]
+    out[node["metadata"]["name"]] = sorted(set(names))
+  return out
+
+
+# -- watch ------------------------------------------------------------------
+
+
+def cmd_watch(out: Path) -> None:
+  out.mkdir(parents=True, exist_ok=True)
+  (out / "node-images-before.json").write_text(json.dumps(node_images(), indent=1))
+  (out / "worker-image.txt").write_text(kubectl("get", "cm", "open-rl-images", "-o", "jsonpath={.data.worker}"))
+  (out / "watch-started.txt").write_text(now() + "\n")
+  procs = [
+    poll_loop(["kubectl", "-n", NS, "get", "workloads", "-o", f"jsonpath={WORKLOAD_JSONPATH}"], out / "workloads.tsv"),
+    poll_loop(["kubectl", "-n", NS, "get", "pods", "-o", f"jsonpath={POD_JSONPATH}"], out / "pods.tsv"),
+    stamped_follower(
+      [
+        "kubectl", "-n", NS, "exec", "deploy/redis-store", "--", "sh", "-c",
+        'while true; do t=$(date -u +%Y-%m-%dT%H:%M:%SZ); for k in $(redis-cli --scan --pattern "open_rl:*_ready:*"); do echo "$t $k"; done; sleep 1; done',
+      ],
+      out / "redis-ready.log",
+    ),
+    stamped_follower(["kubectl", "-n", NS, "logs", "-f", "--timestamps", "--tail=0", "deploy/open-rl-api-server"], out / "api-server.log"),
+    stamped_follower(["kubectl", "-n", NS, "logs", "-f", "--timestamps", "--tail=0", "deploy/open-rl-scheduler"], out / "scheduler.log"),
+  ]
+  pids = [p.pid for p in procs] + [getattr(p, "producer").pid for p in procs if hasattr(p, "producer")]
+  (out / "watch.pids").write_text("\n".join(map(str, pids)) + "\n")
+  print(f"watching; recorders {pids} write into {out}")
+
+
+def stop_watch(out: Path) -> None:
+  pid_file = out / "watch.pids"
+  if not pid_file.exists():
+    return
+  for pid in pid_file.read_text().split():
+    try:
+      os.kill(int(pid), signal.SIGTERM)
+    except ProcessLookupError:
+      pass
+  pid_file.unlink()
+
+
+# -- collect ------------------------------------------------------------------
+
+
+def cmd_collect(out: Path) -> None:
+  (out / "collect-started.txt").write_text(now() + "\n")
+  pods = json.loads(kubectl("get", "pods", "-o", "json"))
+  workers = [p for p in pods["items"] if p["metadata"]["name"].startswith("orw-")]
+  (out / "pods.json").write_text(json.dumps(pods, indent=1))
+  (out / "workloads.json").write_text(kubectl("get", "workloads", "-o", "json"))
+  (out / "events.json").write_text(kubectl("get", "events", "-o", "json"))
+  for pod in workers:
+    name = pod["metadata"]["name"]
+    (out / f"log-{name}.txt").write_text(kubectl("logs", "--timestamps", name, check=False))
+  (out / "node-images-after.json").write_text(json.dumps(node_images(), indent=1))
+  time.sleep(2)
+  stop_watch(out)
+  print(f"collected {len(workers)} worker log(s) into {out}")
+
+
+# -- timeline -----------------------------------------------------------------
+
+
+def parse_ts(value: str | None) -> datetime | None:
+  if not value:
+    return None
+  value = value.strip()
+  if value.endswith("Z"):
+    value = value[:-1] + "+00:00"
+  # Container log timestamps carry nanoseconds; Python takes microseconds.
+  m = re.match(r"(.*\.\d{6})\d+(\+00:00)$", value)
+  if m:
+    value = m.group(1) + m.group(2)
+  try:
+    return datetime.fromisoformat(value)
+  except ValueError:
+    return None
+
+
+def duration_s(text: str) -> float | None:
+  """'3m48.333s' or '19.2s' or '1.275s' from a kubelet Pulled message."""
+  m = re.search(r"in ((?:\d+h)?(?:\d+m)?[\d.]+s)", text)
+  if not m:
+    return None
+  total, s = 0.0, m.group(1)
+  for num, unit in re.findall(r"([\d.]+)([hms])", s):
+    total += float(num) * {"h": 3600, "m": 60, "s": 1}[unit]
+  return total
+
+
+SAMPLER_MARKS = [
+  ("sampler.process_first_log", None),
+  ("sampler.weights_loaded", r"Loading weights took ([\d.]+) seconds"),
+  ("sampler.model_loaded", r"Model loading took .* and ([\d.]+) seconds"),
+  ("sampler.compile_done", r"torch\.compile took ([\d.]+) s"),
+  ("sampler.kv_cache_sized", r"Available KV cache memory"),
+  ("sampler.graphs_captured", r"Graph capturing finished in (\d+) secs"),
+  ("sampler.engine_init_done", r"init engine .* took ([\d.]+) s"),
+]
+TRAINER_MARKS = [
+  ("trainer.process_first_log", None),
+  ("trainer.load_start", r"Loading base model"),
+  ("trainer.load_done", r"Successfully loaded\."),
+  ("trainer.processor_started", r"Training requests processor started"),
+]
+
+
+def scan_log(path: Path, marks: list[tuple[str, str | None]]) -> dict[str, dict[str, Any]]:
+  found: dict[str, dict[str, Any]] = {}
+  if not path.exists():
+    return found
+  for line in path.read_text(errors="replace").splitlines():
+    ts, _, text = line.partition(" ")
+    when = parse_ts(ts)
+    if when is None:
+      continue
+    for name, pattern in marks:
+      if pattern is None:
+        found.setdefault(name, {"ts": when, "source": "container log, first line"})
+        continue
+      if name in found:
+        continue
+      m = re.search(pattern, text)
+      if m:
+        entry: dict[str, Any] = {"ts": when, "source": f"container log: {text.strip()[:120]}"}
+        if m.groups():
+          entry["self_reported_s"] = float(m.group(1))
+        found[name] = entry
+  return found
+
+
+def first_seen(tsv: Path, key_index: int, predicate) -> dict[str, datetime]:
+  """First local time each key satisfied predicate, from a poll_loop file."""
+  seen: dict[str, datetime] = {}
+  if not tsv.exists():
+    return seen
+  for line in tsv.read_text().splitlines():
+    parts = line.split("\t")
+    if len(parts) < 2:
+      continue
+    when = parse_ts(parts[0])
+    fields = parts[1:]
+    if when is None or len(fields) <= key_index:
+      continue
+    key = fields[key_index]
+    if key and key not in seen and predicate(fields):
+      seen[key] = when
+  return seen
+
+
+def ready_keys(path: Path) -> dict[str, datetime]:
+  seen: dict[str, datetime] = {}
+  if not path.exists():
+    return seen
+  for line in path.read_text().splitlines():
+    parts = line.split("\t", 1)
+    if len(parts) < 2:
+      continue
+    body = parts[1].strip().split(" ", 1)
+    if len(body) == 2 and body[1] not in seen:
+      seen[body[1]] = parse_ts(body[0]) or parse_ts(parts[0])  # type: ignore[assignment]
+  return seen
+
+
+def pod_events(events: dict[str, Any], pod: str) -> list[dict[str, Any]]:
+  rows = []
+  for e in events.get("items", []):
+    if e["involvedObject"].get("name") != pod:
+      continue
+    rows.append({"reason": e["reason"], "ts": parse_ts(e.get("firstTimestamp") or e.get("eventTime")), "message": e.get("message", "")})
+  return sorted(rows, key=lambda r: (r["ts"] or datetime.min.replace(tzinfo=UTC)))
+
+
+def cmd_timeline(out: Path) -> None:
+  client = [json.loads(l) for l in (out / "client.jsonl").read_text().splitlines() if l.strip()] if (out / "client.jsonl").exists() else []
+  marks: dict[str, dict[str, Any]] = {}
+  for row in client:
+    marks[f"client.{row['phase']}"] = {"ts": parse_ts(row["ts"]), "source": "client.jsonl (laptop clock)", **{k: v for k, v in row.items() if k not in ("ts", "t", "phase")}}
+
+  pods = json.loads((out / "pods.json").read_text()) if (out / "pods.json").exists() else {"items": []}
+  events = json.loads((out / "events.json").read_text()) if (out / "events.json").exists() else {"items": []}
+  workloads = json.loads((out / "workloads.json").read_text()) if (out / "workloads.json").exists() else {"items": []}
+  ready = ready_keys(out / "redis-ready.log")
+  wl_first_pod = first_seen(out / "workloads.tsv", 0, lambda f: len(f) > 5 and bool(f[5]))
+  wl_first_node = first_seen(out / "workloads.tsv", 0, lambda f: len(f) > 6 and bool(f[6]))
+  wl_first_seen = first_seen(out / "workloads.tsv", 0, lambda f: True)
+
+  workers: dict[str, dict[str, Any]] = {}
+  for wl in workloads.get("items", []):
+    role = wl["spec"]["role"]
+    name = wl["metadata"]["name"]
+    w: dict[str, Any] = {"workload": name, "model_id": wl["spec"].get("modelID"), "node": wl.get("status", {}).get("nodeName"), "pod": wl.get("status", {}).get("podName"), "marks": {}}
+    w["marks"][f"{role}.workload_created"] = {"ts": parse_ts(wl["metadata"]["creationTimestamp"]), "source": "Workload creationTimestamp (apiserver)"}
+    if name in wl_first_seen:
+      w["marks"][f"{role}.workload_first_seen_by_poller"] = {"ts": wl_first_seen[name], "source": "workloads.tsv poller (laptop clock, 1 s)"}
+    if name in wl_first_pod:
+      w["marks"][f"{role}.workload_reports_pod"] = {"ts": wl_first_pod[name], "source": "workloads.tsv poller: status.podName set"}
+    if name in wl_first_node:
+      w["marks"][f"{role}.workload_reports_node"] = {"ts": wl_first_node[name], "source": "workloads.tsv poller: status.nodeName set"}
+    for cond in wl.get("status", {}).get("conditions", []):
+      w["marks"][f"{role}.condition_{cond['type']}_{cond['status']}"] = {"ts": parse_ts(cond.get("lastTransitionTime")), "source": f"Workload condition {cond.get('reason', '')}"}
+    workers[role] = w
+
+  for pod in pods.get("items", []):
+    name = pod["metadata"]["name"]
+    if not name.startswith("orw-"):
+      continue
+    role = "sampler" if name.endswith("sampler") or "-sampler-" in name else "trainer"
+    w = workers.setdefault(role, {"workload": None, "pod": name, "node": pod["spec"].get("nodeName"), "marks": {}})
+    w["pod"] = name
+    w["node"] = pod["spec"].get("nodeName")
+    w["marks"][f"{role}.pod_created"] = {"ts": parse_ts(pod["metadata"]["creationTimestamp"]), "source": "pod creationTimestamp (apiserver)"}
+    for cond in pod.get("status", {}).get("conditions", []):
+      if cond["type"] in ("PodScheduled", "Initialized", "ContainersReady", "Ready") and cond["status"] == "True":
+        w["marks"][f"{role}.pod_{cond['type']}"] = {"ts": parse_ts(cond.get("lastTransitionTime")), "source": f"pod condition {cond['type']}"}
+    for cs in pod.get("status", {}).get("containerStatuses", []):
+      running = (cs.get("state") or {}).get("running") or {}
+      if running.get("startedAt"):
+        w["marks"][f"{role}.container_started"] = {"ts": parse_ts(running["startedAt"]), "source": "containerStatuses.state.running.startedAt"}
+      w["image_id"] = cs.get("imageID")
+    for ev in pod_events(events, name):
+      key = f"{role}.event_{ev['reason']}"
+      if key in w["marks"]:
+        continue
+      entry = {"ts": ev["ts"], "source": f"event: {ev['message'][:140]}"}
+      if ev["reason"] == "Pulled":
+        entry["kubelet_pull_s"] = duration_s(ev["message"])
+        entry["pulled_from_cache"] = "already present" in ev["message"]
+      w["marks"][key] = entry
+    log = out / f"log-{name}.txt"
+    w["marks"].update(scan_log(log, SAMPLER_MARKS if role == "sampler" else TRAINER_MARKS))
+    model_id = w.get("model_id") or (workers.get("trainer", {}).get("model_id"))
+    for key, when in ready.items():
+      if key.startswith(f"open_rl:{role}_ready:"):
+        w["marks"][f"{role}.ready_key"] = {"ts": when, "source": f"redis poller: {key}"}
+
+  report = {"case": out.name, "collected": now(), "client": marks, "workers": workers}
+  (out / "timeline.json").write_text(json.dumps(report, indent=1, default=str))
+  (out / "timeline.md").write_text(render(report))
+  print((out / "timeline.md").read_text())
+
+
+def fmt(ts: datetime | None) -> str:
+  return ts.strftime("%H:%M:%S.%f")[:-3] if ts else "unmeasured"
+
+
+def render(report: dict[str, Any]) -> str:
+  client = report["client"]
+  t0 = client.get("client.create_model.start", {}).get("ts")
+  lines = [f"# Cold start timeline: {report['case']}", ""]
+  if t0:
+    lines.append(f"t=0 is the client's `create_model` call at {t0.isoformat(timespec='milliseconds')} UTC. Offsets are seconds after t=0; a negative offset is before it.")
+  lines.append("")
+  for role in ("trainer", "sampler"):
+    w = report["workers"].get(role)
+    if not w:
+      lines += [f"## {role}", "", "no worker observed", ""]
+      continue
+    lines += [f"## {role}: `{w.get('pod')}` on `{w.get('node')}`", "", "| Mark | Clock (UTC) | t+ s | Self-reported s | Source |", "|---|---|---|---|---|"]
+    rows = sorted(w["marks"].items(), key=lambda kv: (kv[1].get("ts") is None, kv[1].get("ts") or datetime.max.replace(tzinfo=UTC)))
+    for name, m in rows:
+      ts = m.get("ts")
+      off = f"{(ts - t0).total_seconds():.1f}" if (ts and t0) else ""
+      self_rep = m.get("kubelet_pull_s", m.get("self_reported_s", ""))
+      lines.append(f"| {name} | {fmt(ts)} | {off} | {self_rep} | {m.get('source', '')} |")
+    lines.append("")
+  lines += ["## client", "", "| Phase | Clock (UTC) | t+ s |", "|---|---|---|"]
+  for name, m in client.items():
+    ts = m.get("ts")
+    lines.append(f"| {name} | {fmt(ts)} | {(ts - t0).total_seconds():.1f} |" if (ts and t0) else f"| {name} | {fmt(ts)} | |")
+  lines += ["", "## Critical path (derived from the marks above)", ""]
+  lines += critical_path(report)
+  return "\n".join(lines) + "\n"
+
+
+def critical_path(report: dict[str, Any]) -> list[str]:
+  """Consecutive phases per worker, each with its start and end mark named."""
+  out = []
+  chains = {
+    "trainer": [
+      ("client.create_model.start", "trainer.pod_created", "placement: Workload to pod"),
+      ("trainer.pod_created", "trainer.pod_PodScheduled", "pod scheduled"),
+      ("trainer.pod_PodScheduled", "trainer.event_Pulled", "image pull (0 if cached)"),
+      ("trainer.event_Pulled", "trainer.container_started", "container create"),
+      ("trainer.container_started", "trainer.load_start", "process start to load start (imports)"),
+      ("trainer.load_start", "trainer.load_done", "weights load"),
+      ("trainer.load_done", "trainer.ready_key", "ready key"),
+      ("client.create_model.start", "client.create_model.done", "client: create_model blocked"),
+      ("client.forward_backward.start", "client.forward_backward.done", "client: first forward_backward"),
+    ],
+    "sampler": [
+      ("client.save_weights_and_get_sampling_client.start", "sampler.pod_created", "placement: Workload to pod"),
+      ("sampler.pod_created", "sampler.pod_PodScheduled", "pod scheduled"),
+      ("sampler.pod_PodScheduled", "sampler.event_Pulled", "image pull (0 if cached)"),
+      ("sampler.event_Pulled", "sampler.container_started", "container create"),
+      ("sampler.container_started", "sampler.process_first_log", "process start to first log"),
+      ("sampler.process_first_log", "sampler.weights_loaded", "imports and engine setup until weights read"),
+      ("sampler.weights_loaded", "sampler.compile_done", "torch.compile"),
+      ("sampler.compile_done", "sampler.engine_init_done", "profiling, KV cache, graph capture"),
+      ("sampler.engine_init_done", "sampler.ready_key", "ready key"),
+      ("client.sample.start", "client.sample.done", "client: first sample blocked"),
+    ],
+  }
+  all_marks = dict(report["client"])
+  for w in report["workers"].values():
+    all_marks.update(w["marks"])
+  for role, chain in chains.items():
+    out += [f"### {role}", "", "| Phase | From | To | Seconds |", "|---|---|---|---|"]
+    for a, b, label in chain:
+      ta, tb = all_marks.get(a, {}).get("ts"), all_marks.get(b, {}).get("ts")
+      secs = f"{(tb - ta).total_seconds():.1f}" if (ta and tb) else "unmeasured"
+      out.append(f"| {label} | {a} | {b} | {secs} |")
+    out.append("")
+  return out
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
+  parser.add_argument("command", choices=["watch", "collect", "timeline", "stop"])
+  parser.add_argument("--out", required=True, type=Path)
+  args = parser.parse_args()
+  {"watch": cmd_watch, "collect": cmd_collect, "timeline": cmd_timeline, "stop": stop_watch}[args.command](args.out)
+
+
+if __name__ == "__main__":
+  main()
diff --git a/src/server/openrl_status.py b/src/server/openrl_status.py
index 16acf057..300938f5 100644
--- a/src/server/openrl_status.py
+++ b/src/server/openrl_status.py
@@ -14,6 +14,7 @@
 """
 
 import asyncio
+import json
 from dataclasses import dataclass
 from typing import Any
 
@@ -35,6 +36,19 @@ class StatusContext:
   worker_launcher: str  # as get_server_capabilities reports it
 
 
+def ready_record(raw: str | None) -> dict[str, Any] | None:
+  """The ready key's value: None when the worker has not announced itself, a
+  dict otherwise. Workers before v0.0.8 wrote "1"; the view treats that as
+  announced with no phase record."""
+  if raw is None:
+    return None
+  try:
+    parsed = json.loads(raw)
+  except ValueError:
+    return {}
+  return parsed if isinstance(parsed, dict) else {}
+
+
 def describe_worker(worker: dict[str, Any]) -> str:
   """One line for a human or an example's progress output."""
   age = f", {int(worker['age_seconds'])}s" if worker.get("age_seconds") is not None else ""
@@ -56,10 +70,15 @@ async def workers_of_owner(ctx: StatusContext, owner: str) -> tuple[list[dict[st
     worker = {field: found.get(field) for field in WORKER_FIELDS}
     # The launcher sees a pod run minutes before the model is loaded; each
     # worker announces itself when it can serve (open_rl:<role>_ready:<runtime>).
-    announced = await ctx.state.get_value(f"open_rl:{found['role']}_ready:{found['model_id']}") is not None
-    if worker["state"] == READY and not announced:
+    record = ready_record(await ctx.state.get_value(f"open_rl:{found['role']}_ready:{found['model_id']}"))
+    if worker["state"] == READY and record is None:
       worker["state"] = STARTING
       worker["detail"] = f"{worker['detail']}, loading the model"
+    if record:
+      # When the worker became ready and how it got there (design 016, A6):
+      # process start, prefetch, load start and end, as the worker recorded them.
+      worker["ready_at"] = record.get("ready_at")
+      worker["phases"] = record.get("phases") or {}
     worker["summary"] = describe_worker(worker)
     out.append(worker)
   return out, None
diff --git a/src/server/training_requests_processor.py b/src/server/training_requests_processor.py
index 70fb1cf5..4c1dc76b 100644
--- a/src/server/training_requests_processor.py
+++ b/src/server/training_requests_processor.py
@@ -37,6 +37,8 @@
 # The trainer's readiness key, the counterpart of the sampler's. A long-lived
 # shared LoRA trainer outlives the TTL, so the loop refreshes it.
 READY_TTL_SECONDS = 3600
+# When this process started, for the phase record the ready key carries.
+PROCESS_STARTED_AT = time.time()
 READY_REFRESH_SECONDS = 60
 
 
@@ -116,6 +118,7 @@ def __init__(
     self.snapshot_registered = False
     self.state: StateStore | None = None  # opened on first use; tests inject one
     self.ready_announced_at = float("-inf")
+    self.ready_at: float | None = None
 
   async def run(self) -> None:
     print(f"[WORKER] Training requests processor started (model={self.model_id} active_set={self.active_tenant_set_id}).")
@@ -160,9 +163,20 @@ async def announce_readiness(self) -> None:
       return
     if self.state is None:
       self.state = get_state_store()
-    await self.state.set_value(key, "1", ttl_seconds=READY_TTL_SECONDS)
+    if self.ready_at is None:
+      self.ready_at = time.time()
+    await self.state.set_value(key, json.dumps(self.ready_record()), ttl_seconds=READY_TTL_SECONDS)
     self.ready_announced_at = time.monotonic()
 
+  def ready_record(self) -> dict[str, Any]:
+    """What the key says: when this worker became ready and how it got there.
+    Timestamps are Unix seconds from the worker's clock; `prefetch` is what
+    training.prefetch did before the load, or null. The model view shows it so a
+    slow start can be attributed without the worker's log."""
+    phases: dict[str, Any] = {"process_start": PROCESS_STARTED_AT}
+    phases.update(getattr(self.worker, "load_phases", None) or {})
+    return {"ready_at": self.ready_at, "phases": phases}
+
   async def withdraw_readiness(self) -> None:
     key = self.ready_key()
     if key is not None and self.state is not None:
diff --git a/src/server/vllm_sampler.py b/src/server/vllm_sampler.py
index bc0dba96..84b461f0 100644
--- a/src/server/vllm_sampler.py
+++ b/src/server/vllm_sampler.py
@@ -4,6 +4,7 @@
 import argparse
 import asyncio
 import hashlib
+import json
 import os
 import signal
 import time
@@ -32,6 +33,7 @@
 SHUTDOWN_SENTINEL = "SHUTDOWN_SENTINEL"
 TMP_DIR = os.getenv("OPEN_RL_TMP_DIR", "/tmp/open-rl")
 READY_TTL_SECONDS = 3600
+PROCESS_STARTED_AT = time.time()
 ENGINE_POLL_SECONDS = 5
 
 
@@ -274,9 +276,11 @@ async def process_request(sampler: Sampler, store: RequestStore, request: dict[s
     await store.set_future(request["request_id"], result)
 
 
-async def mark_ready(state: StateStore, model_id: str) -> None:
-  """The gateway waits on this key. A shared LoRA sampler outlives the TTL, so the loop refreshes it."""
-  await state.set_value(f"open_rl:sampler_ready:{model_id}", "1", ttl_seconds=READY_TTL_SECONDS)
+async def mark_ready(state: StateStore, model_id: str, record: dict[str, Any] | None = None) -> None:
+  """The gateway waits on this key. A shared LoRA sampler outlives the TTL, so the loop refreshes it.
+  The value records when the sampler became ready and how long the engine took to build
+  (design 016, A6); vLLM's own load, compile and capture timings stay in its log."""
+  await state.set_value(f"open_rl:sampler_ready:{model_id}", json.dumps(record or {"ready_at": time.time()}), ttl_seconds=READY_TTL_SECONDS)
 
 
 async def serve(
@@ -291,11 +295,16 @@ async def serve(
   Queue and store errors are retried. A dead engine or a process the time slicer
   could not park raises, so the worker exits and is restarted.
   """
+  engine_build_start = time.time()
   async with holding_gpu(time_slicer, workload):
     sampler = Sampler(make_engine())
     if time_slicer is not None:
       await sampler.sleep()  # give the memory back before releasing the slot
   state = get_state_store()
+  record = {
+    "ready_at": time.time(),
+    "phases": {"process_start": PROCESS_STARTED_AT, "engine_build_start": engine_build_start, "engine_ready": time.time()},
+  }
   try:
     try:
       ready_at = float("-inf")
@@ -306,7 +315,7 @@ async def serve(
         started = False
         try:
           if time.monotonic() - ready_at > 60:
-            await mark_ready(state, model_id)
+            await mark_ready(state, model_id, record)
             ready_at = time.monotonic()
           batch = await store.get_sampling_requests_for_model(model_id)
           if not batch:
diff --git a/src/training/automodel_worker.py b/src/training/automodel_worker.py
index 29a678be..abaf6e22 100644
--- a/src/training/automodel_worker.py
+++ b/src/training/automodel_worker.py
@@ -41,6 +41,7 @@
 from transformers import AutoConfig, AutoTokenizer
 
 from training.distributed import is_primary
+from training.prefetch import prefetch
 from training.trainer_worker import BaseTrainerWorker, Datum
 from training.types import FFTConfig, LoraConfig
 
@@ -313,7 +314,9 @@ def load_model(self, base_model_name: str) -> None:
     if self.cp_size > 1:
       kwargs["attn_implementation"] = "sdpa"
     # from_pretrained applies LoRA, loads the base weights and freezes all but the adapters.
+    self.load_phases = {"load_start": time.time(), "prefetch": prefetch(base_model_name)}
     self.model = NeMoAutoModelForCausalLM.from_pretrained(base_model_name, distributed_setup=self.build_distributed_setup(), **kwargs)
+    self.load_phases["load_done"] = time.time()
     if RECOMPUTE_NUM_LAYERS > 0:
       install_group_checkpointing(self.model, RECOMPUTE_NUM_LAYERS)
     print(f"Loaded Automodel {base_model_name} with LoRA rank {MAX_LORA_RANK}.")
diff --git a/src/training/fft_trainer_worker.py b/src/training/fft_trainer_worker.py
index c547ab09..a6d01d95 100644
--- a/src/training/fft_trainer_worker.py
+++ b/src/training/fft_trainer_worker.py
@@ -15,6 +15,7 @@
 import torch
 from transformers import AutoModelForCausalLM, AutoTokenizer, PreTrainedModel
 
+from training.prefetch import prefetch
 from training.trainer_worker import BaseTrainerWorker, Datum
 from training.types import FFTConfig
 
@@ -77,11 +78,15 @@ def load_base_model(self, base_model_name: str) -> None:
     num_gpus = torch.cuda.device_count() if torch.cuda.is_available() else 0
     target_device = "auto" if num_gpus > 1 else self.device
     print(f"Loading full fine-tuning model {base_model_name} (target device map: {target_device}, visible GPUs: {num_gpus})...")
+    self.load_phases = {"load_start": time.time()}
     self.base_model_name = base_model_name
     self.tokenizer = AutoTokenizer.from_pretrained(base_model_name)
     dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32
 
+    # See training.prefetch: mmap reads over NFS are page-sized and serial.
+    self.load_phases["prefetch"] = prefetch(base_model_name)
     self.model = AutoModelForCausalLM.from_pretrained(base_model_name, dtype=dtype, device_map=target_device)
+    self.load_phases["load_done"] = time.time()
     print("Successfully loaded full fine-tuning model.")
 
   def create_model(self, base_model_name: str, model_id: str | None = None, config: FFTConfig | None = None) -> None:
@@ -301,11 +306,14 @@ def load_from_state(self, model_id: str, state_path: str, restore_optimizer: boo
       raise ValueError(f"metadata.json at {state_path} missing base_model")
 
     self.base_model_name = base_model
+    self.load_phases = {"load_start": time.time()}
     self.tokenizer = AutoTokenizer.from_pretrained(state_path)
     dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32
     num_gpus = torch.cuda.device_count() if torch.cuda.is_available() else 0
     target_device = "auto" if num_gpus > 1 else self.device
+    self.load_phases["prefetch"] = prefetch(state_path)
     self.model = AutoModelForCausalLM.from_pretrained(state_path, dtype=dtype, device_map=target_device)
+    self.load_phases["load_done"] = time.time()
     self.prepare_model_for_training()
 
     if restore_optimizer and metadata.get("has_optimizer"):
diff --git a/src/training/lora_trainer_worker.py b/src/training/lora_trainer_worker.py
index 83561e5e..f55336ae 100644
--- a/src/training/lora_trainer_worker.py
+++ b/src/training/lora_trainer_worker.py
@@ -13,6 +13,7 @@
 from peft import PeftModelForCausalLM, get_peft_model
 from transformers import AutoModelForCausalLM, AutoTokenizer, PreTrainedModel
 
+from training.prefetch import prefetch
 from training.trainer_worker import BaseTrainerWorker, Datum
 from training.types import LoraConfig
 
@@ -46,11 +47,16 @@ def load_base_model(self, base_model_name: str) -> None:
       return
 
     print(f"Loading base model {base_model_name} to {self.device}...")
+    self.load_phases = {"load_start": time.time()}
     self.base_model_name = base_model_name
     self.tokenizer = AutoTokenizer.from_pretrained(base_model_name)
     dtype = torch.bfloat16 if torch.cuda.is_bf16_supported() else torch.float32
 
+    # from_pretrained memory-maps the shards and reads them a page at a time; on
+    # a network filesystem that is minutes. Stream them into the page cache first.
+    self.load_phases["prefetch"] = prefetch(base_model_name)
     self.base_model = AutoModelForCausalLM.from_pretrained(base_model_name, dtype=dtype, device_map=self.device)
+    self.load_phases["load_done"] = time.time()
     print("Successfully loaded.")
 
   def target_lora_modules(self, config: LoraConfig) -> list[str]:
diff --git a/src/training/prefetch.py b/src/training/prefetch.py
new file mode 100644
index 00000000..503891f3
--- /dev/null
+++ b/src/training/prefetch.py
@@ -0,0 +1,144 @@
+"""Read a checkpoint's files into the page cache before a loader maps them.
+
+Why: transformers' from_pretrained memory-maps safetensors and touches them
+tensor by tensor. On NFS that is one synchronous read of a few hundred KiB at
+a time, each paying the server's latency. Measured on Filestore Basic HDD
+(runs/2026-10-15_cold_start): Qwen3-8B took 903 s in the trainer at 260 KiB
+per read and 28 ms per read, about two in flight. vLLM 0.30 loads the same
+files from the same instance in 102 s because it first streams them into the
+page cache with eight threads and 16 MiB reads. This module does the same for
+the trainers, so the mmap that follows hits memory.
+
+Controlled by the environment, so a deployment can turn it off or tune it:
+
+  OPEN_RL_PREFETCH            auto (default: only on network filesystems), always, off
+  OPEN_RL_PREFETCH_THREADS    8
+  OPEN_RL_PREFETCH_BLOCK_MIB  16
+
+The prefetch is skipped when the files would not fit in 90% of the memory
+available to this process, because the page cache would evict them before
+the loader arrives.
+"""
+
+from __future__ import annotations
+
+import os
+import time
+from concurrent.futures import ThreadPoolExecutor
+from pathlib import Path
+from typing import Any
+
+PATTERNS = ("*.safetensors", "*.bin", "*.pt", "*.pth")
+NETWORK_FS = {"nfs", "nfs4", "lustre", "fuse", "fuse.gcsfuse", "cifs", "smb3"}
+# One task per this many bytes, so a few large shards still spread over all threads.
+CHUNK_BYTES = 256 * 1024 * 1024
+
+
+def checkpoint_dir(name_or_path: str) -> Path | None:
+  """The directory holding the checkpoint: the path itself, or the Hugging Face
+  cache snapshot for a model id. No network: a model that is not cached yet is
+  downloaded by the loader, not by us."""
+  path = Path(name_or_path)
+  if path.is_dir():
+    return path
+  try:
+    from huggingface_hub import snapshot_download
+
+    return Path(snapshot_download(name_or_path, local_files_only=True, allow_patterns=list(PATTERNS)))
+  except Exception:
+    return None
+
+
+def checkpoint_files(name_or_path: str) -> list[Path]:
+  directory = checkpoint_dir(name_or_path)
+  if directory is None:
+    return []
+  files = [p for pattern in PATTERNS for p in directory.glob(pattern) if p.is_file()]
+  # The HF cache keeps symlinks into blobs/; stat follows them, which is what we want.
+  return sorted(set(files), key=lambda p: p.stat().st_size, reverse=True)
+
+
+def fs_type(path: Path) -> str:
+  """The filesystem type of the mount that holds path, from /proc/mounts."""
+  best, best_type = "", ""
+  try:
+    resolved = str(path.resolve())
+    with open("/proc/mounts") as f:
+      for line in f:
+        parts = line.split()
+        if len(parts) < 3:
+          continue
+        mount = parts[1]
+        if (resolved == mount or resolved.startswith(mount.rstrip("/") + "/")) and len(mount) >= len(best):
+          best, best_type = mount, parts[2]
+  except OSError:
+    return ""
+  return best_type
+
+
+def available_bytes() -> int:
+  """What the page cache can hold for us: MemAvailable, capped by the cgroup limit."""
+  avail = 0
+  try:
+    with open("/proc/meminfo") as f:
+      for line in f:
+        if line.startswith("MemAvailable:"):
+          avail = int(line.split()[1]) * 1024
+  except OSError:
+    return 0
+  for limit_file in ("/sys/fs/cgroup/memory.max", "/sys/fs/cgroup/memory/memory.limit_in_bytes"):
+    try:
+      raw = Path(limit_file).read_text().strip()
+      if raw.isdigit():
+        avail = min(avail, int(raw))
+    except OSError:
+      continue
+  return avail
+
+
+def read_range(path: Path, offset: int, length: int, block: int) -> int:
+  """Read [offset, offset+length) with plain reads; the kernel keeps the pages."""
+  done = 0
+  fd = os.open(path, os.O_RDONLY)
+  try:
+    while done < length:
+      chunk = os.pread(fd, min(block, length - done), offset + done)
+      if not chunk:
+        break
+      done += len(chunk)
+  finally:
+    os.close(fd)
+  return done
+
+
+def prefetch(name_or_path: str, log=print) -> dict[str, Any] | None:
+  """Warm the page cache for name_or_path's checkpoint files. Returns what it
+  did, for the ready key's phase record, or None when it did nothing."""
+  mode = os.getenv("OPEN_RL_PREFETCH", "auto").lower()
+  if mode == "off":
+    return None
+  files = checkpoint_files(name_or_path)
+  if not files:
+    return None
+  total = sum(p.stat().st_size for p in files)
+  kind = fs_type(files[0])
+  if mode == "auto" and kind not in NETWORK_FS:
+    return None
+  avail = available_bytes()
+  if avail and total > 0.9 * avail and mode != "always":
+    log(f"[prefetch] {total / 2**30:.1f} GiB of checkpoint files would not fit in {avail / 2**30:.1f} GiB of available memory; not prefetching")
+    return None
+  threads = int(os.getenv("OPEN_RL_PREFETCH_THREADS", "8"))
+  block = int(os.getenv("OPEN_RL_PREFETCH_BLOCK_MIB", "16")) * 1024 * 1024
+  tasks = []
+  for path in files:
+    size = path.stat().st_size
+    for offset in range(0, size, CHUNK_BYTES):
+      tasks.append((path, offset, min(CHUNK_BYTES, size - offset)))
+  log(f"[prefetch] reading {len(files)} file(s), {total / 2**30:.2f} GiB, from {kind or 'unknown fs'} into the page cache with {threads} threads")
+  started = time.time()
+  with ThreadPoolExecutor(max_workers=threads) as pool:
+    read = sum(pool.map(lambda t: read_range(t[0], t[1], t[2], block), tasks))
+  seconds = time.time() - started
+  log(f"[prefetch] done: {read / 2**30:.2f} GiB in {seconds:.1f} s ({read / 2**20 / max(seconds, 1e-6):.0f} MiB/s)")
+  return {"files": len(files), "bytes": read, "seconds": round(seconds, 2), "fs": kind, "threads": threads, "started_at": started}
diff --git a/src/training/trainer_worker.py b/src/training/trainer_worker.py
index 046b295e..0178cde1 100644
--- a/src/training/trainer_worker.py
+++ b/src/training/trainer_worker.py
@@ -27,6 +27,9 @@ class BaseTrainerWorker:
 
   def __init__(self):
     self.tokenizer: PreTrainedTokenizerBase | None = None
+    # When the model load started and finished, and what the page-cache
+    # prefetch did; the request processor publishes it with the ready key.
+    self.load_phases: dict[str, Any] = {}
 
     if torch.cuda.is_available():
       self.device = torch.device("cuda", local_rank())
diff --git a/tests/test_prefetch.py b/tests/test_prefetch.py
new file mode 100644
index 00000000..a3df9ec1
--- /dev/null
+++ b/tests/test_prefetch.py
@@ -0,0 +1,66 @@
+"""training.prefetch warms the page cache for a checkpoint before the loader
+maps it. These tests cover its decisions; the effect on load time is measured
+in runs/2026-10-15_cold_start."""
+
+import os
+import tempfile
+import unittest
+from pathlib import Path
+from unittest.mock import patch
+
+from training import prefetch
+
+
+class PrefetchTest(unittest.TestCase):
+  def setUp(self):
+    self.dir = Path(self.enterContext(tempfile.TemporaryDirectory()))
+    (self.dir / "model-00001-of-00002.safetensors").write_bytes(os.urandom(3 * 1024 * 1024))
+    (self.dir / "model-00002-of-00002.safetensors").write_bytes(os.urandom(1024 * 1024 + 17))
+    (self.dir / "config.json").write_text("{}")
+
+  def test_lists_checkpoint_files_largest_first(self):
+    files = prefetch.checkpoint_files(str(self.dir))
+    self.assertEqual([f.name for f in files], ["model-00001-of-00002.safetensors", "model-00002-of-00002.safetensors"])
+
+  def test_an_uncached_model_id_is_left_to_the_loader(self):
+    with patch.dict(os.environ, {"HF_HOME": str(self.dir / "empty-hub")}):
+      self.assertEqual(prefetch.checkpoint_files("org/not-downloaded"), [])
+
+  def test_auto_mode_skips_local_filesystems(self):
+    with patch.dict(os.environ, {"OPEN_RL_PREFETCH": "auto"}), patch.object(prefetch, "fs_type", return_value="ext4"):
+      self.assertIsNone(prefetch.prefetch(str(self.dir), log=lambda *_: None))
+
+  def test_auto_mode_reads_everything_on_a_network_filesystem(self):
+    with patch.dict(os.environ, {"OPEN_RL_PREFETCH": "auto", "OPEN_RL_PREFETCH_THREADS": "3"}), patch.object(prefetch, "fs_type", return_value="nfs"):
+      result = prefetch.prefetch(str(self.dir), log=lambda *_: None)
+    self.assertEqual(result["bytes"], 4 * 1024 * 1024 + 17)
+    self.assertEqual((result["files"], result["threads"], result["fs"]), (2, 3, "nfs"))
+
+  def test_always_reads_even_on_local_disk_and_off_never_does(self):
+    with patch.dict(os.environ, {"OPEN_RL_PREFETCH": "always"}), patch.object(prefetch, "fs_type", return_value="ext4"):
+      self.assertEqual(prefetch.prefetch(str(self.dir), log=lambda *_: None)["files"], 2)
+    with patch.dict(os.environ, {"OPEN_RL_PREFETCH": "off"}), patch.object(prefetch, "fs_type", return_value="nfs"):
+      self.assertIsNone(prefetch.prefetch(str(self.dir)))
+
+  def test_skips_when_the_files_would_not_fit_in_memory(self):
+    messages = []
+    with (
+      patch.dict(os.environ, {"OPEN_RL_PREFETCH": "auto"}),
+      patch.object(prefetch, "fs_type", return_value="nfs"),
+      patch.object(prefetch, "available_bytes", return_value=1024 * 1024),
+    ):
+      self.assertIsNone(prefetch.prefetch(str(self.dir), log=messages.append))
+    self.assertIn("not prefetching", messages[0])
+
+  def test_large_files_are_split_across_threads(self):
+    with (
+      patch.dict(os.environ, {"OPEN_RL_PREFETCH": "always", "OPEN_RL_PREFETCH_BLOCK_MIB": "1"}),
+      patch.object(prefetch, "CHUNK_BYTES", 1024 * 1024),
+      patch.object(prefetch, "fs_type", return_value="nfs"),
+    ):
+      result = prefetch.prefetch(str(self.dir), log=lambda *_: None)
+    self.assertEqual(result["bytes"], 4 * 1024 * 1024 + 17)
+
+
+if __name__ == "__main__":
+  unittest.main()
diff --git a/tests/test_trainer_ready.py b/tests/test_trainer_ready.py
index cad321fc..0991e84f 100644
--- a/tests/test_trainer_ready.py
+++ b/tests/test_trainer_ready.py
@@ -3,6 +3,7 @@
 while the loop runs, deleted on exit. The model view turns it into `ready`."""
 
 import asyncio
+import json
 import os
 import unittest
 from unittest.mock import patch
@@ -35,8 +36,13 @@ def test_announces_only_once_a_model_is_loaded_and_withdraws_on_exit(self):
     asyncio.run(self.proc.announce_readiness())
     self.assertIsNone(self.key(), "no model yet: the view must keep saying starting")
     self.worker.loaded = True
+    self.worker.load_phases = {"load_start": 100.0, "load_done": 160.0, "prefetch": {"bytes": 7, "seconds": 1.5}}
     asyncio.run(self.proc.announce_readiness())
-    self.assertEqual(self.key(), "1")
+    record = json.loads(self.key())
+    self.assertGreater(record["ready_at"], 0)
+    self.assertIn("process_start", record["phases"])
+    self.assertEqual(record["phases"]["load_done"], 160.0)
+    self.assertEqual(record["phases"]["prefetch"]["bytes"], 7)
     asyncio.run(self.proc.withdraw_readiness())
     self.assertIsNone(self.key())
 

From 18409bd3d71bd660cb56cef6d4bee32fddd77ed2 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Wed, 14 Oct 2026 22:23:50 -0700
Subject: [PATCH 02/19] runs: cold start on open-rl-dra, measured, before and
 after the trainer prefetch

Measurement tooling: scripts/cold_start_client.py stamps the demo's client
phases; cold_start_timeline.py records Workloads, pods, events, worker logs,
the Redis ready keys and the API server log and joins them into a timeline;
cold_start_case.sh runs one case; cold_start_fio.sh, cold_start_monitoring.py
and cold_start_resident.py check the storage from the node, Cloud Monitoring
and the page cache. runs/2026-10-15_cold_start holds the records and REPORT.md.

Headline: the 8B trainer load took 903 s on a cold Filestore because
from_pretrained reads 260 KiB at a time with two in flight; vLLM read the same
files in 102 s. Latency-bound, not bandwidth-bound. With the prefetch the
trainer loads in 12-13.5 s on a warm server cache (39.9 s before) and reads
cold disk at 115 MiB/s (10.8-17 before).
---
 .../A-0.5b-l4-cold.run.log                    |   34 +
 .../A-0.5b-l4-cold/api-server.log             |   71 +
 .../A-0.5b-l4-cold/client.jsonl               |   11 +
 .../A-0.5b-l4-cold/client.log                 |   12 +
 .../A-0.5b-l4-cold/collect-started.txt        |    1 +
 .../A-0.5b-l4-cold/events.json                |  661 ++
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 +
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   46 +
 .../A-0.5b-l4-cold/monitoring.json            |  329 +
 .../A-0.5b-l4-cold/monitoring.md              |   12 +
 .../A-0.5b-l4-cold/node-images-after.json     |   48 +
 .../A-0.5b-l4-cold/node-images-before.json    |   50 +
 .../A-0.5b-l4-cold/node-labels-during.txt     |    8 +
 .../A-0.5b-l4-cold/pods.json                  | 6782 ++++++++++++++++
 .../A-0.5b-l4-cold/redis-ready.log            |  299 +
 .../A-0.5b-l4-cold/scheduler.log              |    2 +
 .../A-0.5b-l4-cold/timeline.json              |  275 +
 .../A-0.5b-l4-cold/timeline.md                |  111 +
 .../A-0.5b-l4-cold/watch-started.txt          |    1 +
 .../A-0.5b-l4-cold/worker-image.txt           |    1 +
 .../A-0.5b-l4-cold/workloads.json             |  355 +
 .../B-0.5b-l4-cached/api-server.log           |   31 +
 .../B-0.5b-l4-cached/client.jsonl             |   11 +
 .../B-0.5b-l4-cached/client.log               |   16 +
 .../B-0.5b-l4-cached/collect-started.txt      |    1 +
 .../B-0.5b-l4-cached/events.json              |  269 +
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 +
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   47 +
 .../B-0.5b-l4-cached/monitoring.json          |  212 +
 .../B-0.5b-l4-cached/monitoring.md            |    7 +
 .../B-0.5b-l4-cached/node-images-after.json   |   50 +
 .../B-0.5b-l4-cached/node-images-before.json  |   50 +
 .../B-0.5b-l4-cached/pods.json                | 6782 ++++++++++++++++
 .../B-0.5b-l4-cached/redis-ready.log          |  136 +
 .../B-0.5b-l4-cached/scheduler.log            |    2 +
 .../B-0.5b-l4-cached/timeline.json            |  267 +
 .../B-0.5b-l4-cached/timeline.md              |  109 +
 .../B-0.5b-l4-cached/watch-started.txt        |    1 +
 .../B-0.5b-l4-cached/worker-image.txt         |    1 +
 .../B-0.5b-l4-cached/workloads.json           |  355 +
 .../C-8b-h100-cold.run.log                    |   34 +
 .../C-8b-h100-cold/api-server.log             |  176 +
 .../C-8b-h100-cold/client.jsonl               |   11 +
 .../C-8b-h100-cold/client.log                 |   12 +
 .../C-8b-h100-cold/collect-started.txt        |    1 +
 .../C-8b-h100-cold/events.json                | 1053 +++
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  223 +
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |  220 +
 .../C-8b-h100-cold/monitoring.json            |  725 ++
 .../C-8b-h100-cold/monitoring.md              |   26 +
 .../C-8b-h100-cold/node-images-after.json     |   50 +
 .../C-8b-h100-cold/node-images-before.json    |   48 +
 .../C-8b-h100-cold/node-labels-during.txt     |    8 +
 .../C-8b-h100-cold/pods.json                  | 6782 ++++++++++++++++
 .../C-8b-h100-cold/redis-ready.log            | 1734 +++++
 .../sampler-mountstats-sample1.txt            |    2 +
 .../sampler-mountstats-sample2.txt            |    2 +
 .../C-8b-h100-cold/scheduler.log              |    2 +
 .../C-8b-h100-cold/timeline.json              |  275 +
 .../C-8b-h100-cold/timeline.md                |  111 +
 .../trainer-mountstats-sample1.txt            |   14 +
 .../trainer-mountstats-sample2.txt            |    2 +
 .../C-8b-h100-cold/watch-started.txt          |    1 +
 .../C-8b-h100-cold/worker-image.txt           |    1 +
 .../C-8b-h100-cold/workloads.json             |  355 +
 .../D-8b-h100-cached-interrupted/NOTE.txt     |    1 +
 .../api-server.log                            |   38 +
 .../D-8b-h100-cached-interrupted/client.jsonl |    4 +
 .../D-8b-h100-cached-interrupted/client.log   |    6 +
 .../collect-started.txt                       |    1 +
 .../D-8b-h100-cached-interrupted/events.json  |  401 +
 .../node-images-after.json                    |   50 +
 .../node-images-before.json                   |   50 +
 .../node-labels-during.txt                    |    8 +
 .../D-8b-h100-cached-interrupted/pods.json    | 5980 +++++++++++++++
 .../redis-ready.log                           | 1001 +++
 .../D-8b-h100-cached-interrupted/run.log      |   36 +
 .../scheduler.log                             |    2 +
 .../timeline.json                             |   26 +
 .../D-8b-h100-cached-interrupted/timeline.md  |   54 +
 .../watch-started.txt                         |    1 +
 .../worker-image.txt                          |    1 +
 .../workloads.json                            |    8 +
 .../D-8b-h100-cached.run.log                  |   35 +
 .../D-8b-h100-cached/api-server.log           |   36 +
 .../D-8b-h100-cached/client.jsonl             |   11 +
 .../D-8b-h100-cached/client.log               |   12 +
 .../D-8b-h100-cached/collect-started.txt      |    1 +
 .../D-8b-h100-cached/events.json              |  661 ++
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  223 +
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |  166 +
 .../D-8b-h100-cached/monitoring.json          |  194 +
 .../D-8b-h100-cached/monitoring.md            |    7 +
 .../D-8b-h100-cached/node-images-after.json   |   50 +
 .../D-8b-h100-cached/node-images-before.json  |   50 +
 .../D-8b-h100-cached/node-labels-during.txt   |    8 +
 .../D-8b-h100-cached/pods.json                | 6782 ++++++++++++++++
 .../D-8b-h100-cached/redis-ready.log          |  147 +
 .../D-8b-h100-cached/scheduler.log            |    2 +
 .../D-8b-h100-cached/timeline.json            |  267 +
 .../D-8b-h100-cached/timeline.md              |  109 +
 .../D-8b-h100-cached/watch-started.txt        |    1 +
 .../D-8b-h100-cached/worker-image.txt         |    1 +
 .../D-8b-h100-cached/workloads.json           |  355 +
 runs/2026-10-15_cold_start/REPORT.md          |  239 +
 .../after-A1-0.5b-l4-cold.run.log             |   35 +
 .../after-A1-0.5b-l4-cold/api-server.log      |   75 +
 .../after-A1-0.5b-l4-cold/client.jsonl        |   11 +
 .../after-A1-0.5b-l4-cold/client.log          |   12 +
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diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log
new file mode 100644
index 00000000..f232d67d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log
@@ -0,0 +1,34 @@
+watching; recorders [95336, 95337, 95339, 95341, 95343, 95338, 95340, 95342] write into runs/2026-10-15_cold_start/A-0.5b-l4-cold
+collected 2 worker log(s) into runs/2026-10-15_cold_start/A-0.5b-l4-cold
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.1 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | -300.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 473.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.4 |
+| weights load | trainer.load_start | trainer.load_done | 4.3 |
+| ready key | trainer.load_done | trainer.ready_key | -0.7 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 186.7 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.4 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.6 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | -470.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 642.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 11.9 |
+| imports and engine setup until weights read | sampler.process_first_log | sampler.weights_loaded | 32.7 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.6 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 277.0 |
+
+DONE=0
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log
new file mode 100644
index 00000000..d10c262a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log
@@ -0,0 +1,71 @@
+2026-10-15T03:04:13.970+00:00	2026-10-15T03:04:13.965424776Z INFO:     10.32.3.1:49232 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:04:16.136+00:00	2026-10-15T03:04:16.130670078Z INFO:     127.0.0.1:55612 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T03:04:16.365+00:00	2026-10-15T03:04:16.360351230Z INFO:     127.0.0.1:55616 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:04:16.427+00:00	2026-10-15T03:04:16.423488415Z INFO:     127.0.0.1:55616 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T03:04:16.648+00:00	2026-10-15T03:04:16.643839900Z [API_SERVER] enqueued op=create_model request_id=ccc385bd-2c80-4be6-9ab7-0625542435ba model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T03:04:16.650+00:00	2026-10-15T03:04:16.644342790Z INFO:     127.0.0.1:55632 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T03:04:23.971+00:00	2026-10-15T03:04:23.964124117Z INFO:     10.32.3.1:36036 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:04:26.615+00:00	2026-10-15T03:04:26.609759344Z INFO:     127.0.0.1:48514 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:04:34.028+00:00	2026-10-15T03:04:33.964594425Z INFO:     10.32.3.1:33560 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:04:43.971+00:00	2026-10-15T03:04:43.964844670Z INFO:     10.32.3.1:40012 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:04:53.971+00:00	2026-10-15T03:04:53.964767187Z INFO:     10.32.3.1:40016 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:03.980+00:00	2026-10-15T03:05:03.965100240Z INFO:     10.32.3.1:34000 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:06.801+00:00	2026-10-15T03:05:06.795756734Z INFO:     127.0.0.1:42920 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:05:13.972+00:00	2026-10-15T03:05:13.964966273Z INFO:     10.32.3.1:55820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:23.970+00:00	2026-10-15T03:05:23.965043231Z INFO:     10.32.3.1:48518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:33.972+00:00	2026-10-15T03:05:33.965111192Z INFO:     10.32.3.1:56412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:43.970+00:00	2026-10-15T03:05:43.964441881Z INFO:     10.32.3.1:40700 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:53.970+00:00	2026-10-15T03:05:53.964733835Z INFO:     10.32.3.1:59024 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:05:56.984+00:00	2026-10-15T03:05:56.978355679Z INFO:     127.0.0.1:38040 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:06:04.141+00:00	2026-10-15T03:06:03.965149122Z INFO:     10.32.3.1:54646 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:06:13.983+00:00	2026-10-15T03:06:13.964712249Z INFO:     10.32.3.1:48236 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:06:23.971+00:00	2026-10-15T03:06:23.964370498Z INFO:     10.32.3.1:44162 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:06:33.971+00:00	2026-10-15T03:06:33.965253254Z INFO:     10.32.3.1:49780 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:06:37.171+00:00	2026-10-15T03:06:37.165060181Z INFO:     127.0.0.1:34956 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:06:43.970+00:00	2026-10-15T03:06:43.964900145Z INFO:     10.32.3.1:44846 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:06:53.971+00:00	2026-10-15T03:06:53.964366759Z INFO:     10.32.3.1:58212 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:03.971+00:00	2026-10-15T03:07:03.964671419Z INFO:     10.32.3.1:59690 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:13.971+00:00	2026-10-15T03:07:13.964489989Z INFO:     10.32.3.1:46040 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:22.817+00:00	2026-10-15T03:07:22.810967004Z INFO:     127.0.0.1:59842 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T03:07:24.013+00:00	2026-10-15T03:07:23.965218186Z INFO:     10.32.3.1:47190 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:25.486+00:00	2026-10-15T03:07:25.480772722Z [API_SERVER] enqueued op=forward_backward request_id=c9b1b9ba-be87-47ed-8531-402cb2fabb4c model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T03:07:25.487+00:00	2026-10-15T03:07:25.481519493Z INFO:     127.0.0.1:59842 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T03:07:28.911+00:00	2026-10-15T03:07:28.906017913Z [API_SERVER] enqueued op=optim_step request_id=4eed00a3-56a3-46ac-9191-13fd5f7bcf0d model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T03:07:28.911+00:00	2026-10-15T03:07:28.906487435Z INFO:     127.0.0.1:59842 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T03:07:29.701+00:00	2026-10-15T03:07:29.697228415Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=0e4cfa12-b1fd-41e9-8346-b31a02c5d55f model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T03:07:29.703+00:00	2026-10-15T03:07:29.697821936Z INFO:     127.0.0.1:59842 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T03:07:30.370+00:00	2026-10-15T03:07:30.365760850Z INFO:     127.0.0.1:59860 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T03:07:33.971+00:00	2026-10-15T03:07:33.966052502Z INFO:     10.32.3.1:47144 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:43.972+00:00	2026-10-15T03:07:43.965551746Z INFO:     10.32.3.1:39724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:07:53.974+00:00	2026-10-15T03:07:53.966118583Z INFO:     10.32.3.1:52036 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:04.003+00:00	2026-10-15T03:08:03.965792751Z INFO:     10.32.3.1:53772 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:13.972+00:00	2026-10-15T03:08:13.965952960Z INFO:     10.32.3.1:55912 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:17.378+00:00	2026-10-15T03:08:17.363707043Z INFO:     127.0.0.1:40350 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:08:23.972+00:00	2026-10-15T03:08:23.965275434Z INFO:     10.32.3.1:37596 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:34.056+00:00	2026-10-15T03:08:33.964948070Z INFO:     10.32.3.1:55858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:43.973+00:00	2026-10-15T03:08:43.966182718Z INFO:     10.32.3.1:33098 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:08:53.973+00:00	2026-10-15T03:08:53.965614609Z INFO:     10.32.3.1:38942 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:03.972+00:00	2026-10-15T03:09:03.964678901Z INFO:     10.32.3.1:45794 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:07.564+00:00	2026-10-15T03:09:07.556603346Z INFO:     127.0.0.1:47276 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:09:13.976+00:00	2026-10-15T03:09:13.967273256Z INFO:     10.32.3.1:54252 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:16.493+00:00	2026-10-15T03:09:16.484867631Z INFO:     127.0.0.1:57588 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:09:23.972+00:00	2026-10-15T03:09:23.964796053Z INFO:     10.32.3.1:60326 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:33.973+00:00	2026-10-15T03:09:33.965636084Z INFO:     10.32.3.1:58520 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:43.973+00:00	2026-10-15T03:09:43.965716052Z INFO:     10.32.3.1:46004 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:53.976+00:00	2026-10-15T03:09:53.966124758Z INFO:     10.32.3.1:58072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:09:57.751+00:00	2026-10-15T03:09:57.744852851Z INFO:     127.0.0.1:60840 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:10:03.975+00:00	2026-10-15T03:10:03.966670840Z INFO:     10.32.3.1:58060 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:10:13.975+00:00	2026-10-15T03:10:13.966758337Z INFO:     10.32.3.1:57718 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:10:23.974+00:00	2026-10-15T03:10:23.964882780Z INFO:     10.32.3.1:33186 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:10:33.975+00:00	2026-10-15T03:10:33.966514608Z INFO:     10.32.3.1:45636 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:10:37.927+00:00	2026-10-15T03:10:37.918752812Z INFO:     127.0.0.1:33472 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:10:43.984+00:00	2026-10-15T03:10:43.965936582Z INFO:     10.32.3.1:50548 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:10:53.974+00:00	2026-10-15T03:10:53.965049215Z INFO:     10.32.3.1:56646 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:03.975+00:00	2026-10-15T03:11:03.965725149Z INFO:     10.32.3.1:46908 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:13.971+00:00	2026-10-15T03:11:13.964776008Z INFO:     10.32.3.1:59014 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:23.973+00:00	2026-10-15T03:11:23.964881664Z INFO:     10.32.3.1:37578 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:33.972+00:00	2026-10-15T03:11:33.964840171Z INFO:     10.32.3.1:57742 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:38.106+00:00	2026-10-15T03:11:38.100543048Z INFO:     127.0.0.1:49588 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:11:43.973+00:00	2026-10-15T03:11:43.965228717Z INFO:     10.32.3.1:60810 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:11:53.972+00:00	2026-10-15T03:11:53.964561540Z INFO:     10.32.3.1:56102 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:12:03.973+00:00	2026-10-15T03:12:03.965618560Z INFO:     10.32.3.1:33308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl
new file mode 100644
index 00000000..2ab7d41f
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T03:04:15.891+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T03:04:15.892+00:00", "t": 0.0, "phase": "create_model.start"}
+{"ts": "2026-10-15T03:07:22.617+00:00", "t": 186.725, "phase": "create_model.done", "model_id": "ccc385bd-2c80-4be6-9ab7-0625542435ba"}
+{"ts": "2026-10-15T03:07:25.417+00:00", "t": 189.525, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T03:07:28.837+00:00", "t": 192.945, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T03:07:29.600+00:00", "t": 193.709, "phase": "optim_step.done"}
+{"ts": "2026-10-15T03:07:29.600+00:00", "t": 193.709, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T03:07:30.173+00:00", "t": 194.282, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T03:07:30.174+00:00", "t": 194.282, "phase": "sample.start"}
+{"ts": "2026-10-15T03:12:07.151+00:00", "t": 471.26, "phase": "sample.done", "text": " 4"}
+{"ts": "2026-10-15T03:12:07.154+00:00", "t": 471.262, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log
new file mode 100644
index 00000000..0f6171ae
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.000s create_model.start 
+[cold-start]  186.725s create_model.done {'model_id': 'ccc385bd-2c80-4be6-9ab7-0625542435ba'}
+[cold-start]  189.525s forward_backward.start 
+[cold-start]  192.945s forward_backward.done 
+[cold-start]  193.709s optim_step.done 
+[cold-start]  193.709s save_weights_and_get_sampling_client.start 
+[cold-start]  194.282s save_weights_and_get_sampling_client.done 
+[cold-start]  194.282s sample.start 
+[cold-start]  471.260s sample.done {'text': ' 4'}
+[cold-start]  471.262s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt
new file mode 100644
index 00000000..45604b3b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:12:07.681+00:00
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json
new file mode 100644
index 00000000..74c9ca47
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json
@@ -0,0 +1,661 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T02:59:36Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033176697983001",
+                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T02:59:36Z",
+            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:36Z",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94ae008553cd",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033176815007016",
+                "uid": "363bd5d3-147c-4b0d-8500-d3a3b6232789"
+            },
+            "reason": "Scheduled",
+            "reportingComponent": "default-scheduler",
+            "reportingInstance": "",
+            "source": {
+                "component": "default-scheduler"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T02:59:40Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033176788543001",
+                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T02:59:40Z",
+            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:40Z",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94aed139d233",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033180304687014",
+                "uid": "2463b9b8-32de-4c33-af86-ca945ab359e3"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T02:59:40Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033176788543001",
+                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T02:59:40Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:40Z",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94aed2f06544",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033180345279015",
+                "uid": "4766979d-5fb4-4934-96f7-b8e5c1833efa"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T02:59:40Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033176788543001",
+                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T02:59:40Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:40Z",
+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94aedddd6086",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033180517807014",
+                "uid": "e1c7e13f-7b29-4ed9-afdb-cc1a062a32d2"
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diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
new file mode 100644
index 00000000..9affdaaf
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
@@ -0,0 +1,120 @@
+2026-10-15T03:10:33.926555905Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:10:46.387987219Z INFO 10-15 03:10:46 [model.py:692] Resolved architecture: Qwen2ForCausalLM
+2026-10-15T03:10:46.388270451Z INFO 10-15 03:10:46 [model.py:2030] Using max model len 8192
+2026-10-15T03:10:46.390489193Z INFO 10-15 03:10:46 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
+2026-10-15T03:10:46.761209045Z INFO 10-15 03:10:46 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T03:10:50.185230245Z WARNING 10-15 03:10:50 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T03:11:01.668050858Z (EngineCore pid=161) INFO 10-15 03:11:01 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T03:11:02.480729209Z (EngineCore pid=161) INFO 10-15 03:11:02 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_af67dc74611246bb99d63df9f6327803 backend=nccl
+2026-10-15T03:11:02.487863050Z (EngineCore pid=161) INFO 10-15 03:11:02 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T03:11:02.487892790Z (EngineCore pid=161) INFO 10-15 03:11:02 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T03:11:03.371362030Z (EngineCore pid=161) INFO 10-15 03:11:03 [model_runner.py:396] Loading model from scratch...
+2026-10-15T03:11:04.235459935Z (EngineCore pid=161) INFO 10-15 03:11:04 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T03:11:04.235903689Z (EngineCore pid=161) INFO 10-15 03:11:04 [flash_attn.py:1116] Using FlashAttention version 2
+2026-10-15T03:11:04.354712405Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T03:11:04.355179834Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T03:11:04.731296224Z (EngineCore pid=161) INFO 10-15 03:11:04 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.62 GiB.
+2026-10-15T03:11:04.731338778Z (EngineCore pid=161) INFO 10-15 03:11:04 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T03:11:04.732630306Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
+2026-10-15T03:11:06.632855706Z (EngineCore pid=161) INFO 10-15 03:11:06 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
+2026-10-15T03:11:06.633564345Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.90s/it]
+2026-10-15T03:11:06.634186300Z (EngineCore pid=161) INFO 10-15 03:11:06 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.90s
+2026-10-15T03:11:06.634245496Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.90s/it]
+2026-10-15T03:11:06.634250715Z (EngineCore pid=161) 
+2026-10-15T03:11:06.644316620Z (EngineCore pid=161) INFO 10-15 03:11:06 [default_loader.py:430] Loading weights took 1.92 seconds
+2026-10-15T03:11:06.687947075Z (EngineCore pid=161) INFO 10-15 03:11:06 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T03:11:07.445238579Z (EngineCore pid=161) INFO 10-15 03:11:07 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.387871 seconds
+2026-10-15T03:11:07.453041743Z (EngineCore pid=161) INFO 10-15 03:11:07 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T03:11:07.453949638Z (EngineCore pid=161) INFO 10-15 03:11:07 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T03:11:20.457737008Z (EngineCore pid=161) INFO 10-15 03:11:20 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T03:11:20.458276939Z (EngineCore pid=161) INFO 10-15 03:11:20 [backends.py:1155] Dynamo bytecode transform time: 10.79 s
+2026-10-15T03:11:28.448928092Z (EngineCore pid=161) [rank0]:W1015 03:11:28.448000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
+2026-10-15T03:11:32.181321763Z (EngineCore pid=161) INFO 10-15 03:11:32 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.47 s
+2026-10-15T03:11:38.094701303Z (EngineCore pid=161) INFO 10-15 03:11:38 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5002628 bytes total
+2026-10-15T03:11:38.154090242Z (EngineCore pid=161) INFO 10-15 03:11:38 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
+2026-10-15T03:11:38.154127426Z (EngineCore pid=161) INFO 10-15 03:11:38 [monitor.py:53] torch.compile took 28.48 s in total
+2026-10-15T03:11:38.155881939Z (EngineCore pid=161) WARNING 10-15 03:11:38 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T03:11:40.575221635Z (EngineCore pid=161) INFO 10-15 03:11:40 [monitor.py:81] Initial profiling/warmup run took 2.42 s
+2026-10-15T03:11:52.849426378Z (EngineCore pid=161) 
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+2026-10-15T03:11:53.000065625Z (EngineCore pid=161) 
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+2026-10-15T03:11:53.539804012Z (EngineCore pid=161) INFO 10-15 03:11:53 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
+2026-10-15T03:11:54.078717925Z (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
+2026-10-15T03:11:54.078852103Z (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T03:11:54.080170536Z (EngineCore pid=161) INFO 10-15 03:11:54 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
+2026-10-15T03:11:54.113667545Z (EngineCore pid=161) INFO 10-15 03:11:54 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T03:11:54.113694499Z (EngineCore pid=161) INFO 10-15 03:11:54 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.98it/s]
+2026-10-15T03:12:03.029268558Z (EngineCore pid=161) 
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+2026-10-15T03:12:03.566364496Z (EngineCore pid=161) INFO 10-15 03:12:03 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
+2026-10-15T03:12:03.566436264Z (EngineCore pid=161) INFO 10-15 03:12:03 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
+2026-10-15T03:12:03.566526098Z (EngineCore pid=161) INFO 10-15 03:12:03 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
+2026-10-15T03:12:04.219065537Z (EngineCore pid=161) INFO 10-15 03:12:04 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T03:12:04.780938538Z (EngineCore pid=161) INFO 10-15 03:12:04 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T03:12:04.781237051Z (EngineCore pid=161) INFO 10-15 03:12:04 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.33 s (compilation: 28.48 s)
+2026-10-15T03:12:06.039636494Z (EngineCore pid=161) WARNING 10-15 03:12:06 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:12:06.041681907Z WARNING 10-15 03:12:06 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:12:06.088068524Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:12:06.466756101Z (EngineCore pid=161) INFO 10-15 03:12:06 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T03:12:06.510445496Z WARNING 10-15 03:12:06 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T03:12:06.510485560Z WARNING 10-15 03:12:06 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
new file mode 100644
index 00000000..49018280
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
@@ -0,0 +1,46 @@
+2026-10-15T03:07:17.253128437Z 
+2026-10-15T03:07:17.253182612Z ==================================================
+2026-10-15T03:07:17.253188083Z       Open-RL PyTorch Training Worker
+2026-10-15T03:07:17.253190172Z ==================================================
+2026-10-15T03:07:17.253192000Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T03:07:17.275476076Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T03:07:17.307183476Z 
+2026-10-15T03:07:17.410020160Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
+2026-10-15T03:07:17.543492303Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:07:21.568855096Z 
+Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
+Loading weights:   0%|          | 1/290 [00:00<03:03,  1.58it/s]
+Loading weights:   6%|▌         | 16/290 [00:00<00:09, 28.00it/s]
+Loading weights:  10%|█         | 29/290 [00:00<00:05, 48.56it/s]
+Loading weights:  18%|█▊        | 51/290 [00:00<00:02, 84.38it/s]
+Loading weights:  22%|██▏       | 65/290 [00:01<00:02, 90.46it/s]
+Loading weights:  30%|███       | 87/290 [00:01<00:01, 111.50it/s]
+Loading weights:  35%|███▌      | 102/290 [00:01<00:01, 120.64it/s]
+Loading weights:  42%|████▏     | 123/290 [00:01<00:01, 139.41it/s]
+Loading weights:  48%|████▊     | 139/290 [00:01<00:01, 135.52it/s]
+Loading weights:  55%|█████▍    | 159/290 [00:01<00:00, 146.95it/s]
+Loading weights:  60%|██████    | 175/290 [00:01<00:00, 142.02it/s]
+Loading weights:  67%|██████▋   | 194/290 [00:01<00:00, 148.77it/s]
+Loading weights:  72%|███████▏  | 210/290 [00:02<00:00, 141.02it/s]
+Loading weights:  79%|███████▉  | 230/290 [00:02<00:00, 133.88it/s]
+Loading weights:  88%|████████▊ | 255/290 [00:02<00:00, 139.79it/s]
+Loading weights:  96%|█████████▌| 279/290 [00:02<00:00, 151.81it/s]
+Loading weights: 100%|██████████| 290/290 [00:02<00:00, 113.77it/s]
+2026-10-15T03:07:21.686686387Z Successfully loaded.
+2026-10-15T03:07:21.689422581Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
+2026-10-15T03:07:21.695683756Z 
+2026-10-15T03:07:21.695723874Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: create_model:ccc385bd-2c80-4be6-9ab7-0625542435ba
+2026-10-15T03:07:21.696118002Z Base model Qwen/Qwen2.5-0.5B already loaded.
+2026-10-15T03:07:21.696156663Z Creating LoRA adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba'...
+2026-10-15T03:07:22.069634308Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T03:07:22.195916996Z LoRA adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' created and set to active.
+2026-10-15T03:07:22.548059905Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
+2026-10-15T03:07:25.481567907Z 
+2026-10-15T03:07:25.781428855Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: forward_backward:c9b1b9ba-be87-47ed-8531-402cb2fabb4c
+2026-10-15T03:07:28.906839563Z 
+2026-10-15T03:07:28.906885004Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: optim_step:4eed00a3-56a3-46ac-9191-13fd5f7bcf0d
+2026-10-15T03:07:28.915363098Z Initializing AdamW optimizer for 'ccc385bd-2c80-4be6-9ab7-0625542435ba' with lr=0.0001
+2026-10-15T03:07:29.536273071Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
+2026-10-15T03:07:29.698441334Z 
+2026-10-15T03:07:29.698493854Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: save_weights_for_sampler:0e4cfa12-b1fd-41e9-8346-b31a02c5d55f
+2026-10-15T03:07:30.138404741Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json
new file mode 100644
index 00000000..13c635d2
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json
@@ -0,0 +1,329 @@
+{
+ "read_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_bytes_count"
+    },
+    "resource": {
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+     "labels": {
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "location": "us-central1-b",
+      "project_id": "cdrollouts-sunilarora"
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+       "startTime": "2026-10-15T03:12:00Z",
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+     {
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+       "startTime": "2026-10-15T03:11:00Z",
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+     {
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+     "type": "file.googleapis.com/nfs/server/read_ops_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
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+      }
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+     {
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+      "value": {
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+      }
+     }
+    ]
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+  ],
+  "unit": "{operation}/s"
+ },
+ "write_bytes_count": {
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+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/write_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:12:00Z",
+       "endTime": "2026-10-15T03:12:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:11:00Z",
+       "endTime": "2026-10-15T03:11:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:10:00Z",
+       "endTime": "2026-10-15T03:10:00Z"
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+      "value": {
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+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:09:00Z",
+       "endTime": "2026-10-15T03:09:00Z"
+      },
+      "value": {
+       "doubleValue": 184.55
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:08:00Z",
+       "endTime": "2026-10-15T03:08:00Z"
+      },
+      "value": {
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+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:07:00Z",
+       "endTime": "2026-10-15T03:07:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:06:00Z",
+       "endTime": "2026-10-15T03:06:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:05:00Z",
+       "endTime": "2026-10-15T03:05:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:04:00Z",
+       "endTime": "2026-10-15T03:04:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.md b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.md
new file mode 100644
index 00000000..aafb4c78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.md
@@ -0,0 +1,12 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T03:04:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:05:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:06:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:07:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:08:00Z | 0.0 | 0 | 1.7 |
+| 2026-10-15T03:09:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:10:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:11:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:12:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:13:00Z | 0.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json
new file mode 100644
index 00000000..688025d6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json
@@ -0,0 +1,48 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json
new file mode 100644
index 00000000..033b7b6e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt
new file mode 100644
index 00000000..87a73af9
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   24h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   24h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json
new file mode 100644
index 00000000..71e4ba3c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
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+          "name": "open-rl-config"
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+        }
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+        "name": "REDIS_URL",
+        "value": "redis://redis-service:6379?max_connections=500"
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+          "name": "open-rl-config"
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+        }
+       },
+       {
+        "name": "OPEN_RL_TMP_DIR",
+        "value": "/mnt/shared/open-rl"
+       },
+       {
+        "name": "SAMPLING_BACKEND",
+        "value": "vllm"
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+       {
+        "name": "OPEN_RL_WORKER_MANAGER",
+        "value": "scheduler"
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+        }
+       },
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+        "name": "OPEN_RL_WORKER_IMAGE",
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+          "name": "open-rl-images"
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+        }
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+        "name": "shared-storage"
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+        "name": "kube-api-access-79xdl",
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+      ]
+     }
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
+    "preemptionPolicy": "PreemptLowerPriority",
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+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "open-rl-sa",
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+      ]
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+    ],
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+  },
+  {
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+    "generateName": "open-rl-scheduler-7cf9d4bc47-",
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+    "name": "open-rl-scheduler-7cf9d4bc47-jtsrl",
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+      "kind": "ReplicaSet",
+      "name": "open-rl-scheduler-7cf9d4bc47",
+      "uid": "d943141e-ff09-4f94-9b1b-870d28c23dd0"
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+    "resourceVersion": "1791941144533087007",
+    "uid": "56193bb8-a36c-4ad7-81b5-ff1d7c2ef0ba"
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+       "--health-probe-bind-address=:8081",
+       "--metrics-bind-address=:8080"
+      ],
+      "env": [
+       {
+        "name": "OPEN_RL_PLACEMENT_TIMEOUT",
+        "value": "0"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
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+          "apiVersion": "v1",
+          "fieldPath": "metadata.namespace"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_RECONCILE_INTERVAL",
+        "value": "10s"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_CLASS",
+        "value": "gpu.nvidia.com"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_DRIVER",
+        "value": "gpu.nvidia.com"
+       }
+      ],
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+      "name": "manager",
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+        "name": "metrics",
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+        "scheme": "HTTP"
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+       "requests": {
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+        "memory": "128Mi"
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+      },
+      "securityContext": {
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+       "capabilities": {
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+         "ALL"
+        ]
+       },
+       "readOnlyRootFilesystem": true
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+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log
new file mode 100644
index 00000000..a3b2f618
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log
@@ -0,0 +1,299 @@
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+2026-10-15T03:11:55.378+00:00	2026-10-15T03:11:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:11:56.385+00:00	2026-10-15T03:11:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:11:57.389+00:00	2026-10-15T03:11:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:11:58.393+00:00	2026-10-15T03:11:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:11:59.398+00:00	2026-10-15T03:11:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:00.403+00:00	2026-10-15T03:12:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:01.491+00:00	2026-10-15T03:12:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:02.414+00:00	2026-10-15T03:12:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:03.417+00:00	2026-10-15T03:12:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:04.423+00:00	2026-10-15T03:12:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:05.427+00:00	2026-10-15T03:12:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:06.434+00:00	2026-10-15T03:12:06Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:06.434+00:00	2026-10-15T03:12:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:07.438+00:00	2026-10-15T03:12:07Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:07.438+00:00	2026-10-15T03:12:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:08.445+00:00	2026-10-15T03:12:08Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:08.445+00:00	2026-10-15T03:12:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:09.456+00:00	2026-10-15T03:12:09Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:09.456+00:00	2026-10-15T03:12:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:10.454+00:00	2026-10-15T03:12:10Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:10.454+00:00	2026-10-15T03:12:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:11.462+00:00	2026-10-15T03:12:11Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:11.462+00:00	2026-10-15T03:12:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:12.466+00:00	2026-10-15T03:12:12Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:12.466+00:00	2026-10-15T03:12:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:13.470+00:00	2026-10-15T03:12:13Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:12:13.470+00:00	2026-10-15T03:12:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log
new file mode 100644
index 00000000..8a5d22c7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T03:04:16.865+00:00	2026-10-15T03:04:16.851951680Z {"level":"info","ts":"2026-10-15T03:04:16Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"4c2fe683-2517-4a3a-b018-18a9782b7839","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
+2026-10-15T03:07:29.839+00:00	2026-10-15T03:07:29.833404182Z {"level":"info","ts":"2026-10-15T03:07:29Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"ed0ac0cd-45a6-4012-adaa-1fd004dac781","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json
new file mode 100644
index 00000000..a61a4e27
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json
@@ -0,0 +1,275 @@
+{
+ "case": "A-0.5b-l4-cold",
+ "collected": "2026-10-15T03:38:49.515+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 03:04:15.891000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen2.5-0.5B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 03:04:15.892000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 03:07:22.617000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "ccc385bd-2c80-4be6-9ab7-0625542435ba"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 03:07:25.417000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 03:07:28.837000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 03:07:29.600000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 03:07:29.600000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 03:07:30.173000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 03:07:30.174000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 03:12:07.151000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4"
+  },
+  "client.end": {
+   "ts": "2026-10-15 03:12:07.154000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 03:07:29+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 03:07:28.976000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 03:07:30.816000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 03:07:30.816000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 03:10:23+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 03:07:29+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 03:07:30+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 03:10:23+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 03:10:23+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 03:07:30+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 03:10:22+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 03:07:30+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
+    },
+    "sampler.event_Pulling": {
+     "ts": "2026-10-15 03:07:33+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 03:10:22+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 2m48.566s (2m48.566s i",
+     "kubelet_pull_s": 168.566,
+     "pulled_from_cache": false
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 03:10:22+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 03:10:22+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 03:10:33.926555+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 03:11:01.668050+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:01 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 03:11:03.371362+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:03 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 03:11:04.731338+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:04 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 03:11:06.644316+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:06 [default_loader.py:430] Loading weights took 1.92 seconds",
+     "self_reported_s": 1.92
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 03:11:07.445238+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:07 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.387871 seconds",
+     "self_reported_s": 4.387871
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 03:11:38.154127+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:38 [monitor.py:53] torch.compile took 28.48 s in total",
+     "self_reported_s": 28.48
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 03:11:53.539804+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:53 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
+     "self_reported_s": 11.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 03:11:54.078717+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 03:12:04.781237+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:12:04 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.33 s",
+     "self_reported_s": 57.33
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 03:12:06+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 03:04:16+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 03:04:16.578000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 03:04:16.578000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 03:04:18.224000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 03:07:11+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 03:04:16+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 03:04:17+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 03:07:11+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 03:07:11+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 03:04:17+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 03:07:10+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 03:04:17+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+    },
+    "trainer.event_Pulling": {
+     "ts": "2026-10-15 03:04:21+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 03:07:09+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 2m48.59s (2m48.59s inc",
+     "kubelet_pull_s": 168.59,
+     "pulled_from_cache": false
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 03:07:09+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 03:07:10+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 03:07:17.253128+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 03:07:17.410020+00:00",
+     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 03:07:21.686686+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 03:07:21.689422+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 03:07:21+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.md b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.md
new file mode 100644
index 00000000..7b2007f6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.md
@@ -0,0 +1,111 @@
+# Cold start timeline: A-0.5b-l4-cold
+
+t=0 is the client's `create_model` call at 2026-10-15T03:04:15.892+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen2-5-0-5b-0-trainer` on `gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 03:04:16.000 | 0.1 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 03:04:16.000 | 0.1 |  | pod creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 03:04:16.578 | 0.7 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 03:04:16.578 | 0.7 |  | workloads.tsv poller: status.podName set |
+| trainer.pod_Initialized | 03:04:17.000 | 1.1 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 03:04:17.000 | 1.1 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 03:04:17.000 | 1.1 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8 |
+| trainer.workload_reports_node | 03:04:18.224 | 2.3 |  | workloads.tsv poller: status.nodeName set |
+| trainer.event_Pulling | 03:04:21.000 | 5.1 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" |
+| trainer.event_Pulled | 03:07:09.000 | 173.1 | 168.59 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" in 2m48.59s (2m48.59s inc |
+| trainer.event_Created | 03:07:09.000 | 173.1 |  | event: Container created |
+| trainer.container_started | 03:07:10.000 | 174.1 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Started | 03:07:10.000 | 174.1 |  | event: Container started |
+| trainer.condition_Placed_True | 03:07:11.000 | 175.1 |  | Workload condition Placed |
+| trainer.pod_Ready | 03:07:11.000 | 175.1 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 03:07:11.000 | 175.1 |  | pod condition ContainersReady |
+| trainer.process_first_log | 03:07:17.253 | 181.4 |  | container log, first line |
+| trainer.load_start | 03:07:17.410 | 181.5 |  | container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0... |
+| trainer.ready_key | 03:07:21.000 | 185.1 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.load_done | 03:07:21.686 | 185.8 |  | container log: Successfully loaded. |
+| trainer.processor_started | 03:07:21.689 | 185.8 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1). |
+
+## sampler: `orw-lora-qwen-qwen2-5-0-5b-0-sampler` on `gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_first_seen_by_poller | 03:07:28.976 | 193.1 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_created | 03:07:29.000 | 193.1 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 03:07:29.000 | 193.1 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 03:07:30.000 | 194.1 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 03:07:30.000 | 194.1 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 03:07:30.000 | 194.1 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208 |
+| sampler.workload_reports_pod | 03:07:30.816 | 194.9 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 03:07:30.816 | 194.9 |  | workloads.tsv poller: status.nodeName set |
+| sampler.event_Pulling | 03:07:33.000 | 197.1 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" |
+| sampler.container_started | 03:10:22.000 | 366.1 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 03:10:22.000 | 366.1 | 168.566 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" in 2m48.566s (2m48.566s i |
+| sampler.event_Created | 03:10:22.000 | 366.1 |  | event: Container created |
+| sampler.event_Started | 03:10:22.000 | 366.1 |  | event: Container started |
+| sampler.condition_Placed_True | 03:10:23.000 | 367.1 |  | Workload condition Placed |
+| sampler.pod_Ready | 03:10:23.000 | 367.1 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 03:10:23.000 | 367.1 |  | pod condition ContainersReady |
+| sampler.process_first_log | 03:10:33.926 | 378.0 |  | container log, first line |
+| sampler.engine_init_start | 03:11:01.668 | 405.8 |  | container log: (EngineCore pid=161) INFO 10-15 03:11:01 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 03:11:03.371 | 407.5 |  | container log: (EngineCore pid=161) INFO 10-15 03:11:03 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 03:11:04.731 | 408.8 |  | container log: (EngineCore pid=161) INFO 10-15 03:11:04 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 03:11:06.644 | 410.8 | 1.92 | container log: (EngineCore pid=161) INFO 10-15 03:11:06 [default_loader.py:430] Loading weights took 1.92 seconds |
+| sampler.model_loaded | 03:11:07.445 | 411.6 | 4.387871 | container log: (EngineCore pid=161) INFO 10-15 03:11:07 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.387871 seconds |
+| sampler.compile_done | 03:11:38.154 | 442.3 | 28.48 | container log: (EngineCore pid=161) INFO 10-15 03:11:38 [monitor.py:53] torch.compile took 28.48 s in total |
+| sampler.graphs_captured | 03:11:53.539 | 457.6 | 11.0 | container log: (EngineCore pid=161) INFO 10-15 03:11:53 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB |
+| sampler.kv_cache_sized | 03:11:54.078 | 458.2 |  | container log: (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB |
+| sampler.engine_init_done | 03:12:04.781 | 468.9 | 57.33 | container log: (EngineCore pid=161) INFO 10-15 03:12:04 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.33 s |
+| sampler.ready_key | 03:12:06.000 | 470.1 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 03:04:15.891 | -0.0 |
+| client.create_model.start | 03:04:15.892 | 0.0 |
+| client.create_model.done | 03:07:22.617 | 186.7 |
+| client.forward_backward.start | 03:07:25.417 | 189.5 |
+| client.forward_backward.done | 03:07:28.837 | 192.9 |
+| client.optim_step.done | 03:07:29.600 | 193.7 |
+| client.save_weights_and_get_sampling_client.start | 03:07:29.600 | 193.7 |
+| client.save_weights_and_get_sampling_client.done | 03:07:30.173 | 194.3 |
+| client.sample.start | 03:07:30.174 | 194.3 |
+| client.sample.done | 03:12:07.151 | 471.3 |
+| client.end | 03:12:07.154 | 471.3 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.1 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 172.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 1.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.4 |
+| weights load | trainer.load_start | trainer.load_done | 4.3 |
+| ready key | trainer.load_done | trainer.ready_key | -0.7 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 186.7 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.4 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.6 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 172.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 11.9 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 27.7 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 3.3 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.6 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 277.0 |
+
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt
new file mode 100644
index 00000000..3d7afe64
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:04:11.775+00:00
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt
new file mode 100644
index 00000000..0d162c07
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json
new file mode 100644
index 00000000..28c8d645
--- /dev/null
+++ b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:07:29Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033823440495001",
+                "uid": "54443ec4-9700-416e-b5d7-846a4a007c00"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "4Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "3589169104"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "25Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "25Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "d96cccda-acfd-4fa4-95c5-72c958a83f6b",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T03:10:23Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "4Gi",
+                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:04:16Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033631210927015",
+                "uid": "47b54db3-9dc6-4dfd-a972-55bee1fc0dad"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "5Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen2.5-0.5B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "5282967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "21Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "21Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "33cc03f0-42b9-4860-8d5e-f14ca74f3511",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T03:07:11Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "5Gi",
+                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log
new file mode 100644
index 00000000..e3ebe340
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log
@@ -0,0 +1,31 @@
+2026-10-15T02:59:03.962+00:00	2026-10-15T02:59:03.964951462Z INFO:     10.32.3.1:54528 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T02:59:11.901+00:00	2026-10-15T02:59:11.904243760Z INFO:     127.0.0.1:55772 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T02:59:12.147+00:00	2026-10-15T02:59:12.151769067Z INFO:     127.0.0.1:55782 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T02:59:12.211+00:00	2026-10-15T02:59:12.215619037Z INFO:     127.0.0.1:55782 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T02:59:12.479+00:00	2026-10-15T02:59:12.482819930Z [API_SERVER] enqueued op=create_model request_id=cc688d59-8147-4315-9236-81ea9296fa1d model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
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+2026-10-15T02:59:32.441+00:00	2026-10-15T02:59:32.444410717Z [API_SERVER] enqueued op=forward_backward request_id=0aefaadb-3d41-4420-89c5-bf8de12892b6 model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
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+2026-10-15T02:59:33.961+00:00	2026-10-15T02:59:33.964713101Z INFO:     10.32.3.1:51494 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T02:59:35.560+00:00	2026-10-15T02:59:35.564042664Z [API_SERVER] enqueued op=optim_step request_id=cf94adcb-6e7f-47ac-97bc-f5de0168c89b model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
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+2026-10-15T02:59:36.462+00:00	2026-10-15T02:59:36.445520836Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=d5021fb2-234b-470a-b272-1ad3d13c1ef6 model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
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+2026-10-15T02:59:37.136+00:00	2026-10-15T02:59:37.140404264Z INFO:     127.0.0.1:59990 - "POST /api/v1/asample HTTP/1.1" 200 OK
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+2026-10-15T02:59:53.962+00:00	2026-10-15T02:59:53.965184980Z INFO:     10.32.3.1:58910 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:03.962+00:00	2026-10-15T03:00:03.964285482Z INFO:     10.32.3.1:44748 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:13.962+00:00	2026-10-15T03:00:13.964568310Z INFO:     10.32.3.1:55124 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:22.589+00:00	2026-10-15T03:00:22.590580301Z INFO:     127.0.0.1:41576 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:00:23.962+00:00	2026-10-15T03:00:23.965334932Z INFO:     10.32.3.1:37274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:33.962+00:00	2026-10-15T03:00:33.965008993Z INFO:     10.32.3.1:48328 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:43.962+00:00	2026-10-15T03:00:43.965137758Z INFO:     10.32.3.1:57986 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:00:53.962+00:00	2026-10-15T03:00:53.964797296Z INFO:     10.32.3.1:35412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:01:03.965+00:00	2026-10-15T03:01:03.965183315Z INFO:     10.32.3.1:41724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:01:12.798+00:00	2026-10-15T03:01:12.794180811Z INFO:     127.0.0.1:45096 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:01:13.967+00:00	2026-10-15T03:01:13.964671642Z INFO:     10.32.3.1:51088 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:01:23.978+00:00	2026-10-15T03:01:23.965052643Z INFO:     10.32.3.1:42154 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl
new file mode 100644
index 00000000..8d9562a1
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T02:59:11.608+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T02:59:11.609+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T02:59:29.165+00:00", "t": 17.557, "phase": "create_model.done", "model_id": "cc688d59-8147-4315-9236-81ea9296fa1d"}
+{"ts": "2026-10-15T02:59:32.362+00:00", "t": 20.753, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T02:59:35.480+00:00", "t": 23.872, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T02:59:36.339+00:00", "t": 24.731, "phase": "optim_step.done"}
+{"ts": "2026-10-15T02:59:36.340+00:00", "t": 24.732, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T02:59:36.946+00:00", "t": 25.338, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T02:59:36.947+00:00", "t": 25.339, "phase": "sample.start"}
+{"ts": "2026-10-15T03:01:23.638+00:00", "t": 132.029, "phase": "sample.done", "text": " 4"}
+{"ts": "2026-10-15T03:01:23.639+00:00", "t": 132.03, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log
new file mode 100644
index 00000000..ebf20190
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log
@@ -0,0 +1,16 @@
+   Building open-rl-client @ file:///Users/sunilarora/work/open-rl/examples
+      Built open-rl-client @ file:///Users/sunilarora/work/open-rl/examples
+Uninstalled 1 package in 1ms
+Installed 1 package in 4ms
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]   17.557s create_model.done {'model_id': 'cc688d59-8147-4315-9236-81ea9296fa1d'}
+[cold-start]   20.753s forward_backward.start 
+[cold-start]   23.872s forward_backward.done 
+[cold-start]   24.731s optim_step.done 
+[cold-start]   24.732s save_weights_and_get_sampling_client.start 
+[cold-start]   25.338s save_weights_and_get_sampling_client.done 
+[cold-start]   25.339s sample.start 
+[cold-start]  132.029s sample.done {'text': ' 4'}
+[cold-start]  132.030s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt
new file mode 100644
index 00000000..eed48c3c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:01:46.957+00:00
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json
new file mode 100644
index 00000000..b5ad8cd7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json
@@ -0,0 +1,269 @@
+{
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+                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94ae008553cd",
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+            "firstTimestamp": "2026-10-15T02:59:40Z",
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+            "type": "Normal"
+        },
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+}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
new file mode 100644
index 00000000..ba103934
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
@@ -0,0 +1,120 @@
+2026-10-15T02:59:51.481521360Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:00:03.567266539Z INFO 10-15 03:00:03 [model.py:692] Resolved architecture: Qwen2ForCausalLM
+2026-10-15T03:00:03.567589212Z INFO 10-15 03:00:03 [model.py:2030] Using max model len 8192
+2026-10-15T03:00:03.569678337Z INFO 10-15 03:00:03 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
+2026-10-15T03:00:03.982387755Z INFO 10-15 03:00:03 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T03:00:07.254113521Z WARNING 10-15 03:00:07 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T03:00:18.656636083Z (EngineCore pid=161) INFO 10-15 03:00:18 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T03:00:19.465208619Z (EngineCore pid=161) INFO 10-15 03:00:19 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_83c4163e04374cbaaa5cdd2b203e669a backend=nccl
+2026-10-15T03:00:19.472365440Z (EngineCore pid=161) INFO 10-15 03:00:19 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T03:00:19.472394618Z (EngineCore pid=161) INFO 10-15 03:00:19 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T03:00:20.368364392Z (EngineCore pid=161) INFO 10-15 03:00:20 [model_runner.py:396] Loading model from scratch...
+2026-10-15T03:00:21.228539711Z (EngineCore pid=161) INFO 10-15 03:00:21 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T03:00:21.228925613Z (EngineCore pid=161) INFO 10-15 03:00:21 [flash_attn.py:1116] Using FlashAttention version 2
+2026-10-15T03:00:21.343550869Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T03:00:21.343876865Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T03:00:21.715756916Z (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
+2026-10-15T03:00:21.715792572Z (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T03:00:21.716786271Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
+2026-10-15T03:00:23.353269993Z (EngineCore pid=161) INFO 10-15 03:00:23 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
+2026-10-15T03:00:23.354254535Z (EngineCore pid=161) INFO 10-15 03:00:23 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.64s
+2026-10-15T03:00:23.354720914Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.64s/it]
+2026-10-15T03:00:23.354804110Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.64s/it]
+2026-10-15T03:00:23.354827402Z (EngineCore pid=161) 
+2026-10-15T03:00:23.366661330Z (EngineCore pid=161) INFO 10-15 03:00:23 [default_loader.py:430] Loading weights took 1.65 seconds
+2026-10-15T03:00:23.410622915Z (EngineCore pid=161) INFO 10-15 03:00:23 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T03:00:24.163833748Z (EngineCore pid=161) INFO 10-15 03:00:24 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.105582 seconds
+2026-10-15T03:00:24.173182561Z (EngineCore pid=161) INFO 10-15 03:00:24 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T03:00:24.174137599Z (EngineCore pid=161) INFO 10-15 03:00:24 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T03:00:37.041276426Z (EngineCore pid=161) INFO 10-15 03:00:37 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T03:00:37.041854039Z (EngineCore pid=161) INFO 10-15 03:00:37 [backends.py:1155] Dynamo bytecode transform time: 10.69 s
+2026-10-15T03:00:45.024443917Z (EngineCore pid=161) [rank0]:W1015 03:00:45.023000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
+2026-10-15T03:00:48.735120827Z (EngineCore pid=161) INFO 10-15 03:00:48 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.44 s
+2026-10-15T03:00:54.602947610Z (EngineCore pid=161) INFO 10-15 03:00:54 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5117704 bytes total
+2026-10-15T03:00:54.727725414Z (EngineCore pid=161) INFO 10-15 03:00:54 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
+2026-10-15T03:00:54.727773150Z (EngineCore pid=161) INFO 10-15 03:00:54 [monitor.py:53] torch.compile took 28.38 s in total
+2026-10-15T03:00:54.729549148Z (EngineCore pid=161) WARNING 10-15 03:00:54 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T03:00:57.172047468Z (EngineCore pid=161) INFO 10-15 03:00:57 [monitor.py:81] Initial profiling/warmup run took 2.44 s
+2026-10-15T03:01:09.454422340Z (EngineCore pid=161) 
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+Capturing CUDA graphs (PIECEWISE):  21%|██        | 8/38 [00:04<00:15,  1.92it/s]
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:09<00:00,  3.90it/s]
+2026-10-15T03:01:09.605142929Z (EngineCore pid=161) 
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+2026-10-15T03:01:10.141242857Z (EngineCore pid=161) INFO 10-15 03:01:10 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
+2026-10-15T03:01:10.683074569Z (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
+2026-10-15T03:01:10.683122323Z (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T03:01:10.684308453Z (EngineCore pid=161) INFO 10-15 03:01:10 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
+2026-10-15T03:01:10.719400875Z (EngineCore pid=161) INFO 10-15 03:01:10 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T03:01:10.719427557Z (EngineCore pid=161) INFO 10-15 03:01:10 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
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+2026-10-15T03:01:19.715029627Z (EngineCore pid=161) 
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+2026-10-15T03:01:20.246954451Z (EngineCore pid=161) INFO 10-15 03:01:20 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
+2026-10-15T03:01:20.247004133Z (EngineCore pid=161) INFO 10-15 03:01:20 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
+2026-10-15T03:01:20.247080931Z (EngineCore pid=161) INFO 10-15 03:01:20 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
+2026-10-15T03:01:20.902655988Z (EngineCore pid=161) INFO 10-15 03:01:20 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T03:01:21.458921817Z (EngineCore pid=161) INFO 10-15 03:01:21 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T03:01:21.459118067Z (EngineCore pid=161) INFO 10-15 03:01:21 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.29 s (compilation: 28.38 s)
+2026-10-15T03:01:22.572997414Z (EngineCore pid=161) WARNING 10-15 03:01:22 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:01:22.575543257Z WARNING 10-15 03:01:22 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:01:22.620433616Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:01:22.923599163Z (EngineCore pid=161) INFO 10-15 03:01:22 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T03:01:22.968635844Z WARNING 10-15 03:01:22 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T03:01:22.968661104Z WARNING 10-15 03:01:22 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
new file mode 100644
index 00000000..ef1f228e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
@@ -0,0 +1,47 @@
+2026-10-15T02:59:23.844888969Z 
+2026-10-15T02:59:23.844933570Z ==================================================
+2026-10-15T02:59:23.844938676Z       Open-RL PyTorch Training Worker
+2026-10-15T02:59:23.844940699Z ==================================================
+2026-10-15T02:59:23.844942625Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T02:59:23.867929492Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T02:59:23.867951058Z 
+2026-10-15T02:59:23.989922239Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
+2026-10-15T02:59:24.254380821Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T02:59:28.134128443Z 
+Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
+Loading weights:   0%|          | 1/290 [00:00<03:10,  1.52it/s]
+Loading weights:   6%|▌         | 16/290 [00:00<00:10, 27.22it/s]
+Loading weights:  11%|█         | 32/290 [00:00<00:04, 52.77it/s]
+Loading weights:  18%|█▊        | 51/290 [00:00<00:02, 82.63it/s]
+Loading weights:  23%|██▎       | 66/290 [00:01<00:02, 93.12it/s]
+Loading weights:  30%|███       | 87/290 [00:01<00:01, 118.45it/s]
+Loading weights:  36%|███▌      | 103/290 [00:01<00:01, 119.51it/s]
+Loading weights:  42%|████▏     | 123/290 [00:01<00:01, 137.36it/s]
+Loading weights:  48%|████▊     | 139/290 [00:01<00:01, 135.30it/s]
+Loading weights:  54%|█████▍    | 158/290 [00:01<00:00, 140.75it/s]
+Loading weights:  60%|██████    | 174/290 [00:01<00:00, 145.25it/s]
+Loading weights:  67%|██████▋   | 193/290 [00:01<00:00, 154.80it/s]
+Loading weights:  72%|███████▏  | 210/290 [00:02<00:00, 151.04it/s]
+Loading weights:  80%|███████▉  | 231/290 [00:02<00:00, 164.64it/s]
+Loading weights:  86%|████████▌ | 248/290 [00:02<00:00, 155.97it/s]
+Loading weights:  92%|█████████▏| 267/290 [00:02<00:00, 153.94it/s]
+Loading weights:  98%|█████████▊| 283/290 [00:02<00:00, 154.03it/s]
+Loading weights: 100%|██████████| 290/290 [00:02<00:00, 116.05it/s]
+2026-10-15T02:59:28.232473443Z Successfully loaded.
+2026-10-15T02:59:28.234688314Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
+2026-10-15T02:59:28.242740071Z 
+2026-10-15T02:59:28.242766708Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: create_model:cc688d59-8147-4315-9236-81ea9296fa1d
+2026-10-15T02:59:28.243102038Z Base model Qwen/Qwen2.5-0.5B already loaded.
+2026-10-15T02:59:28.243111128Z Creating LoRA adapter 'cc688d59-8147-4315-9236-81ea9296fa1d'...
+2026-10-15T02:59:28.592264090Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T02:59:28.598004144Z LoRA adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' created and set to active.
+2026-10-15T02:59:29.140482078Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
+2026-10-15T02:59:32.449040077Z 
+2026-10-15T02:59:32.449081947Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: forward_backward:0aefaadb-3d41-4420-89c5-bf8de12892b6
+2026-10-15T02:59:35.567501356Z 
+2026-10-15T02:59:35.567545804Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: optim_step:cf94adcb-6e7f-47ac-97bc-f5de0168c89b
+2026-10-15T02:59:35.575623865Z Initializing AdamW optimizer for 'cc688d59-8147-4315-9236-81ea9296fa1d' with lr=0.0001
+2026-10-15T02:59:36.266135737Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
+2026-10-15T02:59:36.449114414Z 
+2026-10-15T02:59:36.449151405Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: save_weights_for_sampler:d5021fb2-234b-470a-b272-1ad3d13c1ef6
+2026-10-15T02:59:36.884365329Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json
new file mode 100644
index 00000000..1f9e4000
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json
@@ -0,0 +1,212 @@
+{
+ "read_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "location": "us-central1-b",
+      "project_id": "cdrollouts-sunilarora",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:03:00Z",
+       "endTime": "2026-10-15T03:03:00Z"
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+      "value": {
+       "doubleValue": 0
+      }
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+     {
+      "interval": {
+       "startTime": "2026-10-15T03:02:00Z",
+       "endTime": "2026-10-15T03:02:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:01:00Z",
+       "endTime": "2026-10-15T03:01:00Z"
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+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:00:00Z",
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+    ]
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+  "unit": "By/s"
+ },
+ "read_ops_count": {
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+   {
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+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_ops_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "project_id": "cdrollouts-sunilarora"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
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+     {
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+     {
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+     },
+     {
+      "interval": {
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+       "endTime": "2026-10-15T03:00:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T02:59:00Z",
+       "endTime": "2026-10-15T02:59:00Z"
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+      "value": {
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+      }
+     }
+    ]
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+  ],
+  "unit": "{operation}/s"
+ },
+ "write_bytes_count": {
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+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/write_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:03:00Z",
+       "endTime": "2026-10-15T03:03:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:02:00Z",
+       "endTime": "2026-10-15T03:02:00Z"
+      },
+      "value": {
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+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:01:00Z",
+       "endTime": "2026-10-15T03:01:00Z"
+      },
+      "value": {
+       "doubleValue": 457193.4666666667
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+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:00:00Z",
+       "endTime": "2026-10-15T03:00:00Z"
+      },
+      "value": {
+       "doubleValue": 1319034.9
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T02:59:00Z",
+       "endTime": "2026-10-15T02:59:00Z"
+      },
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+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.md b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.md
new file mode 100644
index 00000000..7729cffc
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.md
@@ -0,0 +1,7 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T02:59:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:00:00Z | 0.0 | 0 | 1.3 |
+| 2026-10-15T03:01:00Z | 0.0 | 0 | 0.4 |
+| 2026-10-15T03:02:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:03:00Z | 0.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json
new file mode 100644
index 00000000..033b7b6e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json
new file mode 100644
index 00000000..033b7b6e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json
new file mode 100644
index 00000000..7816c05f
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:18:38Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-kpp7j",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945505996447017",
+    "uid": "7e2ac944-3783-438d-bb90-7a2f0c0c3b4b"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-tuqu"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-v9zg5",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-tuqu",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
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+        "value": "0"
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+  },
+  {
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+     "topology.kubernetes.io/zone": "us-central1-b"
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+    "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+    "namespace": "openrl-system",
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+      "kind": "Workload",
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+      "uid": "9ffab0af-0506-4d15-9953-b32d1b9b5eff"
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+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log
new file mode 100644
index 00000000..3b4a3319
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log
@@ -0,0 +1,136 @@
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diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log
new file mode 100644
index 00000000..ee0145c6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T02:59:12.926+00:00	2026-10-15T02:59:12.930409571Z {"level":"info","ts":"2026-10-15T02:59:12Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"0baa1f95-463f-4a5f-90e4-192882406735","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
+2026-10-15T02:59:36.590+00:00	2026-10-15T02:59:36.592371182Z {"level":"info","ts":"2026-10-15T02:59:36Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"4311a8f9-0dd0-4dcf-b02a-584807858715","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json
new file mode 100644
index 00000000..aa9e8d29
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json
@@ -0,0 +1,267 @@
+{
+ "case": "B-0.5b-l4-cached",
+ "collected": "2026-10-15T03:38:49.454+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 02:59:11.608000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen2.5-0.5B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 02:59:11.609000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 02:59:29.165000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "cc688d59-8147-4315-9236-81ea9296fa1d"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 02:59:32.362000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 02:59:35.480000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 02:59:36.339000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 02:59:36.340000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 02:59:36.946000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 02:59:36.947000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 03:01:23.638000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4"
+  },
+  "client.end": {
+   "ts": "2026-10-15 03:01:23.639000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 02:59:36+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 02:59:35.958000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 02:59:37.643000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 02:59:37.643000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 02:59:36+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 02:59:36+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 02:59:36+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 02:59:36+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 02:59:40+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 02:59:51.481521+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 03:00:18.656636+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:18 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 03:00:20.368364+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:20 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 03:00:21.715792+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 03:00:23.366661+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:23 [default_loader.py:430] Loading weights took 1.65 seconds",
+     "self_reported_s": 1.65
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 03:00:24.163833+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:24 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.105582 seconds",
+     "self_reported_s": 4.105582
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 03:00:54.727773+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:54 [monitor.py:53] torch.compile took 28.38 s in total",
+     "self_reported_s": 28.38
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 03:01:10.141242+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:10 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
+     "self_reported_s": 11.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 03:01:10.683074+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 03:01:21.459118+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:21 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.29 s",
+     "self_reported_s": 57.29
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 03:01:23+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 02:59:12+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 02:59:11.918000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 02:59:13.554000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 02:59:13.554000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 02:59:18+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 02:59:13+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 02:59:13+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 02:59:18+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 02:59:18+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 02:59:13+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 02:59:17+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 02:59:13+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 02:59:17+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 02:59:17+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 02:59:17+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 02:59:23.844888+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 02:59:23.989922+00:00",
+     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 02:59:28.232473+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 02:59:28.234688+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 02:59:28+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.md b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.md
new file mode 100644
index 00000000..7b6faaa3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.md
@@ -0,0 +1,109 @@
+# Cold start timeline: B-0.5b-l4-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T02:59:11.609+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen2-5-0-5b-0-trainer` on `gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_first_seen_by_poller | 02:59:11.918 | 0.3 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_created | 02:59:12.000 | 0.4 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 02:59:13.000 | 1.4 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 02:59:13.000 | 1.4 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 02:59:13.000 | 1.4 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 02:59:13.000 | 1.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c |
+| trainer.workload_reports_pod | 02:59:13.554 | 1.9 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 02:59:13.554 | 1.9 |  | workloads.tsv poller: status.nodeName set |
+| trainer.container_started | 02:59:17.000 | 5.4 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 02:59:17.000 | 5.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" already present on machine and can  |
+| trainer.event_Created | 02:59:17.000 | 5.4 |  | event: Container created |
+| trainer.event_Started | 02:59:17.000 | 5.4 |  | event: Container started |
+| trainer.condition_Placed_True | 02:59:18.000 | 6.4 |  | Workload condition Placed |
+| trainer.pod_Ready | 02:59:18.000 | 6.4 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 02:59:18.000 | 6.4 |  | pod condition ContainersReady |
+| trainer.process_first_log | 02:59:23.844 | 12.2 |  | container log, first line |
+| trainer.load_start | 02:59:23.989 | 12.4 |  | container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0... |
+| trainer.ready_key | 02:59:28.000 | 16.4 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.load_done | 02:59:28.232 | 16.6 |  | container log: Successfully loaded. |
+| trainer.processor_started | 02:59:28.234 | 16.6 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1). |
+
+## sampler: `orw-lora-qwen-qwen2-5-0-5b-0-sampler` on `gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_first_seen_by_poller | 02:59:35.958 | 24.3 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_created | 02:59:36.000 | 24.4 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 02:59:36.000 | 24.4 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 02:59:36.000 | 24.4 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 02:59:36.000 | 24.4 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 02:59:36.000 | 24.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96 |
+| sampler.workload_reports_pod | 02:59:37.643 | 26.0 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 02:59:37.643 | 26.0 |  | workloads.tsv poller: status.nodeName set |
+| sampler.condition_Placed_True | 02:59:40.000 | 28.4 |  | Workload condition Placed |
+| sampler.pod_Ready | 02:59:40.000 | 28.4 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 02:59:40.000 | 28.4 |  | pod condition ContainersReady |
+| sampler.container_started | 02:59:40.000 | 28.4 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 02:59:40.000 | 28.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" already present on machine and can  |
+| sampler.event_Created | 02:59:40.000 | 28.4 |  | event: Container created |
+| sampler.event_Started | 02:59:40.000 | 28.4 |  | event: Container started |
+| sampler.process_first_log | 02:59:51.481 | 39.9 |  | container log, first line |
+| sampler.engine_init_start | 03:00:18.656 | 67.0 |  | container log: (EngineCore pid=161) INFO 10-15 03:00:18 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 03:00:20.368 | 68.8 |  | container log: (EngineCore pid=161) INFO 10-15 03:00:20 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 03:00:21.715 | 70.1 |  | container log: (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 03:00:23.366 | 71.8 | 1.65 | container log: (EngineCore pid=161) INFO 10-15 03:00:23 [default_loader.py:430] Loading weights took 1.65 seconds |
+| sampler.model_loaded | 03:00:24.163 | 72.6 | 4.105582 | container log: (EngineCore pid=161) INFO 10-15 03:00:24 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.105582 seconds |
+| sampler.compile_done | 03:00:54.727 | 103.1 | 28.38 | container log: (EngineCore pid=161) INFO 10-15 03:00:54 [monitor.py:53] torch.compile took 28.38 s in total |
+| sampler.graphs_captured | 03:01:10.141 | 118.5 | 11.0 | container log: (EngineCore pid=161) INFO 10-15 03:01:10 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB |
+| sampler.kv_cache_sized | 03:01:10.683 | 119.1 |  | container log: (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB |
+| sampler.engine_init_done | 03:01:21.459 | 129.9 | 57.29 | container log: (EngineCore pid=161) INFO 10-15 03:01:21 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.29 s |
+| sampler.ready_key | 03:01:23.000 | 131.4 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 02:59:11.608 | -0.0 |
+| client.create_model.start | 02:59:11.609 | 0.0 |
+| client.create_model.done | 02:59:29.165 | 17.6 |
+| client.forward_backward.start | 02:59:32.362 | 20.8 |
+| client.forward_backward.done | 02:59:35.480 | 23.9 |
+| client.optim_step.done | 02:59:36.339 | 24.7 |
+| client.save_weights_and_get_sampling_client.start | 02:59:36.340 | 24.7 |
+| client.save_weights_and_get_sampling_client.done | 02:59:36.946 | 25.3 |
+| client.sample.start | 02:59:36.947 | 25.3 |
+| client.sample.done | 03:01:23.638 | 132.0 |
+| client.end | 03:01:23.639 | 132.0 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 1.4 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.0 |
+| weights load | trainer.load_start | trainer.load_done | 4.2 |
+| ready key | trainer.load_done | trainer.ready_key | -0.2 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 17.6 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.1 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.3 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 11.5 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 27.2 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 3.0 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.4 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.7 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.5 |
+| client: first sample blocked | client.sample.start | client.sample.done | 106.7 |
+
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt
new file mode 100644
index 00000000..9a404f9d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T02:58:57.028+00:00
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt
new file mode 100644
index 00000000..0d162c07
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json
new file mode 100644
index 00000000..a8b0f706
--- /dev/null
+++ b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:36Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033180876607001",
+                "uid": "9ffab0af-0506-4d15-9953-b32d1b9b5eff"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "4Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "3589169104"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "25Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "25Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "1cdd9d82-10d1-4dea-a8f3-28569c9cbd1d",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T02:59:40Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "4Gi",
+                "nodeName": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T02:59:12Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792033158376559015",
+                "uid": "e7af9c1d-f1a0-4c7f-886d-ae2b0f669e93"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "5Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen2.5-0.5B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "5282967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "21Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "21Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "e44eeb82-d457-484d-81f9-477039ef174f",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T02:59:18Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "5Gi",
+                "nodeName": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log b/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log
new file mode 100644
index 00000000..ff117159
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log
@@ -0,0 +1,34 @@
+watching; recorders [97966, 97967, 97969, 97971, 97973, 97968, 97970, 97972] write into runs/2026-10-15_cold_start/C-8b-h100-cold
+collected 2 worker log(s) into runs/2026-10-15_cold_start/C-8b-h100-cold
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.3 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 97.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.3 |
+| weights load | trainer.load_start | trainer.load_done | 903.5 |
+| ready key | trainer.load_done | trainer.ready_key | -0.8 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 1008.6 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.5 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 99.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.8 |
+| imports and engine setup until weights read | sampler.process_first_log | sampler.weights_loaded | 123.0 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 36.9 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.0 |
+| client: first sample blocked | client.sample.start | client.sample.done | 331.4 |
+
+DONE=0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log
new file mode 100644
index 00000000..223f5678
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log
@@ -0,0 +1,176 @@
+2026-10-15T03:14:13.936+00:00	2026-10-15T03:14:13.930656298Z INFO:     127.0.0.1:40866 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T03:14:13.967+00:00	2026-10-15T03:14:13.965000445Z INFO:     10.32.3.1:37526 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:14:14.163+00:00	2026-10-15T03:14:14.160569642Z INFO:     127.0.0.1:40880 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:14:14.228+00:00	2026-10-15T03:14:14.225198861Z INFO:     127.0.0.1:40880 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T03:14:14.517+00:00	2026-10-15T03:14:14.514951415Z [API_SERVER] enqueued op=create_model request_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
+2026-10-15T03:14:14.517+00:00	2026-10-15T03:14:14.515041646Z INFO:     127.0.0.1:40884 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T03:14:23.895+00:00	2026-10-15T03:14:23.891037748Z [API_SERVER] No live session uses qwen-qwen2-5-0-5b; tearing its workers down
+2026-10-15T03:14:23.969+00:00	2026-10-15T03:14:23.966372045Z INFO:     10.32.3.1:50426 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:14:24.465+00:00	2026-10-15T03:14:24.462363150Z INFO:     127.0.0.1:51976 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:14:33.970+00:00	2026-10-15T03:14:33.965805554Z INFO:     10.32.3.1:47958 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:14:43.969+00:00	2026-10-15T03:14:43.965171374Z INFO:     10.32.3.1:36740 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:14:53.968+00:00	2026-10-15T03:14:53.964977357Z INFO:     10.32.3.1:60746 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:03.977+00:00	2026-10-15T03:15:03.964972760Z INFO:     10.32.3.1:41306 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:04.664+00:00	2026-10-15T03:15:04.658163755Z INFO:     127.0.0.1:55618 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:15:13.970+00:00	2026-10-15T03:15:13.965019642Z INFO:     10.32.3.1:42458 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:23.971+00:00	2026-10-15T03:15:23.965036937Z INFO:     10.32.3.1:57920 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:33.971+00:00	2026-10-15T03:15:33.964394835Z INFO:     10.32.3.1:46676 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:43.968+00:00	2026-10-15T03:15:43.964309583Z INFO:     10.32.3.1:56598 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:54.176+00:00	2026-10-15T03:15:53.964566566Z INFO:     10.32.3.1:35398 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:15:54.851+00:00	2026-10-15T03:15:54.848179603Z INFO:     127.0.0.1:35116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:16:03.968+00:00	2026-10-15T03:16:03.964186272Z INFO:     10.32.3.1:42192 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:16:13.969+00:00	2026-10-15T03:16:13.964657142Z INFO:     10.32.3.1:54894 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:16:24.085+00:00	2026-10-15T03:16:23.964384640Z INFO:     10.32.3.1:56538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:16:33.972+00:00	2026-10-15T03:16:33.965099735Z INFO:     10.32.3.1:40828 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:16:35.039+00:00	2026-10-15T03:16:35.031500236Z INFO:     127.0.0.1:55134 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:16:43.968+00:00	2026-10-15T03:16:43.964520525Z INFO:     10.32.3.1:46638 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:16:53.969+00:00	2026-10-15T03:16:53.965577795Z INFO:     10.32.3.1:34388 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:03.968+00:00	2026-10-15T03:17:03.964900882Z INFO:     10.32.3.1:51680 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:13.970+00:00	2026-10-15T03:17:13.965029008Z INFO:     10.32.3.1:36274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:23.968+00:00	2026-10-15T03:17:23.964199090Z INFO:     10.32.3.1:54774 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:25.358+00:00	2026-10-15T03:17:25.355075100Z INFO:     127.0.0.1:40924 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:17:33.969+00:00	2026-10-15T03:17:33.964386265Z INFO:     10.32.3.1:57432 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:43.975+00:00	2026-10-15T03:17:43.965014147Z INFO:     10.32.3.1:37898 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:17:53.968+00:00	2026-10-15T03:17:53.964936913Z INFO:     10.32.3.1:49746 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:03.969+00:00	2026-10-15T03:18:03.964579804Z INFO:     10.32.3.1:46286 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:13.968+00:00	2026-10-15T03:18:13.964519514Z INFO:     10.32.3.1:50340 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:15.602+00:00	2026-10-15T03:18:15.549010679Z INFO:     127.0.0.1:60112 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:18:23.970+00:00	2026-10-15T03:18:23.964086778Z INFO:     10.32.3.1:46954 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:33.972+00:00	2026-10-15T03:18:33.964803808Z INFO:     10.32.3.1:42680 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:43.970+00:00	2026-10-15T03:18:43.964602883Z INFO:     10.32.3.1:58816 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:18:53.968+00:00	2026-10-15T03:18:53.964780975Z INFO:     10.32.3.1:57738 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:03.967+00:00	2026-10-15T03:19:03.964453252Z INFO:     10.32.3.1:41232 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:13.967+00:00	2026-10-15T03:19:13.963988871Z INFO:     10.32.3.1:52516 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:14.342+00:00	2026-10-15T03:19:14.339068944Z INFO:     127.0.0.1:58854 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:19:15.737+00:00	2026-10-15T03:19:15.733477226Z INFO:     127.0.0.1:34954 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:19:23.968+00:00	2026-10-15T03:19:23.963871467Z INFO:     10.32.3.1:46976 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:33.969+00:00	2026-10-15T03:19:33.965068896Z INFO:     10.32.3.1:59652 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:43.969+00:00	2026-10-15T03:19:43.964834717Z INFO:     10.32.3.1:44064 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:19:53.969+00:00	2026-10-15T03:19:53.964555502Z INFO:     10.32.3.1:56726 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:04.023+00:00	2026-10-15T03:20:03.964568071Z INFO:     10.32.3.1:36158 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:13.971+00:00	2026-10-15T03:20:13.964720965Z INFO:     10.32.3.1:38608 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:23.968+00:00	2026-10-15T03:20:23.964843382Z INFO:     10.32.3.1:59334 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:33.969+00:00	2026-10-15T03:20:33.965093655Z INFO:     10.32.3.1:50650 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:35.951+00:00	2026-10-15T03:20:35.947052888Z INFO:     127.0.0.1:47542 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:20:43.970+00:00	2026-10-15T03:20:43.964526557Z INFO:     10.32.3.1:49456 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:20:53.969+00:00	2026-10-15T03:20:53.964519168Z INFO:     10.32.3.1:57290 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:03.968+00:00	2026-10-15T03:21:03.964999554Z INFO:     10.32.3.1:49884 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:13.968+00:00	2026-10-15T03:21:13.964568535Z INFO:     10.32.3.1:50522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:24.113+00:00	2026-10-15T03:21:23.963833620Z INFO:     10.32.3.1:38168 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:33.977+00:00	2026-10-15T03:21:33.965105984Z INFO:     10.32.3.1:42588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:43.979+00:00	2026-10-15T03:21:43.964761636Z INFO:     10.32.3.1:43872 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:21:46.155+00:00	2026-10-15T03:21:46.151371367Z INFO:     127.0.0.1:48040 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:21:53.968+00:00	2026-10-15T03:21:53.964470478Z INFO:     10.32.3.1:39732 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:03.968+00:00	2026-10-15T03:22:03.964798715Z INFO:     10.32.3.1:53438 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:14.084+00:00	2026-10-15T03:22:13.964109206Z INFO:     10.32.3.1:58906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:23.971+00:00	2026-10-15T03:22:23.964996894Z INFO:     10.32.3.1:34628 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:33.969+00:00	2026-10-15T03:22:33.964584099Z INFO:     10.32.3.1:40374 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:43.971+00:00	2026-10-15T03:22:43.965442653Z INFO:     10.32.3.1:40882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:22:53.969+00:00	2026-10-15T03:22:53.965276579Z INFO:     10.32.3.1:59858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:03.968+00:00	2026-10-15T03:23:03.965015923Z INFO:     10.32.3.1:54694 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:06.360+00:00	2026-10-15T03:23:06.350292206Z INFO:     127.0.0.1:56506 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:23:13.968+00:00	2026-10-15T03:23:13.964843370Z INFO:     10.32.3.1:48840 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:23.968+00:00	2026-10-15T03:23:23.964253815Z INFO:     10.32.3.1:40414 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:33.970+00:00	2026-10-15T03:23:33.965093407Z INFO:     10.32.3.1:54424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:43.970+00:00	2026-10-15T03:23:43.964788835Z INFO:     10.32.3.1:55728 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:23:53.968+00:00	2026-10-15T03:23:53.964516036Z INFO:     10.32.3.1:59316 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:03.969+00:00	2026-10-15T03:24:03.964999941Z INFO:     10.32.3.1:33954 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:14.099+00:00	2026-10-15T03:24:13.964736332Z INFO:     10.32.3.1:43190 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:14.534+00:00	2026-10-15T03:24:14.529886020Z INFO:     127.0.0.1:35848 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:24:16.539+00:00	2026-10-15T03:24:16.533751716Z INFO:     127.0.0.1:35854 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:24:23.971+00:00	2026-10-15T03:24:23.964331562Z INFO:     10.32.3.1:60008 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:33.975+00:00	2026-10-15T03:24:33.964746135Z INFO:     10.32.3.1:35706 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:43.972+00:00	2026-10-15T03:24:43.964574275Z INFO:     10.32.3.1:34338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:24:53.973+00:00	2026-10-15T03:24:53.964968552Z INFO:     10.32.3.1:37518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:03.972+00:00	2026-10-15T03:25:03.964491062Z INFO:     10.32.3.1:36002 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:13.977+00:00	2026-10-15T03:25:13.964967666Z INFO:     10.32.3.1:36194 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:23.973+00:00	2026-10-15T03:25:23.964611494Z INFO:     10.32.3.1:35964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:33.975+00:00	2026-10-15T03:25:33.964999642Z INFO:     10.32.3.1:50466 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:36.738+00:00	2026-10-15T03:25:36.730091199Z INFO:     127.0.0.1:41252 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:25:43.974+00:00	2026-10-15T03:25:43.965212379Z INFO:     10.32.3.1:56572 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:25:53.974+00:00	2026-10-15T03:25:53.964708835Z INFO:     10.32.3.1:45892 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:03.973+00:00	2026-10-15T03:26:03.965608236Z INFO:     10.32.3.1:51768 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:13.972+00:00	2026-10-15T03:26:13.964476397Z INFO:     10.32.3.1:51554 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:23.973+00:00	2026-10-15T03:26:23.964558481Z INFO:     10.32.3.1:49402 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:33.974+00:00	2026-10-15T03:26:33.964752681Z INFO:     10.32.3.1:40574 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:43.974+00:00	2026-10-15T03:26:43.964383189Z INFO:     10.32.3.1:58354 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:26:46.916+00:00	2026-10-15T03:26:46.908745770Z INFO:     127.0.0.1:51248 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:26:53.974+00:00	2026-10-15T03:26:53.965012353Z INFO:     10.32.3.1:39824 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:03.974+00:00	2026-10-15T03:27:03.964979090Z INFO:     10.32.3.1:41768 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:13.973+00:00	2026-10-15T03:27:13.964698917Z INFO:     10.32.3.1:36564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:23.973+00:00	2026-10-15T03:27:23.964628246Z INFO:     10.32.3.1:51458 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:33.974+00:00	2026-10-15T03:27:33.964409274Z INFO:     10.32.3.1:40546 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:43.974+00:00	2026-10-15T03:27:43.965054136Z INFO:     10.32.3.1:38478 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:27:53.980+00:00	2026-10-15T03:27:53.964821534Z INFO:     10.32.3.1:41614 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:03.987+00:00	2026-10-15T03:28:03.964322848Z INFO:     10.32.3.1:60530 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:07.112+00:00	2026-10-15T03:28:07.103896394Z INFO:     127.0.0.1:34036 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:28:13.975+00:00	2026-10-15T03:28:13.964968391Z INFO:     10.32.3.1:44588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:23.974+00:00	2026-10-15T03:28:23.965161221Z INFO:     10.32.3.1:43906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:33.974+00:00	2026-10-15T03:28:33.964250552Z INFO:     10.32.3.1:36008 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:43.976+00:00	2026-10-15T03:28:43.964992328Z INFO:     10.32.3.1:54738 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:28:53.973+00:00	2026-10-15T03:28:53.964119116Z INFO:     10.32.3.1:56522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:03.974+00:00	2026-10-15T03:29:03.964461111Z INFO:     10.32.3.1:48564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:13.973+00:00	2026-10-15T03:29:13.964543774Z INFO:     10.32.3.1:46248 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:14.595+00:00	2026-10-15T03:29:14.587014531Z INFO:     127.0.0.1:35286 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:29:17.293+00:00	2026-10-15T03:29:17.283678254Z INFO:     127.0.0.1:35292 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:29:23.974+00:00	2026-10-15T03:29:23.965097187Z INFO:     10.32.3.1:53428 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:33.977+00:00	2026-10-15T03:29:33.964366184Z INFO:     10.32.3.1:44336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:43.973+00:00	2026-10-15T03:29:43.964204969Z INFO:     10.32.3.1:41996 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:29:54.075+00:00	2026-10-15T03:29:53.964676817Z INFO:     10.32.3.1:47102 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:03.973+00:00	2026-10-15T03:30:03.964745192Z INFO:     10.32.3.1:58068 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:13.973+00:00	2026-10-15T03:30:13.964465092Z INFO:     10.32.3.1:56604 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:23.979+00:00	2026-10-15T03:30:23.965195961Z INFO:     10.32.3.1:41250 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:33.976+00:00	2026-10-15T03:30:33.965042757Z INFO:     10.32.3.1:35236 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:37.501+00:00	2026-10-15T03:30:37.491505428Z INFO:     127.0.0.1:46268 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:30:43.974+00:00	2026-10-15T03:30:43.964571515Z INFO:     10.32.3.1:34910 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:30:53.974+00:00	2026-10-15T03:30:53.964286049Z INFO:     10.32.3.1:50204 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:02.482+00:00	2026-10-15T03:31:02.473557173Z INFO:     127.0.0.1:47086 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T03:31:03.975+00:00	2026-10-15T03:31:03.964272005Z INFO:     10.32.3.1:49338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:05.541+00:00	2026-10-15T03:31:05.532732833Z [API_SERVER] enqueued op=forward_backward request_id=ec187de3-1bc9-4fbf-b985-f419e669213e model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
+2026-10-15T03:31:05.542+00:00	2026-10-15T03:31:05.534038928Z INFO:     127.0.0.1:47086 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T03:31:08.443+00:00	2026-10-15T03:31:08.433817582Z [API_SERVER] enqueued op=optim_step request_id=6bc90796-435a-4cf6-951c-f108bfb9e52d model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
+2026-10-15T03:31:08.443+00:00	2026-10-15T03:31:08.434341159Z INFO:     127.0.0.1:47086 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T03:31:10.773+00:00	2026-10-15T03:31:10.762309481Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=81383690-0101-4abf-994e-4e855104db5d model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
+2026-10-15T03:31:10.773+00:00	2026-10-15T03:31:10.763613822Z INFO:     127.0.0.1:47086 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T03:31:12.685+00:00	2026-10-15T03:31:12.676371984Z INFO:     127.0.0.1:53266 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T03:31:13.973+00:00	2026-10-15T03:31:13.964786344Z INFO:     10.32.3.1:42230 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:23.974+00:00	2026-10-15T03:31:23.964103692Z INFO:     10.32.3.1:42080 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:33.975+00:00	2026-10-15T03:31:33.964695496Z INFO:     10.32.3.1:32908 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:43.974+00:00	2026-10-15T03:31:43.964947121Z INFO:     10.32.3.1:43042 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:31:53.977+00:00	2026-10-15T03:31:53.965403900Z INFO:     10.32.3.1:38106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:03.988+00:00	2026-10-15T03:32:03.964802670Z INFO:     10.32.3.1:37658 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:07.729+00:00	2026-10-15T03:32:07.703464175Z INFO:     127.0.0.1:47442 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:32:13.974+00:00	2026-10-15T03:32:13.964822583Z INFO:     10.32.3.1:43524 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:23.974+00:00	2026-10-15T03:32:23.964292851Z INFO:     10.32.3.1:50066 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:33.974+00:00	2026-10-15T03:32:33.963982845Z INFO:     10.32.3.1:52456 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:43.974+00:00	2026-10-15T03:32:43.965055131Z INFO:     10.32.3.1:56668 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:32:47.912+00:00	2026-10-15T03:32:47.903128918Z INFO:     127.0.0.1:54730 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:32:53.974+00:00	2026-10-15T03:32:53.964149565Z INFO:     10.32.3.1:46386 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:03.975+00:00	2026-10-15T03:33:03.964961240Z INFO:     10.32.3.1:44640 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:13.974+00:00	2026-10-15T03:33:13.964572578Z INFO:     10.32.3.1:60080 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:23.974+00:00	2026-10-15T03:33:23.964376008Z INFO:     10.32.3.1:57288 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:33.975+00:00	2026-10-15T03:33:33.964419236Z INFO:     10.32.3.1:40254 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:38.083+00:00	2026-10-15T03:33:38.073630691Z INFO:     127.0.0.1:34348 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:33:43.981+00:00	2026-10-15T03:33:43.965027871Z INFO:     10.32.3.1:54904 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:33:53.976+00:00	2026-10-15T03:33:53.964533513Z INFO:     10.32.3.1:38500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
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+2026-10-15T03:34:14.768+00:00	2026-10-15T03:34:14.760749536Z INFO:     127.0.0.1:36586 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
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+2026-10-15T03:36:43.979+00:00	2026-10-15T03:36:43.964498426Z INFO:     10.32.3.1:33972 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl
new file mode 100644
index 00000000..dce2c8b0
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T03:14:13.682+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T03:14:13.683+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T03:31:02.295+00:00", "t": 1008.613, "phase": "create_model.done", "model_id": "128ed0fe-59ba-43e7-b0f2-7997322d8233"}
+{"ts": "2026-10-15T03:31:05.464+00:00", "t": 1011.782, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T03:31:08.365+00:00", "t": 1014.683, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T03:31:10.461+00:00", "t": 1016.779, "phase": "optim_step.done"}
+{"ts": "2026-10-15T03:31:10.462+00:00", "t": 1016.779, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T03:31:12.490+00:00", "t": 1018.808, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T03:31:12.490+00:00", "t": 1018.808, "phase": "sample.start"}
+{"ts": "2026-10-15T03:36:43.884+00:00", "t": 1350.202, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
+{"ts": "2026-10-15T03:36:43.886+00:00", "t": 1350.204, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log
new file mode 100644
index 00000000..f757bdff
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start] 1008.613s create_model.done {'model_id': '128ed0fe-59ba-43e7-b0f2-7997322d8233'}
+[cold-start] 1011.782s forward_backward.start 
+[cold-start] 1014.683s forward_backward.done 
+[cold-start] 1016.779s optim_step.done 
+[cold-start] 1016.779s save_weights_and_get_sampling_client.start 
+[cold-start] 1018.808s save_weights_and_get_sampling_client.done 
+[cold-start] 1018.808s sample.start 
+[cold-start] 1350.202s sample.done {'text': ' 4\n\nQuestion: What is '}
+[cold-start] 1350.204s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt
new file mode 100644
index 00000000..0351b0bf
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:36:44.379+00:00
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json
new file mode 100644
index 00000000..aefaaf0b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json
@@ -0,0 +1,1053 @@
+{
+    "apiVersion": "v1",
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+            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
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+            "type": "Normal"
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+            "metadata": {
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+            "type": "Normal"
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diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
new file mode 100644
index 00000000..e6ebbdb1
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
@@ -0,0 +1,223 @@
+2026-10-15T03:32:57.768739257Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:33:05.834811056Z INFO 10-15 03:33:05 [model.py:692] Resolved architecture: Qwen3ForCausalLM
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+2026-10-15T03:33:16.446146945Z (EngineCore pid=168) INFO 10-15 03:33:16 [gpu_worker.py:441] Using V2 Model Runner
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+2026-10-15T03:33:17.897956609Z (EngineCore pid=168) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T03:33:17.898105102Z (EngineCore pid=168) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
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+Loading safetensors checkpoint shards:  20% Completed | 1/5 [00:10<00:40, 10.08s/it]
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+Loading safetensors checkpoint shards:  60% Completed | 3/5 [00:11<00:05,  2.68s/it]
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+Loading safetensors checkpoint shards:  80% Completed | 4/5 [00:11<00:01,  1.79s/it]
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+2026-10-15T03:35:01.444736286Z (EngineCore pid=168) INFO 10-15 03:35:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 104.493682 seconds
+2026-10-15T03:35:01.450448274Z (EngineCore pid=168) INFO 10-15 03:35:01 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T03:35:01.451218840Z (EngineCore pid=168) INFO 10-15 03:35:01 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T03:35:13.723280526Z (EngineCore pid=168) INFO 10-15 03:35:13 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T03:35:13.723417746Z (EngineCore pid=168) INFO 10-15 03:35:13 [backends.py:1155] Dynamo bytecode transform time: 11.27 s
+2026-10-15T03:35:32.358577481Z (EngineCore pid=168) INFO 10-15 03:35:32 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.37 s
+2026-10-15T03:35:37.665410416Z (EngineCore pid=168) INFO 10-15 03:35:37 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
+2026-10-15T03:35:37.706235049Z (EngineCore pid=168) INFO 10-15 03:35:37 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
+2026-10-15T03:35:37.706264613Z (EngineCore pid=168) INFO 10-15 03:35:37 [monitor.py:53] torch.compile took 35.25 s in total
+2026-10-15T03:35:37.707601806Z (EngineCore pid=168) WARNING 10-15 03:35:37 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T03:35:39.537990907Z (EngineCore pid=168) INFO 10-15 03:35:39 [monitor.py:81] Initial profiling/warmup run took 1.83 s
+2026-10-15T03:35:57.311567203Z (EngineCore pid=168) 
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:15<00:00,  2.58it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:15<00:00,  6.73it/s]
+2026-10-15T03:35:57.428638189Z (EngineCore pid=168) 
+Capturing CUDA graphs (FULL):   0%|          | 0/2 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 17.13it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 17.11it/s]
+2026-10-15T03:35:57.941422071Z (EngineCore pid=168) INFO 10-15 03:35:57 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
+2026-10-15T03:35:58.562053293Z (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
+2026-10-15T03:35:58.562552928Z (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T03:35:58.563599472Z (EngineCore pid=168) INFO 10-15 03:35:58 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
+2026-10-15T03:35:58.598149789Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T03:35:58.598182547Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T03:35:58.894152321Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
+2026-10-15T03:35:58.894189191Z (EngineCore pid=168) 2026-10-15 03:35:58,894 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
+2026-10-15T03:35:58.894878578Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
+2026-10-15T03:35:59.061554912Z (EngineCore pid=168) 2026-10-15 03:35:59,061 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
+2026-10-15T03:35:59.065636226Z (EngineCore pid=168) 2026-10-15 03:35:59,065 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
+2026-10-15T03:36:11.628651300Z (EngineCore pid=168) 
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+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 86/102 [00:07<00:01, 10.47it/s]
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+2026-10-15T03:36:15.554904050Z (EngineCore pid=168) 
+Capturing CUDA graphs (FULL):   0%|          | 0/70 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   3%|▎         | 2/70 [00:00<00:03, 18.13it/s]
+Capturing CUDA graphs (FULL):   6%|▌         | 4/70 [00:00<00:03, 18.11it/s]
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+Capturing CUDA graphs (FULL):  49%|████▊     | 34/70 [00:01<00:01, 18.00it/s]
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+Capturing CUDA graphs (FULL):  54%|█████▍    | 38/70 [00:02<00:01, 17.97it/s]
+Capturing CUDA graphs (FULL):  57%|█████▋    | 40/70 [00:02<00:01, 17.95it/s]
+Capturing CUDA graphs (FULL):  60%|██████    | 42/70 [00:02<00:01, 17.95it/s]
+Capturing CUDA graphs (FULL):  63%|██████▎   | 44/70 [00:02<00:01, 17.68it/s]
+Capturing CUDA graphs (FULL):  66%|██████▌   | 46/70 [00:02<00:01, 17.57it/s]
+Capturing CUDA graphs (FULL):  69%|██████▊   | 48/70 [00:02<00:01, 17.59it/s]
+Capturing CUDA graphs (FULL):  71%|███████▏  | 50/70 [00:02<00:01, 17.43it/s]
+Capturing CUDA graphs (FULL):  74%|███████▍  | 52/70 [00:02<00:01, 17.42it/s]
+Capturing CUDA graphs (FULL):  77%|███████▋  | 54/70 [00:03<00:00, 17.47it/s]
+Capturing CUDA graphs (FULL):  80%|████████  | 56/70 [00:03<00:00, 17.39it/s]
+Capturing CUDA graphs (FULL):  83%|████████▎ | 58/70 [00:03<00:00, 17.39it/s]
+Capturing CUDA graphs (FULL):  86%|████████▌ | 60/70 [00:03<00:00, 17.36it/s]
+Capturing CUDA graphs (FULL):  89%|████████▊ | 62/70 [00:03<00:00, 17.39it/s]
+Capturing CUDA graphs (FULL):  91%|█████████▏| 64/70 [00:03<00:00, 17.61it/s]
+Capturing CUDA graphs (FULL):  94%|█████████▍| 66/70 [00:03<00:00, 17.58it/s]
+Capturing CUDA graphs (FULL):  97%|█████████▋| 68/70 [00:03<00:00, 17.71it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.79it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.83it/s]
+2026-10-15T03:36:16.076157176Z (EngineCore pid=168) INFO 10-15 03:36:16 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
+2026-10-15T03:36:16.076189136Z (EngineCore pid=168) INFO 10-15 03:36:16 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
+2026-10-15T03:36:16.076193805Z (EngineCore pid=168) INFO 10-15 03:36:16 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
+2026-10-15T03:36:16.476331936Z (EngineCore pid=168) INFO 10-15 03:36:16 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T03:36:17.004504569Z (EngineCore pid=168) INFO 10-15 03:36:17 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T03:36:17.004554525Z (EngineCore pid=168) INFO 10-15 03:36:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 75.55 s (compilation: 35.25 s)
+2026-10-15T03:36:17.868552949Z (EngineCore pid=168) WARNING 10-15 03:36:17 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:36:17.869759867Z (EngineCore pid=168) INFO 10-15 03:36:17 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T03:36:17.869833484Z WARNING 10-15 03:36:17 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T03:36:17.900287189Z WARNING 10-15 03:36:17 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T03:36:17.900322852Z WARNING 10-15 03:36:17 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
new file mode 100644
index 00000000..725e77e7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
@@ -0,0 +1,220 @@
+2026-10-15T03:15:56.012903180Z 
+2026-10-15T03:15:56.012955376Z ==================================================
+2026-10-15T03:15:56.012959503Z       Open-RL PyTorch Training Worker
+2026-10-15T03:15:56.012960517Z ==================================================
+2026-10-15T03:15:56.012961565Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T03:15:56.032450989Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T03:15:56.032474492Z 
+2026-10-15T03:15:56.267417499Z Loading base model Qwen/Qwen3-8B to cuda:0...
+2026-10-15T03:15:56.394801806Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T03:30:59.475214316Z 
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+Loading weights:  98%|█████████▊| 392/399 [14:58<00:00,  9.30it/s]
+Loading weights:  99%|█████████▉| 395/399 [14:58<00:00, 10.89it/s]
+Loading weights: 100%|██████████| 399/399 [14:58<00:00,  2.25s/it]
+2026-10-15T03:30:59.760141185Z Successfully loaded.
+2026-10-15T03:30:59.761631689Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
+2026-10-15T03:30:59.767188648Z 
+2026-10-15T03:30:59.767360985Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: create_model:128ed0fe-59ba-43e7-b0f2-7997322d8233
+2026-10-15T03:30:59.767842953Z Base model Qwen/Qwen3-8B already loaded.
+2026-10-15T03:30:59.767852574Z Creating LoRA adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233'...
+2026-10-15T03:31:00.320647498Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T03:31:00.325378040Z LoRA adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' created and set to active.
+2026-10-15T03:31:02.206608541Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
+2026-10-15T03:31:05.533382538Z 
+2026-10-15T03:31:05.533427002Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: forward_backward:ec187de3-1bc9-4fbf-b985-f419e669213e
+2026-10-15T03:31:08.434276999Z 
+2026-10-15T03:31:08.434318418Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: optim_step:6bc90796-435a-4cf6-951c-f108bfb9e52d
+2026-10-15T03:31:08.444078878Z Initializing AdamW optimizer for '128ed0fe-59ba-43e7-b0f2-7997322d8233' with lr=0.0001
+2026-10-15T03:31:10.373934312Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
+2026-10-15T03:31:10.763073021Z 
+2026-10-15T03:31:10.763123704Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: save_weights_for_sampler:81383690-0101-4abf-994e-4e855104db5d
+2026-10-15T03:31:12.405381562Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json
new file mode 100644
index 00000000..427b3585
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json
@@ -0,0 +1,725 @@
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+       "endTime": "2026-10-15T03:21:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:20:00Z",
+       "endTime": "2026-10-15T03:20:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:19:00Z",
+       "endTime": "2026-10-15T03:19:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:18:00Z",
+       "endTime": "2026-10-15T03:18:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:17:00Z",
+       "endTime": "2026-10-15T03:17:00Z"
+      },
+      "value": {
+       "doubleValue": 819.2
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:16:00Z",
+       "endTime": "2026-10-15T03:16:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:15:00Z",
+       "endTime": "2026-10-15T03:15:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T03:14:00Z",
+       "endTime": "2026-10-15T03:14:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.md b/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.md
new file mode 100644
index 00000000..5cee08f0
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.md
@@ -0,0 +1,26 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T03:14:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:15:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:16:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:17:00Z | 1.0 | 31 | 0.0 |
+| 2026-10-15T03:18:00Z | 8.9 | 93 | 0.0 |
+| 2026-10-15T03:19:00Z | 9.5 | 91 | 0.0 |
+| 2026-10-15T03:20:00Z | 10.4 | 98 | 0.0 |
+| 2026-10-15T03:21:00Z | 10.9 | 97 | 0.0 |
+| 2026-10-15T03:22:00Z | 10.9 | 94 | 0.0 |
+| 2026-10-15T03:23:00Z | 10.7 | 89 | 0.0 |
+| 2026-10-15T03:24:00Z | 9.3 | 74 | 0.0 |
+| 2026-10-15T03:25:00Z | 9.0 | 81 | 0.0 |
+| 2026-10-15T03:26:00Z | 10.0 | 91 | 0.0 |
+| 2026-10-15T03:27:00Z | 9.7 | 94 | 0.0 |
+| 2026-10-15T03:28:00Z | 9.7 | 92 | 0.0 |
+| 2026-10-15T03:29:00Z | 10.2 | 102 | 0.0 |
+| 2026-10-15T03:30:00Z | 10.8 | 89 | 0.0 |
+| 2026-10-15T03:31:00Z | 9.7 | 91 | 0.0 |
+| 2026-10-15T03:32:00Z | 7.0 | 31 | 8.3 |
+| 2026-10-15T03:33:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T03:34:00Z | 0.1 | 16 | 0.0 |
+| 2026-10-15T03:35:00Z | 8.1 | 90 | 0.0 |
+| 2026-10-15T03:36:00Z | 11.6 | 67 | 0.0 |
+| 2026-10-15T03:37:00Z | 0.2 | 4 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json
new file mode 100644
index 00000000..f940f10c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json
new file mode 100644
index 00000000..688025d6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json
@@ -0,0 +1,48 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt
new file mode 100644
index 00000000..20af94a3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   24h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   24h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json
new file mode 100644
index 00000000..e1e02eb8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
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+          "name": "open-rl-config"
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+          "name": "open-rl-config"
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+       },
+       {
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+       },
+       {
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+        "value": "vllm"
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+        "name": "kube-api-access-79xdl",
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "restartPolicy": "Always",
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+    "securityContext": {},
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+        "value": "Qwen/Qwen3-8B"
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+        "value": "Qwen/Qwen3-8B"
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+        "value": "delta"
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+       {
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+        "value": "Qwen/Qwen3-8B"
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+        "value": "1"
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+        "value": "lora-qwen-qwen3-8b-0-sampler"
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+        "value": "lora-qwen-qwen3-8b-0-sampler"
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+        "value": "k8s"
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+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log
new file mode 100644
index 00000000..e9451fdb
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log
@@ -0,0 +1,1734 @@
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diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt
new file mode 100644
index 00000000..6070ba6b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt
@@ -0,0 +1,2 @@
+	bytes:	16171806671 0 0 0 16171746116 0 3948316 0 
+	        READ: 18362 18362 0 2864472 16174096460 285 180396 181025 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt
new file mode 100644
index 00000000..0f0d837e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt
@@ -0,0 +1,2 @@
+	bytes:	16393056335 0 0 0 16392991684 0 4002204 0 
+	        READ: 18796 18796 0 2932176 16395397580 292 204482 205130 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log
new file mode 100644
index 00000000..bd7aeca5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T03:14:14.700+00:00	2026-10-15T03:14:14.660958634Z {"level":"info","ts":"2026-10-15T03:14:14Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"73e6ab21-a0b9-4211-8b1e-8d228cf38838","claim":"claim-lora-qwen-qwen3-8b-0-trainer-013a69b1","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T03:31:10.923+00:00	2026-10-15T03:31:10.911470512Z {"level":"info","ts":"2026-10-15T03:31:10Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"2b07d6ec-2b25-4dba-a67d-607db38e8fea","claim":"claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json
new file mode 100644
index 00000000..c474d169
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json
@@ -0,0 +1,275 @@
+{
+ "case": "C-8b-h100-cold",
+ "collected": "2026-10-15T03:38:49.573+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 03:14:13.682000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 03:14:13.683000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 03:31:02.295000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "128ed0fe-59ba-43e7-b0f2-7997322d8233"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 03:31:05.464000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 03:31:08.365000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 03:31:10.461000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 03:31:10.462000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 03:31:12.490000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 03:31:12.490000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 03:36:43.884000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4\n\nQuestion: What is "
+  },
+  "client.end": {
+   "ts": "2026-10-15 03:36:43.886000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen3-8b-0-sampler",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 03:31:10+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 03:31:10.295000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 03:31:11.907000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 03:31:11.907000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 03:32:51+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 03:31:11+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 03:31:11+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 03:32:51+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 03:32:51+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 03:31:11+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 03:32:50+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 03:31:11+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
+    },
+    "sampler.event_Pulling": {
+     "ts": "2026-10-15 03:31:15+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 03:32:50+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m35.306s (1m35.306s i",
+     "kubelet_pull_s": 95.306,
+     "pulled_from_cache": false
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 03:32:50+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 03:32:50+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 03:32:57.768739+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 03:33:16.117730+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 03:33:17.209275+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:17 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 03:33:18.247405+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 03:35:00.792211+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:00 [default_loader.py:430] Loading weights took 102.55 seconds",
+     "self_reported_s": 102.55
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 03:35:01.444736+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 104.493682 second",
+     "self_reported_s": 104.493682
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 03:35:37.706264+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:37 [monitor.py:53] torch.compile took 35.25 s in total",
+     "self_reported_s": 35.25
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 03:35:57.941422+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:57 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
+     "self_reported_s": 16.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 03:35:58.562053+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 03:36:17.004554+00:00",
+     "source": "container log: (EngineCore pid=168) INFO 10-15 03:36:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 75.55 s",
+     "self_reported_s": 75.55
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 03:36:18+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen3-8b-0-trainer",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 03:14:14+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 03:14:14.472000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 03:14:14.472000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 03:14:14.472000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 03:15:52+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 03:14:14+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 03:14:14+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 03:15:52+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 03:15:52+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 03:14:14+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 03:15:51+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 03:14:14+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulling": {
+     "ts": "2026-10-15 03:14:19+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 03:15:51+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m32.497s (1m32.497s i",
+     "kubelet_pull_s": 92.497,
+     "pulled_from_cache": false
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 03:15:51+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 03:15:51+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 03:15:56.012903+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 03:15:56.267417+00:00",
+     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 03:30:59.760141+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 03:30:59.761631+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 03:30:59+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.md b/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.md
new file mode 100644
index 00000000..5e9f23b5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.md
@@ -0,0 +1,111 @@
+# Cold start timeline: C-8b-h100-cold
+
+t=0 is the client's `create_model` call at 2026-10-15T03:14:13.683+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen3-8b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 03:14:14.000 | 0.3 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 03:14:14.000 | 0.3 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 03:14:14.000 | 0.3 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 03:14:14.000 | 0.3 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 03:14:14.000 | 0.3 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.workload_first_seen_by_poller | 03:14:14.472 | 0.8 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 03:14:14.472 | 0.8 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 03:14:14.472 | 0.8 |  | workloads.tsv poller: status.nodeName set |
+| trainer.event_Pulling | 03:14:19.000 | 5.3 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" |
+| trainer.container_started | 03:15:51.000 | 97.3 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 03:15:51.000 | 97.3 | 92.497 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" in 1m32.497s (1m32.497s i |
+| trainer.event_Created | 03:15:51.000 | 97.3 |  | event: Container created |
+| trainer.event_Started | 03:15:51.000 | 97.3 |  | event: Container started |
+| trainer.condition_Placed_True | 03:15:52.000 | 98.3 |  | Workload condition Placed |
+| trainer.pod_Ready | 03:15:52.000 | 98.3 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 03:15:52.000 | 98.3 |  | pod condition ContainersReady |
+| trainer.process_first_log | 03:15:56.012 | 102.3 |  | container log, first line |
+| trainer.load_start | 03:15:56.267 | 102.6 |  | container log: Loading base model Qwen/Qwen3-8B to cuda:0... |
+| trainer.ready_key | 03:30:59.000 | 1005.3 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B |
+| trainer.load_done | 03:30:59.760 | 1006.1 |  | container log: Successfully loaded. |
+| trainer.processor_started | 03:30:59.761 | 1006.1 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1). |
+
+## sampler: `orw-lora-qwen-qwen3-8b-0-sampler` on `gke-open-rl-dra-h100-sampler-a721f127-0853`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 03:31:10.000 | 1016.3 |  | Workload creationTimestamp (apiserver) |
+| sampler.workload_first_seen_by_poller | 03:31:10.295 | 1016.6 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.pod_created | 03:31:11.000 | 1017.3 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 03:31:11.000 | 1017.3 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 03:31:11.000 | 1017.3 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 03:31:11.000 | 1017.3 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853 |
+| sampler.workload_reports_pod | 03:31:11.907 | 1018.2 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 03:31:11.907 | 1018.2 |  | workloads.tsv poller: status.nodeName set |
+| sampler.event_Pulling | 03:31:15.000 | 1021.3 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" |
+| sampler.container_started | 03:32:50.000 | 1116.3 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 03:32:50.000 | 1116.3 | 95.306 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" in 1m35.306s (1m35.306s i |
+| sampler.event_Created | 03:32:50.000 | 1116.3 |  | event: Container created |
+| sampler.event_Started | 03:32:50.000 | 1116.3 |  | event: Container started |
+| sampler.condition_Placed_True | 03:32:51.000 | 1117.3 |  | Workload condition Placed |
+| sampler.pod_Ready | 03:32:51.000 | 1117.3 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 03:32:51.000 | 1117.3 |  | pod condition ContainersReady |
+| sampler.process_first_log | 03:32:57.768 | 1124.1 |  | container log, first line |
+| sampler.engine_init_start | 03:33:16.117 | 1142.4 |  | container log: (EngineCore pid=168) INFO 10-15 03:33:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 03:33:17.209 | 1143.5 |  | container log: (EngineCore pid=168) INFO 10-15 03:33:17 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 03:33:18.247 | 1144.6 |  | container log: (EngineCore pid=168) INFO 10-15 03:33:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 03:35:00.792 | 1247.1 | 102.55 | container log: (EngineCore pid=168) INFO 10-15 03:35:00 [default_loader.py:430] Loading weights took 102.55 seconds |
+| sampler.model_loaded | 03:35:01.444 | 1247.8 | 104.493682 | container log: (EngineCore pid=168) INFO 10-15 03:35:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 104.493682 second |
+| sampler.compile_done | 03:35:37.706 | 1284.0 | 35.25 | container log: (EngineCore pid=168) INFO 10-15 03:35:37 [monitor.py:53] torch.compile took 35.25 s in total |
+| sampler.graphs_captured | 03:35:57.941 | 1304.3 | 16.0 | container log: (EngineCore pid=168) INFO 10-15 03:35:57 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB |
+| sampler.kv_cache_sized | 03:35:58.562 | 1304.9 |  | container log: (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB |
+| sampler.engine_init_done | 03:36:17.004 | 1323.3 | 75.55 | container log: (EngineCore pid=168) INFO 10-15 03:36:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 75.55 s |
+| sampler.ready_key | 03:36:18.000 | 1324.3 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 03:14:13.682 | -0.0 |
+| client.create_model.start | 03:14:13.683 | 0.0 |
+| client.create_model.done | 03:31:02.295 | 1008.6 |
+| client.forward_backward.start | 03:31:05.464 | 1011.8 |
+| client.forward_backward.done | 03:31:08.365 | 1014.7 |
+| client.optim_step.done | 03:31:10.461 | 1016.8 |
+| client.save_weights_and_get_sampling_client.start | 03:31:10.462 | 1016.8 |
+| client.save_weights_and_get_sampling_client.done | 03:31:12.490 | 1018.8 |
+| client.sample.start | 03:31:12.490 | 1018.8 |
+| client.sample.done | 03:36:43.884 | 1350.2 |
+| client.end | 03:36:43.886 | 1350.2 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.3 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 97.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.3 |
+| weights load | trainer.load_start | trainer.load_done | 903.5 |
+| ready key | trainer.load_done | trainer.ready_key | -0.8 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 1008.6 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.5 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 99.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.8 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 18.3 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 103.6 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 36.9 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.0 |
+| client: first sample blocked | client.sample.start | client.sample.done | 331.4 |
+
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt
new file mode 100644
index 00000000..433537d3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt
@@ -0,0 +1,14 @@
+device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
+	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
+	age:	403
+	events:	58 1574 0 0 44 61 1744 0 0 12462 0 0 32 0 28 0 0 23 0 0 0 0 0 0 0 0 0 
+	bytes:	11495181 0 0 0 3265001325 0 797317 0 
+	        READ: 12459 12459 0 1943604 3266596084 221 584552 585076 0
+device /dev/md0 mounted on /etc/hosts with fstype ext4
+device /dev/md0 mounted on /dev/termination-log with fstype ext4
+device /dev/md0 mounted on /etc/hostname with fstype ext4
+device /dev/md0 mounted on /etc/resolv.conf with fstype ext4
+device shm mounted on /dev/shm with fstype tmpfs
+device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-cuda-mps-control with fstype ext4
+device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-cuda-mps-server with fstype ext4
+device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-debugdump with fstype ext4
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt
new file mode 100644
index 00000000..b84369a0
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt
@@ -0,0 +1,2 @@
+	bytes:	11495181 0 0 0 3943458669 0 962892 0 
+	        READ: 15070 15070 0 2350920 3945387636 265 704690 705322 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt
new file mode 100644
index 00000000..c83d56c7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:14:09.568+00:00
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt
new file mode 100644
index 00000000..0d162c07
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json
new file mode 100644
index 00000000..11c30084
--- /dev/null
+++ b/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:31:10Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035171447887008",
+                "uid": "4637c9e3-a819-432d-9edb-58a1522564c4"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "29Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "30725539152"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "40Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "40Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "464502aa-adbd-4913-8de9-9cf72fa2e24d",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T03:32:51Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "29Gi",
+                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:14:14Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792034152699023004",
+                "uid": "013a69b1-c398-4e81-a5c5-90edf5da837a"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "20Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen3-8B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "20674967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "36Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "36Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "bbe9937b-9591-4fe5-9cd5-1845592a917d",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-013a69b1",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T03:15:52Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-013a69b1",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "20Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt
new file mode 100644
index 00000000..5d1863d9
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt
@@ -0,0 +1 @@
+interrupted: port-forward outage ~03:43-04:23 UTC; reaper released workers 03:45:24; trainer load 03:39:13->03:43:39 (266 s) is valid
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log
new file mode 100644
index 00000000..246ca3b1
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log
@@ -0,0 +1,38 @@
+2026-10-15T03:39:03.941+00:00	2026-10-15T03:39:03.931120235Z INFO:     127.0.0.1:42054 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T03:39:03.975+00:00	2026-10-15T03:39:03.964551019Z INFO:     10.32.3.1:38928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:04.179+00:00	2026-10-15T03:39:04.169671310Z INFO:     127.0.0.1:42060 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T03:39:04.245+00:00	2026-10-15T03:39:04.236451920Z INFO:     127.0.0.1:42060 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T03:39:04.488+00:00	2026-10-15T03:39:04.478554501Z [API_SERVER] enqueued op=create_model request_id=ddb4615c-4bb0-44b0-92a1-c79e668c7324 model_id=ddb4615c-4bb0-44b0-92a1-c79e668c7324 active_set=Qwen/Qwen3-8B-1
+2026-10-15T03:39:04.489+00:00	2026-10-15T03:39:04.479576649Z INFO:     127.0.0.1:42062 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T03:39:13.977+00:00	2026-10-15T03:39:13.964648602Z INFO:     10.32.3.1:37426 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:14.434+00:00	2026-10-15T03:39:14.425265125Z INFO:     127.0.0.1:55092 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:39:23.976+00:00	2026-10-15T03:39:23.964483470Z INFO:     10.32.3.1:37262 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:33.977+00:00	2026-10-15T03:39:33.964871846Z INFO:     10.32.3.1:58992 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:43.975+00:00	2026-10-15T03:39:43.964576360Z INFO:     10.32.3.1:52666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:53.976+00:00	2026-10-15T03:39:53.964501809Z INFO:     10.32.3.1:52688 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:39:54.635+00:00	2026-10-15T03:39:54.609937412Z INFO:     127.0.0.1:51376 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:40:04.035+00:00	2026-10-15T03:40:03.964991692Z INFO:     10.32.3.1:41216 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:40:13.975+00:00	2026-10-15T03:40:13.963993568Z INFO:     10.32.3.1:53146 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:40:23.977+00:00	2026-10-15T03:40:23.965037340Z INFO:     10.32.3.1:40128 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:40:33.977+00:00	2026-10-15T03:40:33.965609459Z INFO:     10.32.3.1:54704 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:40:43.976+00:00	2026-10-15T03:40:43.965003505Z INFO:     10.32.3.1:40814 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:40:44.810+00:00	2026-10-15T03:40:44.800601117Z INFO:     127.0.0.1:59960 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:40:53.976+00:00	2026-10-15T03:40:53.964698725Z INFO:     10.32.3.1:36634 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:03.977+00:00	2026-10-15T03:41:03.964982471Z INFO:     10.32.3.1:54336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:13.977+00:00	2026-10-15T03:41:13.964439663Z INFO:     10.32.3.1:57996 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:23.977+00:00	2026-10-15T03:41:23.964617258Z INFO:     10.32.3.1:33020 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:25.003+00:00	2026-10-15T03:41:24.994100729Z INFO:     127.0.0.1:60116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:41:33.977+00:00	2026-10-15T03:41:33.964563446Z INFO:     10.32.3.1:39176 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:43.978+00:00	2026-10-15T03:41:43.965156711Z INFO:     10.32.3.1:43750 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:41:53.982+00:00	2026-10-15T03:41:53.964453599Z INFO:     10.32.3.1:43488 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:03.976+00:00	2026-10-15T03:42:03.965028296Z INFO:     10.32.3.1:56500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:13.976+00:00	2026-10-15T03:42:13.964101051Z INFO:     10.32.3.1:32798 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:15.186+00:00	2026-10-15T03:42:15.177104960Z INFO:     127.0.0.1:42622 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:42:23.976+00:00	2026-10-15T03:42:23.964020928Z INFO:     10.32.3.1:56208 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:33.976+00:00	2026-10-15T03:42:33.964949522Z INFO:     10.32.3.1:49210 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:43.975+00:00	2026-10-15T03:42:43.964068045Z INFO:     10.32.3.1:54612 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:42:53.977+00:00	2026-10-15T03:42:53.964413969Z INFO:     10.32.3.1:43698 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:43:03.976+00:00	2026-10-15T03:43:03.964619748Z INFO:     10.32.3.1:44292 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:43:05.369+00:00	2026-10-15T03:43:05.359540334Z INFO:     127.0.0.1:46534 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T03:43:13.978+00:00	2026-10-15T03:43:13.964574300Z INFO:     10.32.3.1:53490 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T03:48:57.227+00:00	error: http2: client connection lost
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl
new file mode 100644
index 00000000..501cd45a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl
@@ -0,0 +1,4 @@
+{"ts": "2026-10-15T03:39:03.686+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T03:39:03.686+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T03:48:18.935+00:00", "t": 555.249, "phase": "create_model.done", "model_id": "ddb4615c-4bb0-44b0-92a1-c79e668c7324"}
+{"ts": "2026-10-15T03:48:21.731+00:00", "t": 558.046, "phase": "forward_backward.start"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log
new file mode 100644
index 00000000..a12eda14
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log
@@ -0,0 +1,6 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]  555.249s create_model.done {'model_id': 'ddb4615c-4bb0-44b0-92a1-c79e668c7324'}
+[cold-start]  558.046s forward_backward.start 
+Retrying request self.request_id='fc48f953-c5c6-4169-b997-c905ba50b668' because of try_again
+EXIT=143
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt
new file mode 100644
index 00000000..a3312864
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:27:09.940+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json
new file mode 100644
index 00000000..d1cfc5a9
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json
@@ -0,0 +1,401 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:31:11Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071080495023",
+                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:31:11Z",
+            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:31:11Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96671460e727",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071245135014",
+                "uid": "8acbbf2e-49f9-4202-949a-77c580789a9a"
+            },
+            "reason": "Scheduled",
+            "reportingComponent": "default-scheduler",
+            "reportingInstance": "",
+            "source": {
+                "component": "default-scheduler"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:31:15Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071201999023",
+                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:31:15Z",
+            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:31:15Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de9668063dcb02",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035075278831019",
+                "uid": "6912eb66-4b94-4b18-a74e-ab327aeddb23"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
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+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e36f0cbc2",
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+            "message": "Container created",
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+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e3778892c",
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+            },
+            "type": "Normal"
+        },
+        {
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+            "firstTimestamp": "2026-10-15T03:32:50Z",
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+            "message": "Container started",
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+            "source": {
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+                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
+            },
+            "type": "Normal"
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+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:38:15Z",
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+            "message": "Stopping container worker",
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+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96c9e6a9a8f5",
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+                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
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+            "type": "Normal"
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+            "message": "Stopping container worker",
+            "metadata": {
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+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96c9ee8c225c",
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+            "type": "Normal"
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+        {
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+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:39:04Z",
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+                "kind": "Pod",
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+            "lastTimestamp": "2026-10-15T03:39:04Z",
+            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:39:04Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d55baf7ea2",
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+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:39:08Z",
+            "involvedObject": {
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+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
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+                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
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+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:39:08Z",
+            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:39:08Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d6291f5cc5",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035548309503024",
+                "uid": "0ad1918b-487b-45d0-95f6-90606fb0f996"
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+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
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+            "firstTimestamp": "2026-10-15T03:39:08Z",
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+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:39:08Z",
+            "message": "Container created",
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+                "creationTimestamp": "2026-10-15T03:39:08Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d629aa8317",
+                "namespace": "openrl-system",
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+                "uid": "a146313b-77f3-450f-9b9d-6d0b1f04c6cf"
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+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
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+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:39:08Z",
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+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
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+                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
+            },
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+            "lastTimestamp": "2026-10-15T03:39:08Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:39:08Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d62f39a7f5",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035548412447000",
+                "uid": "fcf01033-06e2-4cbd-a2c7-51bf347ddf42"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
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+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
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+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:45:24Z",
+            "involvedObject": {
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+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
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+                "resourceVersion": "1792035544844159006",
+                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:45:24Z",
+            "message": "Stopping container worker",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:45:24Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de972dcf359e7a",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035924784175002",
+                "uid": "b8207d84-11ad-4a25-867c-7be9b78ba580"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json
new file mode 100644
index 00000000..f940f10c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json
new file mode 100644
index 00000000..f940f10c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt
new file mode 100644
index 00000000..d3c42940
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   25h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   25h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json
new file mode 100644
index 00000000..5bfc412e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json
@@ -0,0 +1,5980 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:18:38Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-kpp7j",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945505996447017",
+    "uid": "7e2ac944-3783-438d-bb90-7a2f0c0c3b4b"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-tuqu"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
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+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log
new file mode 100644
index 00000000..74402189
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log
@@ -0,0 +1,1001 @@
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+2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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+2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:05.614+00:00	2026-10-15T03:49:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:06.622+00:00	2026-10-15T03:49:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:07.626+00:00	2026-10-15T03:49:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:08.631+00:00	2026-10-15T03:49:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:09.637+00:00	2026-10-15T03:49:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:10.643+00:00	2026-10-15T03:49:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:11.646+00:00	2026-10-15T03:49:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:12.651+00:00	2026-10-15T03:49:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:13.657+00:00	2026-10-15T03:49:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:14.661+00:00	2026-10-15T03:49:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:15.666+00:00	2026-10-15T03:49:15Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:16.671+00:00	2026-10-15T03:49:16Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T03:49:17.676+00:00	2026-10-15T03:49:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T04:05:57.232+00:00	E1014 21:05:57.231723    5403 v2.go:150] "Unhandled Error" err="next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer"
+2026-10-15T04:05:57.233+00:00	E1014 21:05:57.231748    5403 v2.go:167] "Unhandled Error" err="next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer"
+2026-10-15T04:05:57.234+00:00	error: error reading from error stream: next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log
new file mode 100644
index 00000000..30f82985
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log
@@ -0,0 +1,36 @@
+watching; recorders [5401, 5402, 5404, 5406, 5408, 5403, 5405, 5407] write into runs/2026-10-15_cold_start/D-8b-h100-cached
+collected 0 worker log(s) into runs/2026-10-15_cold_start/D-8b-h100-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | unmeasured |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | unmeasured |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | unmeasured |
+| container create | trainer.event_Pulled | trainer.container_started | unmeasured |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | unmeasured |
+| weights load | trainer.load_start | trainer.load_done | unmeasured |
+| ready key | trainer.load_done | trainer.ready_key | unmeasured |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 555.2 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | unmeasured |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | unmeasured |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | unmeasured |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | unmeasured |
+| container create | sampler.event_Pulled | sampler.container_started | unmeasured |
+| process start to first log | sampler.container_started | sampler.process_first_log | unmeasured |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | unmeasured |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | unmeasured |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | unmeasured |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | unmeasured |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | unmeasured |
+| ready key | sampler.engine_init_done | sampler.ready_key | unmeasured |
+| client: first sample blocked | client.sample.start | client.sample.done | unmeasured |
+
+DONE=0
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log
new file mode 100644
index 00000000..8a48c226
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T03:39:04.606+00:00	2026-10-15T03:39:04.595116714Z {"level":"info","ts":"2026-10-15T03:39:04Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"991ac44f-13dc-4b3b-88a3-ea3017a1451b","claim":"claim-lora-qwen-qwen3-8b-0-trainer-f4ace73f","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T03:48:27.398+00:00	error: read tcp 192.168.1.37:57571->136.116.158.163:443: read: connection reset by peer
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json
new file mode 100644
index 00000000..66e85a7f
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json
@@ -0,0 +1,26 @@
+{
+ "case": "D-8b-h100-cached",
+ "collected": "2026-10-15T04:27:13.680+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 03:39:03.686000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 03:39:03.686000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 03:48:18.935000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "ddb4615c-4bb0-44b0-92a1-c79e668c7324"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 03:48:21.731000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {}
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.md b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.md
new file mode 100644
index 00000000..46774e8d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.md
@@ -0,0 +1,54 @@
+# Cold start timeline: D-8b-h100-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T03:39:03.686+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer
+
+no worker observed
+
+## sampler
+
+no worker observed
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 03:39:03.686 | 0.0 |
+| client.create_model.start | 03:39:03.686 | 0.0 |
+| client.create_model.done | 03:48:18.935 | 555.2 |
+| client.forward_backward.start | 03:48:21.731 | 558.0 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | unmeasured |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | unmeasured |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | unmeasured |
+| container create | trainer.event_Pulled | trainer.container_started | unmeasured |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | unmeasured |
+| weights load | trainer.load_start | trainer.load_done | unmeasured |
+| ready key | trainer.load_done | trainer.ready_key | unmeasured |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 555.2 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | unmeasured |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | unmeasured |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | unmeasured |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | unmeasured |
+| container create | sampler.event_Pulled | sampler.container_started | unmeasured |
+| process start to first log | sampler.container_started | sampler.process_first_log | unmeasured |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | unmeasured |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | unmeasured |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | unmeasured |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | unmeasured |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | unmeasured |
+| ready key | sampler.engine_init_done | sampler.ready_key | unmeasured |
+| client: first sample blocked | client.sample.start | client.sample.done | unmeasured |
+
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt
new file mode 100644
index 00000000..722e1311
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T03:38:59.461+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt
new file mode 100644
index 00000000..0d162c07
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json
new file mode 100644
index 00000000..6da8d279
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json
@@ -0,0 +1,8 @@
+{
+    "apiVersion": "v1",
+    "items": [],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log
new file mode 100644
index 00000000..1024f918
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log
@@ -0,0 +1,35 @@
+watching; recorders [8878, 8879, 8881, 8883, 8885, 8880, 8882, 8884] write into runs/2026-10-15_cold_start/D-8b-h100-cached
+collected 2 worker log(s) into runs/2026-10-15_cold_start/D-8b-h100-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.4 |
+| weights load | trainer.load_start | trainer.load_done | 39.9 |
+| ready key | trainer.load_done | trainer.ready_key | -0.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 52.2 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.3 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.1 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.7 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.5 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.4 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
+| client: first sample blocked | client.sample.start | client.sample.done | 120.7 |
+
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log
new file mode 100644
index 00000000..b2279560
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log
@@ -0,0 +1,36 @@
+2026-10-15T04:28:48.050+00:00	2026-10-15T04:28:48.048635307Z INFO:     127.0.0.1:39700 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T04:28:48.286+00:00	2026-10-15T04:28:48.286095440Z INFO:     127.0.0.1:39712 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T04:28:48.355+00:00	2026-10-15T04:28:48.350028924Z INFO:     127.0.0.1:39712 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T04:28:48.592+00:00	2026-10-15T04:28:48.593057216Z [API_SERVER] enqueued op=create_model request_id=db28c229-9bd6-4845-bd41-edb2e3018375 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
+2026-10-15T04:28:48.594+00:00	2026-10-15T04:28:48.593584627Z INFO:     127.0.0.1:39714 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T04:28:53.965+00:00	2026-10-15T04:28:53.964292215Z INFO:     10.32.3.1:47308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:28:58.571+00:00	2026-10-15T04:28:58.568532635Z INFO:     127.0.0.1:59700 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:29:03.967+00:00	2026-10-15T04:29:03.965572350Z INFO:     10.32.3.1:49272 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:29:13.967+00:00	2026-10-15T04:29:13.965469203Z INFO:     10.32.3.1:53736 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:29:23.972+00:00	2026-10-15T04:29:23.965165004Z INFO:     10.32.3.1:57264 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:29:33.967+00:00	2026-10-15T04:29:33.965503320Z INFO:     10.32.3.1:41922 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:29:38.739+00:00	2026-10-15T04:29:38.738456425Z INFO:     127.0.0.1:58346 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:29:40.123+00:00	2026-10-15T04:29:40.120084777Z INFO:     127.0.0.1:58376 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T04:29:42.785+00:00	2026-10-15T04:29:42.783707482Z [API_SERVER] enqueued op=forward_backward request_id=5827dd5b-d046-465a-9f51-a4c5fb10be88 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
+2026-10-15T04:29:42.786+00:00	2026-10-15T04:29:42.784716161Z INFO:     127.0.0.1:58376 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T04:29:43.964+00:00	2026-10-15T04:29:43.964611788Z INFO:     10.32.3.1:36414 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:29:45.701+00:00	2026-10-15T04:29:45.690175181Z [API_SERVER] enqueued op=optim_step request_id=0bd1fc1f-9862-42b8-87a3-bb2b38d15a08 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
+2026-10-15T04:29:45.707+00:00	2026-10-15T04:29:45.690965153Z INFO:     127.0.0.1:58376 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T04:29:47.841+00:00	2026-10-15T04:29:47.840662196Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=bb1b8120-ce82-4ed2-8a6c-e0803b9cdc65 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
+2026-10-15T04:29:47.841+00:00	2026-10-15T04:29:47.841190565Z INFO:     127.0.0.1:58376 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T04:29:49.846+00:00	2026-10-15T04:29:49.845879451Z INFO:     127.0.0.1:35416 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T04:29:53.966+00:00	2026-10-15T04:29:53.965198781Z INFO:     10.32.3.1:35352 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:03.968+00:00	2026-10-15T04:30:03.966186951Z INFO:     10.32.3.1:35492 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:13.967+00:00	2026-10-15T04:30:13.965413981Z INFO:     10.32.3.1:42874 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:23.995+00:00	2026-10-15T04:30:23.965280850Z INFO:     10.32.3.1:52978 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:33.965+00:00	2026-10-15T04:30:33.964533329Z INFO:     10.32.3.1:52066 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:38.938+00:00	2026-10-15T04:30:38.922489978Z INFO:     127.0.0.1:36472 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:30:43.967+00:00	2026-10-15T04:30:43.965005983Z INFO:     10.32.3.1:41578 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:30:53.966+00:00	2026-10-15T04:30:53.964647584Z INFO:     10.32.3.1:37766 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:03.966+00:00	2026-10-15T04:31:03.964948698Z INFO:     10.32.3.1:52962 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:13.967+00:00	2026-10-15T04:31:13.964286630Z INFO:     10.32.3.1:39666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:23.967+00:00	2026-10-15T04:31:23.965294376Z INFO:     10.32.3.1:35434 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:29.132+00:00	2026-10-15T04:31:29.129760597Z INFO:     127.0.0.1:44156 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:31:33.966+00:00	2026-10-15T04:31:33.965082373Z INFO:     10.32.3.1:36136 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:43.967+00:00	2026-10-15T04:31:43.964688954Z INFO:     10.32.3.1:47940 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:31:53.966+00:00	2026-10-15T04:31:53.964597059Z INFO:     10.32.3.1:57990 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl
new file mode 100644
index 00000000..7a8c61f7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T04:28:47.756+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T04:28:47.756+00:00", "t": 0.0, "phase": "create_model.start"}
+{"ts": "2026-10-15T04:29:39.925+00:00", "t": 52.169, "phase": "create_model.done", "model_id": "db28c229-9bd6-4845-bd41-edb2e3018375"}
+{"ts": "2026-10-15T04:29:42.710+00:00", "t": 54.955, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T04:29:45.623+00:00", "t": 57.867, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T04:29:47.732+00:00", "t": 59.976, "phase": "optim_step.done"}
+{"ts": "2026-10-15T04:29:47.733+00:00", "t": 59.977, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T04:29:49.654+00:00", "t": 61.898, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T04:29:49.657+00:00", "t": 61.901, "phase": "sample.start"}
+{"ts": "2026-10-15T04:31:50.315+00:00", "t": 182.559, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
+{"ts": "2026-10-15T04:31:50.316+00:00", "t": 182.56, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log
new file mode 100644
index 00000000..7c7e9887
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.000s create_model.start 
+[cold-start]   52.169s create_model.done {'model_id': 'db28c229-9bd6-4845-bd41-edb2e3018375'}
+[cold-start]   54.955s forward_backward.start 
+[cold-start]   57.867s forward_backward.done 
+[cold-start]   59.976s optim_step.done 
+[cold-start]   59.977s save_weights_and_get_sampling_client.start 
+[cold-start]   61.898s save_weights_and_get_sampling_client.done 
+[cold-start]   61.901s sample.start 
+[cold-start]  182.559s sample.done {'text': ' 4\n\nQuestion: What is '}
+[cold-start]  182.560s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt
new file mode 100644
index 00000000..446608ec
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:31:50.787+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json
new file mode 100644
index 00000000..6386b858
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json
@@ -0,0 +1,661 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:31:11Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071080495023",
+                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:31:11Z",
+            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:31:11Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96671460e727",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071245135014",
+                "uid": "8acbbf2e-49f9-4202-949a-77c580789a9a"
+            },
+            "reason": "Scheduled",
+            "reportingComponent": "default-scheduler",
+            "reportingInstance": "",
+            "source": {
+                "component": "default-scheduler"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:31:15Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071201999023",
+                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:31:15Z",
+            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:31:15Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de9668063dcb02",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035075278831019",
+                "uid": "6912eb66-4b94-4b18-a74e-ab327aeddb23"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T03:32:50Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{worker}",
+                "kind": "Pod",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035071201999023",
+                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T03:32:50Z",
+            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m35.306s (1m35.306s including waiting). Image size: 7123551739 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T03:32:50Z",
+                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e36f0cbc2",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792035170612415015",
+                "uid": "8591c4e1-a15e-4174-ad4a-fd97a845ccf1"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
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+}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
new file mode 100644
index 00000000..3a77965e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
@@ -0,0 +1,223 @@
+2026-10-15T04:29:59.120383793Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:30:07.125364996Z INFO 10-15 04:30:07 [model.py:692] Resolved architecture: Qwen3ForCausalLM
+2026-10-15T04:30:07.125609457Z INFO 10-15 04:30:07 [model.py:2030] Using max model len 8192
+2026-10-15T04:30:07.127331114Z INFO 10-15 04:30:07 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
+2026-10-15T04:30:07.128167407Z INFO 10-15 04:30:07 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T04:30:09.663951222Z WARNING 10-15 04:30:09 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T04:30:16.823040941Z (EngineCore pid=169) INFO 10-15 04:30:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T04:30:17.164644024Z (EngineCore pid=169) INFO 10-15 04:30:17 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_340dc35f3b0242e2bdbc2b172fcc048b backend=nccl
+2026-10-15T04:30:17.168650276Z (EngineCore pid=169) INFO 10-15 04:30:17 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T04:30:17.168683746Z (EngineCore pid=169) INFO 10-15 04:30:17 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T04:30:17.937691413Z (EngineCore pid=169) INFO 10-15 04:30:17 [model_runner.py:396] Loading model from scratch...
+2026-10-15T04:30:18.521439941Z (EngineCore pid=169) INFO 10-15 04:30:18 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T04:30:18.521753371Z (EngineCore pid=169) INFO 10-15 04:30:18 [flash_attn.py:1116] Using FlashAttention version 3
+2026-10-15T04:30:18.637928137Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T04:30:18.638073197Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T04:30:18.941812484Z (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
+2026-10-15T04:30:18.941839205Z (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T04:30:18.942611568Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:   0% Completed | 0/5 [00:00<?, ?it/s]
+2026-10-15T04:30:21.958357327Z (EngineCore pid=169) INFO 10-15 04:30:21 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/5)
+2026-10-15T04:30:25.532852375Z (EngineCore pid=169) INFO 10-15 04:30:25 [weight_utils.py:829] Prefetching checkpoint files: 20% (2/5)
+2026-10-15T04:30:26.432669672Z (EngineCore pid=169) INFO 10-15 04:30:26 [weight_utils.py:829] Prefetching checkpoint files: 30% (3/5)
+2026-10-15T04:30:26.471739074Z (EngineCore pid=169) INFO 10-15 04:30:26 [weight_utils.py:829] Prefetching checkpoint files: 40% (4/5)
+2026-10-15T04:30:29.751253445Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  20% Completed | 1/5 [00:10<00:43, 10.81s/it]
+2026-10-15T04:30:29.757710052Z (EngineCore pid=169) INFO 10-15 04:30:29 [weight_utils.py:829] Prefetching checkpoint files: 50% (5/5)
+2026-10-15T04:30:29.820556669Z (EngineCore pid=169) INFO 10-15 04:30:29 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 10.88s
+2026-10-15T04:30:30.332753997Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  40% Completed | 2/5 [00:11<00:14,  4.79s/it]
+2026-10-15T04:30:30.856990431Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  60% Completed | 3/5 [00:11<00:05,  2.84s/it]
+2026-10-15T04:30:31.286383773Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  80% Completed | 4/5 [00:12<00:01,  1.89s/it]
+2026-10-15T04:30:31.458932384Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:12<00:00,  1.27s/it]
+2026-10-15T04:30:31.458964216Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:12<00:00,  2.50s/it]
+2026-10-15T04:30:31.458966993Z (EngineCore pid=169) 
+2026-10-15T04:30:31.464946633Z (EngineCore pid=169) INFO 10-15 04:30:31 [default_loader.py:430] Loading weights took 12.53 seconds
+2026-10-15T04:30:31.498463928Z (EngineCore pid=169) INFO 10-15 04:30:31 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T04:30:32.103943500Z (EngineCore pid=169) INFO 10-15 04:30:32 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.439416 seconds
+2026-10-15T04:30:32.109725702Z (EngineCore pid=169) INFO 10-15 04:30:32 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T04:30:32.110496737Z (EngineCore pid=169) INFO 10-15 04:30:32 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T04:30:44.652211772Z (EngineCore pid=169) INFO 10-15 04:30:44 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T04:30:44.652565384Z (EngineCore pid=169) INFO 10-15 04:30:44 [backends.py:1155] Dynamo bytecode transform time: 11.52 s
+2026-10-15T04:31:03.507756339Z (EngineCore pid=169) INFO 10-15 04:31:03 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.60 s
+2026-10-15T04:31:08.840151288Z (EngineCore pid=169) INFO 10-15 04:31:08 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
+2026-10-15T04:31:08.896740196Z (EngineCore pid=169) INFO 10-15 04:31:08 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
+2026-10-15T04:31:08.896773511Z (EngineCore pid=169) INFO 10-15 04:31:08 [monitor.py:53] torch.compile took 35.76 s in total
+2026-10-15T04:31:08.898078279Z (EngineCore pid=169) WARNING 10-15 04:31:08 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T04:31:10.778388829Z (EngineCore pid=169) INFO 10-15 04:31:10 [monitor.py:81] Initial profiling/warmup run took 1.88 s
+2026-10-15T04:31:28.647970644Z (EngineCore pid=169) 
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+2026-10-15T04:31:28.760279468Z (EngineCore pid=169) 
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+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 17.86it/s]
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+2026-10-15T04:31:29.315428007Z (EngineCore pid=169) INFO 10-15 04:31:29 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
+2026-10-15T04:31:29.941703479Z (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
+2026-10-15T04:31:29.942505442Z (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T04:31:29.943661473Z (EngineCore pid=169) INFO 10-15 04:31:29 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
+2026-10-15T04:31:29.977817349Z (EngineCore pid=169) INFO 10-15 04:31:29 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T04:31:29.977848355Z (EngineCore pid=169) INFO 10-15 04:31:29 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T04:31:30.276340350Z (EngineCore pid=169) INFO 10-15 04:31:30 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
+2026-10-15T04:31:30.276390176Z (EngineCore pid=169) 2026-10-15 04:31:30,276 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
+2026-10-15T04:31:30.277185077Z (EngineCore pid=169) INFO 10-15 04:31:30 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
+2026-10-15T04:31:30.440062883Z (EngineCore pid=169) 2026-10-15 04:31:30,439 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
+2026-10-15T04:31:30.444155193Z (EngineCore pid=169) 2026-10-15 04:31:30,444 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
+2026-10-15T04:31:43.081375412Z (EngineCore pid=169) 
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+Capturing CUDA graphs (FULL):  97%|█████████▋| 68/70 [00:03<00:00, 18.28it/s]
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+2026-10-15T04:31:47.456153126Z (EngineCore pid=169) INFO 10-15 04:31:47 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
+2026-10-15T04:31:47.456190554Z (EngineCore pid=169) INFO 10-15 04:31:47 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
+2026-10-15T04:31:47.456215390Z (EngineCore pid=169) INFO 10-15 04:31:47 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
+2026-10-15T04:31:47.861531760Z (EngineCore pid=169) INFO 10-15 04:31:47 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T04:31:48.438163536Z (EngineCore pid=169) INFO 10-15 04:31:48 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T04:31:48.438271111Z (EngineCore pid=169) INFO 10-15 04:31:48 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.33 s (compilation: 35.76 s)
+2026-10-15T04:31:49.270178479Z (EngineCore pid=169) WARNING 10-15 04:31:49 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:31:49.271398725Z (EngineCore pid=169) INFO 10-15 04:31:49 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T04:31:49.271413329Z WARNING 10-15 04:31:49 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:31:49.302404698Z WARNING 10-15 04:31:49 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T04:31:49.302420308Z WARNING 10-15 04:31:49 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
new file mode 100644
index 00000000..ebb27fb7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
@@ -0,0 +1,166 @@
+2026-10-15T04:28:57.210385406Z 
+2026-10-15T04:28:57.210436719Z ==================================================
+2026-10-15T04:28:57.210440519Z       Open-RL PyTorch Training Worker
+2026-10-15T04:28:57.210441569Z ==================================================
+2026-10-15T04:28:57.210442904Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T04:28:57.227937676Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T04:28:57.227957423Z 
+2026-10-15T04:28:57.431621575Z Loading base model Qwen/Qwen3-8B to cuda:0...
+2026-10-15T04:28:57.548837029Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:29:37.083323739Z 
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+2026-10-15T04:29:37.342144876Z Successfully loaded.
+2026-10-15T04:29:37.343864704Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
+2026-10-15T04:29:37.349436353Z 
+2026-10-15T04:29:37.349536185Z [TRAINING REQUESTS] Popped 1 requests for model: ddb4615c-4bb0-44b0-92a1-c79e668c7324: forward_backward:fc48f953-c5c6-4169-b997-c905ba50b668
+2026-10-15T04:29:37.351351994Z Traceback (most recent call last):
+2026-10-15T04:29:37.351517529Z   File "/app/src/server/training_requests_processor.py", line 301, in handle_request
+2026-10-15T04:29:37.351521625Z     result = await self.dispatch_operation(command)
+2026-10-15T04:29:37.351523427Z              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+2026-10-15T04:29:37.351524669Z   File "/app/src/server/training_requests_processor.py", line 336, in dispatch_operation
+2026-10-15T04:29:37.351526917Z     result = await asyncio.to_thread(
+2026-10-15T04:29:37.351528184Z              ^^^^^^^^^^^^^^^^^^^^^^^^
+2026-10-15T04:29:37.351530219Z   File "/root/.local/share/uv/python/cpython-3.12.15-linux-x86_64-gnu/lib/python3.12/asyncio/threads.py", line 25, in to_thread
+2026-10-15T04:29:37.351531477Z     return await loop.run_in_executor(None, func_call)
+2026-10-15T04:29:37.351532594Z            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+2026-10-15T04:29:37.352559995Z   File "/root/.local/share/uv/python/cpython-3.12.15-linux-x86_64-gnu/lib/python3.12/concurrent/futures/thread.py", line 59, in run
+2026-10-15T04:29:37.352563685Z     result = self.fn(*self.args, **self.kwargs)
+2026-10-15T04:29:37.352564888Z              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+2026-10-15T04:29:37.352577268Z   File "/app/src/training/lora_trainer_worker.py", line 279, in forward_backward
+2026-10-15T04:29:37.352579801Z     assert self.peft_model is not None, "Model must be loaded first."
+2026-10-15T04:29:37.352581495Z            ^^^^^^^^^^^^^^^^^^^^^^^^^^^
+2026-10-15T04:29:37.352582754Z AssertionError: Model must be loaded first.
+2026-10-15T04:29:37.355418513Z 
+2026-10-15T04:29:37.355423431Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: create_model:db28c229-9bd6-4845-bd41-edb2e3018375
+2026-10-15T04:29:37.355611574Z Base model Qwen/Qwen3-8B already loaded.
+2026-10-15T04:29:37.355641209Z Creating LoRA adapter 'db28c229-9bd6-4845-bd41-edb2e3018375'...
+2026-10-15T04:29:37.887617791Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T04:29:37.892776423Z LoRA adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' created and set to active.
+2026-10-15T04:29:39.838464453Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
+2026-10-15T04:29:42.784410481Z 
+2026-10-15T04:29:42.784453361Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: forward_backward:5827dd5b-d046-465a-9f51-a4c5fb10be88
+2026-10-15T04:29:45.690227303Z 
+2026-10-15T04:29:45.690270181Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: optim_step:0bd1fc1f-9862-42b8-87a3-bb2b38d15a08
+2026-10-15T04:29:45.699189204Z Initializing AdamW optimizer for 'db28c229-9bd6-4845-bd41-edb2e3018375' with lr=0.0001
+2026-10-15T04:29:47.649407077Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
+2026-10-15T04:29:47.841118145Z 
+2026-10-15T04:29:47.841154779Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: save_weights_for_sampler:bb1b8120-ce82-4ed2-8a6c-e0803b9cdc65
+2026-10-15T04:29:49.607370190Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json
new file mode 100644
index 00000000..ed0b21ba
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json
@@ -0,0 +1,194 @@
+{
+ "read_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "project_id": "cdrollouts-sunilarora"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:32:00Z",
+       "endTime": "2026-10-15T04:32:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:31:00Z",
+       "endTime": "2026-10-15T04:31:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:30:00Z",
+       "endTime": "2026-10-15T04:30:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:29:00Z",
+       "endTime": "2026-10-15T04:29:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:28:00Z",
+       "endTime": "2026-10-15T04:28:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ },
+ "read_ops_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_ops_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "location": "us-central1-b",
+      "project_id": "cdrollouts-sunilarora"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:31:00Z",
+       "endTime": "2026-10-15T04:31:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:30:00Z",
+       "endTime": "2026-10-15T04:30:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:29:00Z",
+       "endTime": "2026-10-15T04:29:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:28:00Z",
+       "endTime": "2026-10-15T04:28:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "{operation}/s"
+ },
+ "write_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/write_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:31:00Z",
+       "endTime": "2026-10-15T04:31:00Z"
+      },
+      "value": {
+       "doubleValue": 5166853.966666667
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:30:00Z",
+       "endTime": "2026-10-15T04:30:00Z"
+      },
+      "value": {
+       "doubleValue": 3578993.5
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:29:00Z",
+       "endTime": "2026-10-15T04:29:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:28:00Z",
+       "endTime": "2026-10-15T04:28:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.md b/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.md
new file mode 100644
index 00000000..a16bc49f
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.md
@@ -0,0 +1,7 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T04:28:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:29:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:30:00Z | 0.0 | 0 | 3.4 |
+| 2026-10-15T04:31:00Z | 0.0 | 0 | 4.9 |
+| 2026-10-15T04:32:00Z | 0.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json
new file mode 100644
index 00000000..f940f10c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json
new file mode 100644
index 00000000..f940f10c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json
@@ -0,0 +1,50 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt
new file mode 100644
index 00000000..685e8973
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json
new file mode 100644
index 00000000..86b1422e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
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+           "key": "metadata.name",
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+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
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+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
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+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
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+    },
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+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
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+      "operator": "Exists"
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+        "name": "OPEN_RL_ENABLE_FFT",
+        "value": "true"
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+        "name": "ENABLE_GCP_TRACE",
+        "valueFrom": {
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "REDIS_URL",
+        "value": "redis://redis-service:6379?max_connections=500"
+       },
+       {
+        "name": "BASE_MODEL",
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_TMP_DIR",
+        "value": "/mnt/shared/open-rl"
+       },
+       {
+        "name": "SAMPLING_BACKEND",
+        "value": "vllm"
+       },
+       {
+        "name": "OPEN_RL_WORKER_MANAGER",
+        "value": "scheduler"
+       },
+       {
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+          "fieldPath": "metadata.namespace"
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+        }
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+       {
+        "name": "OPEN_RL_WORKER_IMAGE",
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+          "name": "open-rl-images"
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+        }
+       }
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+        "memory": "1Gi"
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+      "terminationMessagePolicy": "File",
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+        "name": "shared-storage"
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+        "name": "kube-api-access-79xdl",
+        "readOnly": true
+       }
+      ]
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
+    "preemptionPolicy": "PreemptLowerPriority",
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+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
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+    "serviceAccountName": "open-rl-sa",
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+        "name": "kube-api-access-79xdl",
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+        "recursiveReadOnly": "Disabled"
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+    "phase": "Running",
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+  {
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+    "generateName": "open-rl-scheduler-7cf9d4bc47-",
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+     "topology.kubernetes.io/zone": "us-central1-b"
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+    "name": "open-rl-scheduler-7cf9d4bc47-jtsrl",
+    "namespace": "openrl-system",
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+      "kind": "ReplicaSet",
+      "name": "open-rl-scheduler-7cf9d4bc47",
+      "uid": "d943141e-ff09-4f94-9b1b-870d28c23dd0"
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+    "resourceVersion": "1791941144533087007",
+    "uid": "56193bb8-a36c-4ad7-81b5-ff1d7c2ef0ba"
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+       "--health-probe-bind-address=:8081",
+       "--metrics-bind-address=:8080"
+      ],
+      "env": [
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+        "name": "OPEN_RL_PLACEMENT_TIMEOUT",
+        "value": "0"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
+        "valueFrom": {
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+          "fieldPath": "metadata.namespace"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_RECONCILE_INTERVAL",
+        "value": "10s"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_CLASS",
+        "value": "gpu.nvidia.com"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_DRIVER",
+        "value": "gpu.nvidia.com"
+       }
+      ],
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+      "name": "manager",
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+        "name": "metrics",
+        "protocol": "TCP"
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+        "scheme": "HTTP"
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+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+       "requests": {
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+        "memory": "128Mi"
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+      "securityContext": {
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+       "capabilities": {
+        "drop": [
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+        ]
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+       "readOnlyRootFilesystem": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
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+        "name": "kube-api-access-kwbhw",
+        "readOnly": true
+       }
+      ]
+     }
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {
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+    },
+    "serviceAccount": "open-rl-sa",
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+        {
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+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-20T07:24:14Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://8b934ecb0fae9981de1fe2f716a013d5087d23c5b680e09822db36102b76b09d",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-20T07:24:25Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-bkd68",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.194",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.194",
+    "podIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-20T07:24:14Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-09-30T18:57:25Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-lgbqp",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1790794650142511011",
+    "uid": "8e0ef9ca-5b6e-4ce8-a59e-2bc2167a9904"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log
new file mode 100644
index 00000000..4235b80d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log
@@ -0,0 +1,147 @@
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diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log
new file mode 100644
index 00000000..f36aa39c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T04:28:48.737+00:00	2026-10-15T04:28:48.736460900Z {"level":"info","ts":"2026-10-15T04:28:48Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"9810872f-787e-462c-b16a-dceac5ec5ffa","claim":"claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T04:29:47.974+00:00	2026-10-15T04:29:47.973626989Z {"level":"info","ts":"2026-10-15T04:29:47Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"a0e0e96a-42aa-4961-903d-5120a533b95f","claim":"claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json
new file mode 100644
index 00000000..90585ed3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json
@@ -0,0 +1,267 @@
+{
+ "case": "D-8b-h100-cached",
+ "collected": "2026-10-15T04:32:14.200+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 04:28:47.756000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 04:28:47.756000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 04:29:39.925000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "db28c229-9bd6-4845-bd41-edb2e3018375"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 04:29:42.710000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 04:29:45.623000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 04:29:47.732000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 04:29:47.733000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 04:29:49.654000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 04:29:49.657000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 04:31:50.315000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4\n\nQuestion: What is "
+  },
+  "client.end": {
+   "ts": "2026-10-15 04:31:50.316000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen3-8b-0-sampler",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 04:29:47+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:29:47.960000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 04:29:47.960000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 04:29:47.960000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 04:29:52+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 04:29:48+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 04:29:48+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 04:29:52+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 04:29:52+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 04:29:48+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 04:29:52+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 04:29:48+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 04:29:51+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 04:29:51+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 04:29:52+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 04:29:59.120383+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 04:30:16.823040+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 04:30:17.937691+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:17 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 04:30:18.941839+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 04:30:31.464946+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:31 [default_loader.py:430] Loading weights took 12.53 seconds",
+     "self_reported_s": 12.53
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 04:30:32.103943+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:32 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.439416 seconds",
+     "self_reported_s": 14.439416
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 04:31:08.896773+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:08 [monitor.py:53] torch.compile took 35.76 s in total",
+     "self_reported_s": 35.76
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 04:31:29.315428+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:29 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
+     "self_reported_s": 16.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 04:31:29.941703+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 04:31:48.438271+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:48 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.33 s",
+     "self_reported_s": 76.33
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 04:31:49+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen3-8b-0-trainer",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 04:28:48+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:28:48.508000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 04:28:48.508000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 04:28:48.508000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 04:28:53+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 04:28:48+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 04:28:48+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 04:28:53+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 04:28:53+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 04:28:48+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 04:28:52+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 04:28:48+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 04:28:52+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 04:28:52+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 04:28:52+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 04:28:57.210385+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 04:28:57.431621+00:00",
+     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 04:29:37.342144+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 04:29:37.343864+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 04:29:37+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.md b/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.md
new file mode 100644
index 00000000..f719712d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.md
@@ -0,0 +1,109 @@
+# Cold start timeline: D-8b-h100-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T04:28:47.756+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen3-8b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 04:28:48.000 | 0.2 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 04:28:48.000 | 0.2 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 04:28:48.000 | 0.2 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 04:28:48.000 | 0.2 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 04:28:48.000 | 0.2 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.workload_first_seen_by_poller | 04:28:48.508 | 0.8 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 04:28:48.508 | 0.8 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 04:28:48.508 | 0.8 |  | workloads.tsv poller: status.nodeName set |
+| trainer.container_started | 04:28:52.000 | 4.2 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 04:28:52.000 | 4.2 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" already present on machine and can  |
+| trainer.event_Created | 04:28:52.000 | 4.2 |  | event: Container created |
+| trainer.event_Started | 04:28:52.000 | 4.2 |  | event: Container started |
+| trainer.condition_Placed_True | 04:28:53.000 | 5.2 |  | Workload condition Placed |
+| trainer.pod_Ready | 04:28:53.000 | 5.2 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 04:28:53.000 | 5.2 |  | pod condition ContainersReady |
+| trainer.process_first_log | 04:28:57.210 | 9.5 |  | container log, first line |
+| trainer.load_start | 04:28:57.431 | 9.7 |  | container log: Loading base model Qwen/Qwen3-8B to cuda:0... |
+| trainer.ready_key | 04:29:37.000 | 49.2 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B |
+| trainer.load_done | 04:29:37.342 | 49.6 |  | container log: Successfully loaded. |
+| trainer.processor_started | 04:29:37.343 | 49.6 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1). |
+
+## sampler: `orw-lora-qwen-qwen3-8b-0-sampler` on `gke-open-rl-dra-h100-sampler-a721f127-0853`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 04:29:47.000 | 59.2 |  | Workload creationTimestamp (apiserver) |
+| sampler.workload_first_seen_by_poller | 04:29:47.960 | 60.2 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 04:29:47.960 | 60.2 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 04:29:47.960 | 60.2 |  | workloads.tsv poller: status.nodeName set |
+| sampler.pod_created | 04:29:48.000 | 60.2 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 04:29:48.000 | 60.2 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 04:29:48.000 | 60.2 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 04:29:48.000 | 60.2 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853 |
+| sampler.event_Pulled | 04:29:51.000 | 63.2 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13" already present on machine and can  |
+| sampler.event_Created | 04:29:51.000 | 63.2 |  | event: Container created |
+| sampler.condition_Placed_True | 04:29:52.000 | 64.2 |  | Workload condition Placed |
+| sampler.pod_Ready | 04:29:52.000 | 64.2 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 04:29:52.000 | 64.2 |  | pod condition ContainersReady |
+| sampler.container_started | 04:29:52.000 | 64.2 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Started | 04:29:52.000 | 64.2 |  | event: Container started |
+| sampler.process_first_log | 04:29:59.120 | 71.4 |  | container log, first line |
+| sampler.engine_init_start | 04:30:16.823 | 89.1 |  | container log: (EngineCore pid=169) INFO 10-15 04:30:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 04:30:17.937 | 90.2 |  | container log: (EngineCore pid=169) INFO 10-15 04:30:17 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 04:30:18.941 | 91.2 |  | container log: (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 04:30:31.464 | 103.7 | 12.53 | container log: (EngineCore pid=169) INFO 10-15 04:30:31 [default_loader.py:430] Loading weights took 12.53 seconds |
+| sampler.model_loaded | 04:30:32.103 | 104.3 | 14.439416 | container log: (EngineCore pid=169) INFO 10-15 04:30:32 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.439416 seconds |
+| sampler.compile_done | 04:31:08.896 | 141.1 | 35.76 | container log: (EngineCore pid=169) INFO 10-15 04:31:08 [monitor.py:53] torch.compile took 35.76 s in total |
+| sampler.graphs_captured | 04:31:29.315 | 161.6 | 16.0 | container log: (EngineCore pid=169) INFO 10-15 04:31:29 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB |
+| sampler.kv_cache_sized | 04:31:29.941 | 162.2 |  | container log: (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB |
+| sampler.engine_init_done | 04:31:48.438 | 180.7 | 76.33 | container log: (EngineCore pid=169) INFO 10-15 04:31:48 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.33 s |
+| sampler.ready_key | 04:31:49.000 | 181.2 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 04:28:47.756 | 0.0 |
+| client.create_model.start | 04:28:47.756 | 0.0 |
+| client.create_model.done | 04:29:39.925 | 52.2 |
+| client.forward_backward.start | 04:29:42.710 | 55.0 |
+| client.forward_backward.done | 04:29:45.623 | 57.9 |
+| client.optim_step.done | 04:29:47.732 | 60.0 |
+| client.save_weights_and_get_sampling_client.start | 04:29:47.733 | 60.0 |
+| client.save_weights_and_get_sampling_client.done | 04:29:49.654 | 61.9 |
+| client.sample.start | 04:29:49.657 | 61.9 |
+| client.sample.done | 04:31:50.315 | 182.6 |
+| client.end | 04:31:50.316 | 182.6 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.4 |
+| weights load | trainer.load_start | trainer.load_done | 39.9 |
+| ready key | trainer.load_done | trainer.ready_key | -0.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 52.2 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.3 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.1 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.7 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.5 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.4 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
+| client: first sample blocked | client.sample.start | client.sample.done | 120.7 |
+
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt
new file mode 100644
index 00000000..777815ab
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:28:43.565+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt
new file mode 100644
index 00000000..0d162c07
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json
new file mode 100644
index 00000000..3f3cb447
--- /dev/null
+++ b/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:29:47Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792038592335647008",
+                "uid": "aac5fdd5-1826-49c7-8392-5165024b0a69"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "29Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "30725539152"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "40Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "40Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "64aee2d3-084c-46a4-9c77-df7f6442e580",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:29:52Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "29Gi",
+                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:28:48Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792038533448655004",
+                "uid": "cde28d2b-7497-4559-ae79-2c350558ddd1"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "20Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen3-8B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "20674967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "36Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "36Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "6521caef-db14-4d7b-8477-e644e69919ee",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:28:53Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "20Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/REPORT.md b/runs/2026-10-15_cold_start/REPORT.md
new file mode 100644
index 00000000..ec0ed106
--- /dev/null
+++ b/runs/2026-10-15_cold_start/REPORT.md
@@ -0,0 +1,239 @@
+# Cold start on open-rl-dra, measured
+
+Date: 2026-10-15. Cluster `open-rl-dra` (GKE, us-central1), v0.0.6 bundle with dev
+api-server and worker images. Demo definition, fixed: one LoRA job on a base model
+already in the Hugging Face cache, client on a laptop behind a port-forward, trainer
+and sampler on separate nodes. No node pool was recreated and no storage was added.
+
+This replaces the derived timing table in `docs/briefs/cold-start-options.md`
+section 5 with measurements. Every number below comes from a primary record;
+anything not measured says so.
+
+## 1. How it was measured
+
+- `scripts/cold_start_client.py` runs the demo and stamps each client phase with the
+  laptop clock.
+- `scripts/cold_start_timeline.py watch|collect|timeline` records, per run: the
+  Workload and pod objects (apiserver timestamps), Kubernetes events (kubelet's
+  `Pulled ... in Xs` carries the pull it measured), the worker containers' logs with
+  containerd timestamps (vLLM and the trainer print their own phase timings), the
+  Redis ready keys polled once a second from inside the Redis pod, and the API
+  server and scheduler logs. It joins them into `<case>/timeline.md`.
+- `scripts/cold_start_case.sh` steers placement with the `openrl.io/<role>` node
+  labels, clears the previous workers, and runs one case end to end.
+- NFS client counters (`/proc/self/mountstats`) were sampled inside the worker pods
+  during the 8B loads: bytes, read ops, bytes per op, round-trip time, queue time.
+- `scripts/cold_start_fio.sh` ran fio from an L4 node and an H100 node against real
+  safetensors files on the shared volume.
+- `scripts/cold_start_monitoring.py` pulled Filestore's `read_bytes_count` and
+  `read_ops_count` from Cloud Monitoring for each window.
+- `scripts/cold_start_resident.py` (mincore) checked page-cache residency of the
+  weights inside a pod.
+
+Clocks: apiserver, nodes, the Redis pod and the laptop all agree to within a second
+(container `Started` event versus first log line, and `ready_key` versus the
+worker's own "loaded" line, differ by under 1 s in every run).
+
+## 2. Before the fix: four cases, one run each
+
+Worker image `open-rl-server:agent3-9f8dc13`. "Image cached" means the tag was on the
+node; "cold" means it was not. Seconds.
+
+| Case | Nodes | Total to first sample | create_model blocked | Trainer image pull | Trainer weights load | First sample blocked | Sampler image pull | vLLM weights load | torch.compile | profile + graph capture |
+|---|---|---|---|---|---|---|---|---|---|---|
+| B: Qwen2.5-0.5B, L4, image cached | sr2c / bs96 | **132.0** | 17.6 | 0 (present) | 4.2 | 106.7 | 0 (present) | 3.0 | 31.4 | 26.7 |
+| A: Qwen2.5-0.5B, L4, image cold | lvw8 / 2208 | **471.0** | 186.7 | 168.6 | 4.3 | 277.0 | 168.6 | 3.3 | 31.5 | 26.6 |
+| C: Qwen3-8B, H100, image cold | 1g3a / 0853 | **1350.2** | 1008.6 | 92.5 | **903.5** | 331.4 | 95.3 | 103.6 | 36.9 | 39.3 |
+| D: Qwen3-8B, H100, image cached, rerun of the same nodes | 1g3a / 0853 | **182.6** | 52.2 | 0 (present) | 39.9 | 120.7 | 0 (present) | 13.5 | 37.4 | 39.5 |
+
+Fixed costs seen in every run: placement (Workload to scheduled pod) 0.1 to 1.4 s;
+container create 0 to 1 s; trainer process start to load start 5 to 7 s; sampler
+process start to first log 7 to 12 s, then 18 to 28 s of imports until vLLM's engine
+init line; ready key within 1.5 s of the worker's own "loaded" line.
+
+Sources: `<case>/timeline.md`. Image pull durations are kubelet's own, from the
+`Pulled` event message. `D-8b-h100-cached-interrupted/` is an earlier attempt at D
+whose trainer load (266 s) is valid but whose client was stranded when the laptop's
+port-forward dropped for 40 minutes and the reaper released the workers; the
+numbers above are from the clean rerun.
+
+### 2.1 The largest phase per case
+
+- **0.5B on L4 (A and B):** the sampler's vLLM start: torch.compile (31 s) plus
+  profiling and CUDA graph capture (27 s), 58 s of the 107 s from sampler pod to
+  first sample, with another 39 s of process start and imports before it. The
+  weights are 3 s. On a cold node the two image pulls (169 s each) dwarf everything.
+  The brief's fix for the compile and capture is A3 and A4; not implemented in this
+  round (see section 7).
+- **8B on H100 (C):** the trainer's weights load, 903 s of 1350. The brief's fix for
+  this phase is Group B (new storage), excluded this round. Section 3 shows why a
+  code change removes most of it instead.
+
+## 3. Why the trainer takes 15 minutes to read what vLLM reads in 100 seconds
+
+Both workers in case C read the same 16 GB from the same Filestore Basic HDD
+instance, on nodes with equally cold page caches (both nodes were created the day
+before and had never run this model). From `/proc/self/mountstats` inside each pod:
+
+| Reader | Wall | Bytes from server | NFS READ ops | Bytes per op | Mean RTT per op | Ops in flight (RTT x rate) | Throughput |
+|---|---|---|---|---|---|---|---|
+| Trainer, `transformers.from_pretrained` (mmap) | 903 s | 16.4 GB | 63,031 | 260 KiB | 27.9 ms | about 2 | 10.8 MiB/s (60 s sample: 43.5 ops/s, 46 ms RTT, 0 ms queue, CPU 4 millicores) |
+| Sampler, vLLM 0.30 loader | 102.5 s | 16.4 GB | 19,591 | 846 KiB | 11.0 ms | about 2 | 153 MiB/s |
+
+The trainer's reads are page faults on a memory-mapped file: one request of
+roughly the NFS readahead window at a time, each waiting a full disk round trip,
+with the CPU idle. vLLM 0.30 detects the network filesystem and first streams the
+files into the page cache with 8 threads and 16 MiB reads (its log:
+`Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB`, then
+`Prefetching checkpoint files into page cache started (in background,
+num_threads=8, block_size=16777216 bytes)`), so its mmap afterwards hits memory.
+The difference is concurrency and request size, not the storage.
+
+Two more facts the before-runs established:
+
+- **The node's page cache does not survive the pod.** Inside the case C pods, mincore
+  showed all 15.3 GiB resident. The next trainer pod on the same node (case D, 50 s
+  later) read all 16.4 GB from the server again (mountstats: 15.06 GB after 167 s).
+  Filestore is mounted per pod by the CSI driver and unmounted when the last pod on
+  the node releases it, which drops the cache.
+- **Filestore's server-side cache does matter.** The per-read round trip for the
+  same files fell from 27.9 ms (case C, first read in days) to 5.2 ms (first attempt
+  at D) to 1.15 ms (clean D rerun), and the trainer's serialized load fell from
+  903 s to 266 s to 40 s with no change in its read pattern. A demo repeated on a
+  warm instance is a different measurement from the first run of the day.
+
+## 4. The Filestore hypothesis, tested directly
+
+fio from the nodes, O_DIRECT so the node's page cache does not answer
+(`fio-*/summary.md`).
+
+Against a file read minutes earlier (hot in the server cache), from L4 node lvw8:
+
+| Job | MiB/s | IOPS | Mean latency |
+|---|---|---|---|
+| sequential 1 MiB, one stream | 478.7 | 479 | 2.09 ms |
+| random 4 KiB, one stream | 4.2 | 1,066 | 0.94 ms |
+| sequential 256 KiB, queue depth 1 (the trainer's pattern) | 210.2 | 841 | 1.19 ms |
+| sequential 1 MiB, four streams | 1,775.4 | 1,775 | 2.25 ms |
+
+Against a file not read that day (cold on disk), from H100 node 1g3a:
+
+| Job | MiB/s | IOPS | Mean latency |
+|---|---|---|---|
+| sequential 1 MiB, one stream | 16.2 | 16 | 61.7 ms |
+| random 4 KiB, one stream | 0.1 | 33 | 30.2 ms |
+| sequential 256 KiB, queue depth 1 | 44.8 (partly cached by the previous job) | 179 | 5.6 ms |
+| sequential 1 MiB, four streams | 134.7 | 135 | 29.7 ms |
+
+Answer to the brief's open question: the weights load is **latency-bound, not
+bandwidth-bound and not IOPS-bound**. One stream against cold disk gets 16 MiB/s
+because each request waits 30 to 60 ms; four streams get 135 MiB/s; a hot server
+cache gives 480 MiB/s on one stream and 1.7 GiB/s on four. The "100 MiB/s"
+Basic HDD figure in the brief was never the binding constraint in any run.
+
+**Cloud Monitoring cannot confirm client throughput.** `file.googleapis.com/nfs/server/read_bytes_count`
+showed about 10 MiB/s during the trainer's cold load (matches), 0 during the
+sampler's 153 MiB/s load and during the 1.7 GiB/s fio run (both served from the
+server cache), and 7 to 22 MiB/s during the cold fio run that measured 16 to
+135 MiB/s. The metric appears to count disk-backed reads with coarse sampling. It is
+evidence that cold disk reads happened, not a measure of what clients received.
+
+## 5. The fix
+
+`src/training/prefetch.py`: before `from_pretrained`, read every checkpoint file into
+the page cache with 8 threads and 16 MiB reads, in 256 MiB tasks so large shards
+spread across threads. Automatic on network filesystems when the files fit in 90%
+of available memory, `OPEN_RL_PREFETCH=always|off` to force or disable,
+`OPEN_RL_PREFETCH_THREADS` and `OPEN_RL_PREFETCH_BLOCK_MIB` to tune. Wired into the
+LoRA, FFT and Automodel trainers. This is the mechanism vLLM already uses on the
+sampler side, applied to the trainer.
+
+Also implemented, A6 from the brief: the trainer and sampler ready keys now carry a
+JSON record (`ready_at`, `phases`: process start, prefetch result, load start and
+end; engine build start and end for the sampler), and `GET /api/v1/openrl/models/{id}`
+returns it per worker, so the next slow start can be attributed without logs.
+
+Images: `open-rl-server:coldstart1-dca985a`, `open-rl-api-server:coldstart1-dca985a`
+(commit `053fb8d` on branch `feat/cold-start-measure`). Deployed by patching
+ConfigMap `open-rl-images` and the api-server Deployment; the v0.0.6 bundle is
+otherwise unchanged. The automodel image was not rebuilt.
+
+## 6. After the fix
+
+Worker and api-server images `coldstart1-dca985a`. Same node pairs, same procedure.
+The first run on each pair pulls the new tag (cold image); the next runs find it
+cached. By the time these ran, the Qwen3-8B and Qwen2.5-0.5B files were hot in
+Filestore's server cache (section 3), so the before/after pairs below compare
+against the warm-cache "before" where one exists, and the within-run control is
+the sampler: vLLM's own 8-thread prefetch loads the same files in the same minute.
+
+| Run | Total to first sample | create_model blocked | Trainer weights load (prefetch + mmap) | First sample blocked | vLLM weights load | compile | capture |
+|---|---|---|---|---|---|---|---|
+| after-A1: 0.5B, L4, image cold | 493.7 | 197.1 | 15.0 (prefetch 12.4 s at 76 MiB/s, 4 streams: a 0.92 GiB file splits into four 256 MiB tasks; cold disk) | 289.2 | 2.4 | 31.5 | 26.7 |
+| after-B1: 0.5B, L4, cached | 157.4 | 15.5 | 2.5 (prefetch 0.7 s, 1,341 MiB/s) | 134.6 (32 s of it between pod created and container started, not seen in the other runs) | 2.5 | 31.4 | 26.9 |
+| after-B2: 0.5B, L4, cached | 130.5 | 15.8 | 2.5 | 107.4 | 2.6 | 31.3 | 26.8 |
+| after-C1: 8B, H100, image cold | 329.3 | 111.5 (90 s of it the image pull) | **13.0** (prefetch 9.4 s, 1,666 MiB/s) | 207.9 (90 s pull) | 14.0 | 37.5 | 39.9 |
+| after-D1: 8B, H100, cached | 154.5 | 25.3 | **13.5** | 119.4 | 12.9 | 37.6 | 39.3 |
+| after-D2: 8B, H100, cached | 154.3 | 24.1 | **12.1** | 119.9 | 13.1 | 37.2 | 39.5 |
+| after-E1: gemma-4-e2b 9.54 GiB, H100, trainer only, file cold on disk | n/a | 103.7 | **92.5** (prefetch 85.1 s at 115 MiB/s; 9,809 NFS reads of 1 MiB, mean RTT 119 ms, about 14 in flight) | n/a | n/a | n/a | n/a |
+
+Before and after, the phase the fix targets:
+
+| Comparison | Before | After | Server cache state | Factor |
+|---|---|---|---|---|
+| 8B trainer load, warm server cache | 39.9 s (D) | 12.1, 13.0, 13.5 s (median 13.0) | hot, both | 3.1x |
+| 8B trainer load versus vLLM in the same run | 903.5 s vs 103.6 s (C, cold); 39.9 vs 13.5 (D, hot) | 13.0 vs 14.0 (C1); 13.5 vs 12.9 (D1); 12.1 vs 13.1 (D2) | | trainer now equals the 8-thread loader |
+| Cold-disk read rate in the trainer | 10.8 MiB/s (60 s sample, case C) to 17 MiB/s (whole load) at 260 KiB per read, about 2 in flight | 115 MiB/s (E1) at 1 MiB per read, about 14 in flight | cold, both | 7 to 11x |
+| 8B total to first sample, everything cached | 182.6 s | 154.3, 154.5 s | hot | 1.2x; the rest is vLLM compile + capture (77 s) and startup |
+| 0.5B trainer load, hot | 4.2 s | 2.5 s | hot | the prefetch is 0.7 s; no regression |
+| 0.5B trainer load, cold disk | 4.3 s (file was hot then) | 15.0 s (file cold, 4 streams) | not comparable | see note below |
+
+The 8B cold-disk before (903 s) could not be rerun after the fix because the files
+stayed hot in the server cache; E1 on gemma-4-e2b, read from disk at 119 ms per
+request, is the cold-disk measurement of the fixed path. Projected from E1's rate,
+the case C trainer load would be about 135 s instead of 903 s; measured directly
+only when the cache goes cold again, which this report does not claim.
+
+Not measured three times: the cold-image cases (A, C) ran once each after the fix,
+because the only way to make a node forget the image again is to delete it from
+containerd on the node, which this round did not do. The cached cases ran twice.
+
+**Where the targeted phase did not shrink:** the 0.5B cold-disk load went from 4
+to 15 s. The old path read a hot file in 4 s; the new path read a cold file with
+four streams. The honest statement is that for a 0.92 GiB file the prefetch's
+256 MiB task size leaves half the threads idle; a smaller task size for small
+checkpoints is the obvious follow-up, not measured here.
+
+Side effect worth noting: the sampler's vLLM load fell from 103.6 s (C) to 14 s
+(C1) between the two cold-image 8B runs. That is the server cache warming between
+runs, not the fix; it shows how much the first demo of the day differs from the
+second.
+
+## 7. What this round did not do, with the numbers to decide it
+
+- **A3/A4, the sampler's compile and capture:** 31 to 37 s of torch.compile and 27
+  to 40 s of profiling plus CUDA graph capture on every sampler start, in all eight
+  runs. vLLM writes its compile cache to `/root/.cache/vllm` inside the container,
+  which dies with the pod. For the 0.5B demo this is the largest phase once the
+  image is on the node.
+- **Image pulls:** 169 s per pull on L4 (pd-balanced boot disk), 92 to 95 s on H100
+  (local SSD), measured by kubelet, every time a node lacks the tag; two pulls per
+  cold demo. A2 (pre-pull) and C1 (image streaming) in the brief.
+- **Keeping the page cache across pods** needs the volume to stay mounted on the
+  node (a pod that holds it) or a node-local copy: B2 in the brief.
+- **The reaper during a connectivity drop** ended one measurement run; the client was
+  never told (issues #246, #247; design 016 phase 2).
+
+## 8. What confirms this independently of this work
+
+- kubelet's own pull durations: `kubectl -n openrl-system get events --field-selector reason=Pulled -o custom-columns='T:.firstTimestamp,P:.involvedObject.name,M:.message'`,
+  or after the pods are gone, `gcloud logging read 'logName="projects/cdrollouts-sunilarora/logs/events" AND jsonPayload.reason="Pulled" AND jsonPayload.involvedObject.name:"orw-"' --freshness 1d --format='value(timestamp,jsonPayload.message)'`.
+- vLLM's own lines in the sampler log: `kubectl -n openrl-system logs <sampler pod> | grep -E 'Loading weights took|torch.compile took|Graph capturing finished|init engine'`;
+  the trainer's `[prefetch] done:` and `Successfully loaded.` lines with `--timestamps`.
+- The NFS client counters, which neither OpenRL nor vLLM write: `kubectl -n openrl-system exec <pod> -- grep -A40 /mnt/shared /proc/self/mountstats`
+  (`bytes:` field 5 is bytes read from the server; `READ:` fields are ops, ..., total RTT ms).
+- Cloud Monitoring, for disk-backed reads only: `python3 scripts/cold_start_monitoring.py --start ... --end ... --out /tmp/m`.
+- A stopwatch rehearsal of the demo by someone else, from a fresh terminal:
+  `uv --project examples run python scripts/cold_start_client.py base_model=Qwen/Qwen3-8B out=/tmp/rehearsal.jsonl`,
+  reading `t` in the printed lines; run it once on a node pair that has not run the
+  model that day and once again two minutes later.
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log
new file mode 100644
index 00000000..f8ffab7c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log
@@ -0,0 +1,35 @@
+watching; recorders [12362, 12363, 12365, 12367, 12369, 12364, 12366, 12368] write into runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 172.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 1.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.2 |
+| weights load | trainer.load_start | trainer.load_done | 15.0 |
+| ready key | trainer.load_done | trainer.ready_key | 0.7 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 197.1 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.1 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 186.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 23.2 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 15.2 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.4 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.7 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 289.2 |
+
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log
new file mode 100644
index 00000000..72baa052
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log
@@ -0,0 +1,75 @@
+2026-10-15T04:47:50.759+00:00	2026-10-15T04:47:50.747267827Z INFO:     10.32.3.1:50030 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:47:51.373+00:00	2026-10-15T04:47:51.375072109Z INFO:     127.0.0.1:58948 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T04:47:51.625+00:00	2026-10-15T04:47:51.626679728Z INFO:     127.0.0.1:58962 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T04:47:51.706+00:00	2026-10-15T04:47:51.698589265Z INFO:     127.0.0.1:58962 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T04:47:51.964+00:00	2026-10-15T04:47:51.960105348Z [API_SERVER] enqueued op=create_model request_id=c34fd223-1dd8-443e-850e-68d16b0d897e model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:47:51.965+00:00	2026-10-15T04:47:51.961209781Z INFO:     127.0.0.1:58976 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T04:48:00.748+00:00	2026-10-15T04:48:00.747101104Z INFO:     10.32.3.1:44106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:48:01.881+00:00	2026-10-15T04:48:01.882432111Z INFO:     127.0.0.1:39078 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:48:10.748+00:00	2026-10-15T04:48:10.746655455Z INFO:     10.32.3.1:43406 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:48:20.762+00:00	2026-10-15T04:48:20.747630744Z INFO:     10.32.3.1:50344 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:48:30.750+00:00	2026-10-15T04:48:30.747452523Z INFO:     10.32.3.1:38480 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:48:40.748+00:00	2026-10-15T04:48:40.747887168Z INFO:     10.32.3.1:43688 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:48:42.107+00:00	2026-10-15T04:48:42.108647369Z INFO:     127.0.0.1:44312 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:48:50.747+00:00	2026-10-15T04:48:50.746753362Z INFO:     10.32.3.1:56992 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:00.759+00:00	2026-10-15T04:49:00.748474238Z INFO:     10.32.3.1:51752 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:10.753+00:00	2026-10-15T04:49:10.747254442Z INFO:     10.32.3.1:60438 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:20.748+00:00	2026-10-15T04:49:20.747384062Z INFO:     10.32.3.1:55404 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:30.744+00:00	2026-10-15T04:49:30.748502393Z INFO:     10.32.3.1:51894 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:32.332+00:00	2026-10-15T04:49:32.338576070Z INFO:     127.0.0.1:50908 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:49:40.737+00:00	2026-10-15T04:49:40.746618093Z INFO:     10.32.3.1:59074 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:49:50.742+00:00	2026-10-15T04:49:50.747114846Z INFO:     10.32.3.1:41452 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:00.737+00:00	2026-10-15T04:50:00.747761065Z INFO:     10.32.3.1:58260 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:10.736+00:00	2026-10-15T04:50:10.747653348Z INFO:     10.32.3.1:50724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:12.511+00:00	2026-10-15T04:50:12.524698371Z INFO:     127.0.0.1:57438 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:50:20.733+00:00	2026-10-15T04:50:20.746488844Z INFO:     10.32.3.1:37876 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:30.735+00:00	2026-10-15T04:50:30.747506581Z INFO:     10.32.3.1:46886 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:40.734+00:00	2026-10-15T04:50:40.747651246Z INFO:     10.32.3.1:47538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:50:50.734+00:00	2026-10-15T04:50:50.747642546Z INFO:     10.32.3.1:42666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:00.735+00:00	2026-10-15T04:51:00.747457778Z INFO:     10.32.3.1:51346 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:02.734+00:00	2026-10-15T04:51:02.748492339Z INFO:     127.0.0.1:33774 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:51:08.372+00:00	2026-10-15T04:51:08.384894234Z INFO:     127.0.0.1:33804 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T04:51:10.734+00:00	2026-10-15T04:51:10.747373366Z INFO:     10.32.3.1:44790 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:11.018+00:00	2026-10-15T04:51:11.033251000Z [API_SERVER] enqueued op=forward_backward request_id=82deca49-4ee4-496f-825c-c12a291fb417 model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:51:11.018+00:00	2026-10-15T04:51:11.033591274Z INFO:     127.0.0.1:33804 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T04:51:14.259+00:00	2026-10-15T04:51:14.268225387Z [API_SERVER] enqueued op=optim_step request_id=f6a0aff8-ac17-496d-a35f-82a1866beb3c model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:51:14.259+00:00	2026-10-15T04:51:14.269572118Z INFO:     127.0.0.1:33804 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T04:51:15.185+00:00	2026-10-15T04:51:15.196153109Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=29042980-72d1-47bc-b560-caa782c86947 model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:51:15.185+00:00	2026-10-15T04:51:15.196730876Z INFO:     127.0.0.1:33804 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T04:51:15.847+00:00	2026-10-15T04:51:15.861994037Z INFO:     127.0.0.1:50962 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T04:51:20.733+00:00	2026-10-15T04:51:20.747509561Z INFO:     10.32.3.1:36522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:30.734+00:00	2026-10-15T04:51:30.747769712Z INFO:     10.32.3.1:49072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:40.735+00:00	2026-10-15T04:51:40.747089500Z INFO:     10.32.3.1:42936 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:51:50.807+00:00	2026-10-15T04:51:50.747657379Z INFO:     10.32.3.1:59096 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:00.735+00:00	2026-10-15T04:52:00.746837023Z INFO:     10.32.3.1:44932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:02.930+00:00	2026-10-15T04:52:02.943641729Z INFO:     127.0.0.1:60640 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:52:10.736+00:00	2026-10-15T04:52:10.747747798Z INFO:     10.32.3.1:44974 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:20.736+00:00	2026-10-15T04:52:20.746678567Z INFO:     10.32.3.1:35664 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:30.734+00:00	2026-10-15T04:52:30.747126329Z INFO:     10.32.3.1:34208 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:40.735+00:00	2026-10-15T04:52:40.747196297Z INFO:     10.32.3.1:44174 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:50.734+00:00	2026-10-15T04:52:50.747115733Z INFO:     10.32.3.1:54892 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:52:51.758+00:00	2026-10-15T04:52:51.774099202Z INFO:     127.0.0.1:40930 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T04:52:53.102+00:00	2026-10-15T04:52:53.117722316Z INFO:     127.0.0.1:54688 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:53:00.733+00:00	2026-10-15T04:53:00.747018328Z INFO:     10.32.3.1:34592 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:53:10.739+00:00	2026-10-15T04:53:10.747952567Z INFO:     10.32.3.1:34466 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:53:20.735+00:00	2026-10-15T04:53:20.747402168Z INFO:     10.32.3.1:43034 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:53:30.735+00:00	2026-10-15T04:53:30.747874323Z INFO:     10.32.3.1:44336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
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+2026-10-15T04:53:50.735+00:00	2026-10-15T04:53:50.748058844Z INFO:     10.32.3.1:44446 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:54:00.741+00:00	2026-10-15T04:54:00.747477817Z INFO:     10.32.3.1:60436 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:54:10.733+00:00	2026-10-15T04:54:10.747726850Z INFO:     10.32.3.1:59106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
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+2026-10-15T04:54:23.560+00:00	2026-10-15T04:54:23.574498792Z INFO:     127.0.0.1:42366 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
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+2026-10-15T04:55:23.758+00:00	2026-10-15T04:55:23.773354564Z INFO:     127.0.0.1:59436 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:55:30.733+00:00	2026-10-15T04:55:30.747006683Z INFO:     10.32.3.1:51618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:55:40.733+00:00	2026-10-15T04:55:40.747561980Z INFO:     10.32.3.1:60968 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:55:50.733+00:00	2026-10-15T04:55:50.747513210Z INFO:     10.32.3.1:41264 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:56:00.733+00:00	2026-10-15T04:56:00.747491999Z INFO:     10.32.3.1:32776 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:56:10.733+00:00	2026-10-15T04:56:10.746647279Z INFO:     10.32.3.1:51500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl
new file mode 100644
index 00000000..b94dfe70
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T04:47:51.110+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T04:47:51.111+00:00", "t": 0.0, "phase": "create_model.start"}
+{"ts": "2026-10-15T04:51:08.186+00:00", "t": 197.076, "phase": "create_model.done", "model_id": "c34fd223-1dd8-443e-850e-68d16b0d897e"}
+{"ts": "2026-10-15T04:51:10.937+00:00", "t": 199.827, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T04:51:14.170+00:00", "t": 203.059, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T04:51:15.072+00:00", "t": 203.961, "phase": "optim_step.done"}
+{"ts": "2026-10-15T04:51:15.072+00:00", "t": 203.962, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T04:51:15.661+00:00", "t": 204.551, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T04:51:15.662+00:00", "t": 204.551, "phase": "sample.start"}
+{"ts": "2026-10-15T04:56:04.835+00:00", "t": 493.725, "phase": "sample.done", "text": " 4"}
+{"ts": "2026-10-15T04:56:04.838+00:00", "t": 493.728, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log
new file mode 100644
index 00000000..a1f626f6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.000s create_model.start 
+[cold-start]  197.076s create_model.done {'model_id': 'c34fd223-1dd8-443e-850e-68d16b0d897e'}
+[cold-start]  199.827s forward_backward.start 
+[cold-start]  203.059s forward_backward.done 
+[cold-start]  203.961s optim_step.done 
+[cold-start]  203.962s save_weights_and_get_sampling_client.start 
+[cold-start]  204.551s save_weights_and_get_sampling_client.done 
+[cold-start]  204.551s sample.start 
+[cold-start]  493.725s sample.done {'text': ' 4'}
+[cold-start]  493.728s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt
new file mode 100644
index 00000000..82fe3f4d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:56:05.389+00:00
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json
new file mode 100644
index 00000000..7497a20b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json
@@ -0,0 +1,1311 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
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+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
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+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container created",
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+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
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+                "resourceVersion": "1792039092561663021",
+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
+            },
+            "reason": "Created",
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+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
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+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f61ddd1e4",
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+                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
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+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:40:41Z",
+                "name": "cold-start-fio.18de9a32081cf908",
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+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
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+                "kind": "Pod",
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+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:18Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a3a9867ce9f",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039278208207001",
+                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
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+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
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+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad2bcac91",
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+                "resourceVersion": "1792039279188751014",
+                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
+            },
+            "reason": "Pulled",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
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+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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+            "kind": "Event",
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+            "message": "Container created",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a3ad378cd74",
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+                "resourceVersion": "1792039279219679006",
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+            "reason": "Created",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
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+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
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+            "kind": "Event",
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+            "message": "Container started",
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+                "name": "cold-start-fio.18de9a3ad5aed221",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279235135013",
+                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
+            },
+            "reason": "Started",
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+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:45:11Z",
+            "involvedObject": {
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+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
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+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:45:11Z",
+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:45:11Z",
+                "name": "cold-start-fio.18de9a70cd2c6a68",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039511048479001",
+                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:45:45Z",
+            "involvedObject": {
+                "apiVersion": "v1",
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+}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
new file mode 100644
index 00000000..e82879b1
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
@@ -0,0 +1,120 @@
+2026-10-15T04:54:45.242588287Z INFO 10-15 04:54:45 [model.py:692] Resolved architecture: Qwen2ForCausalLM
+2026-10-15T04:54:45.277423658Z INFO 10-15 04:54:45 [model.py:2030] Using max model len 8192
+2026-10-15T04:54:45.277455256Z INFO 10-15 04:54:45 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
+2026-10-15T04:54:45.327374906Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:54:45.587816185Z INFO 10-15 04:54:45 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T04:54:48.964429054Z WARNING 10-15 04:54:48 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T04:55:00.403987147Z (EngineCore pid=161) INFO 10-15 04:55:00 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T04:55:01.212591231Z (EngineCore pid=161) INFO 10-15 04:55:01 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_14e101098568499f8d634b8f3ba36063 backend=nccl
+2026-10-15T04:55:01.219901527Z (EngineCore pid=161) INFO 10-15 04:55:01 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T04:55:01.219928991Z (EngineCore pid=161) INFO 10-15 04:55:01 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T04:55:02.093177635Z (EngineCore pid=161) INFO 10-15 04:55:02 [model_runner.py:396] Loading model from scratch...
+2026-10-15T04:55:02.961631574Z (EngineCore pid=161) INFO 10-15 04:55:02 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T04:55:02.962148325Z (EngineCore pid=161) INFO 10-15 04:55:02 [flash_attn.py:1116] Using FlashAttention version 2
+2026-10-15T04:55:03.077952928Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T04:55:03.078372599Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T04:55:03.438996437Z (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
+2026-10-15T04:55:03.439031206Z (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T04:55:03.440364205Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
+2026-10-15T04:55:04.506632553Z (EngineCore pid=161) INFO 10-15 04:55:04 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
+2026-10-15T04:55:04.507904747Z (EngineCore pid=161) INFO 10-15 04:55:04 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.07s
+2026-10-15T04:55:04.508374560Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.07s/it]
+2026-10-15T04:55:04.508506945Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.07s/it]
+2026-10-15T04:55:04.508514934Z (EngineCore pid=161) 
+2026-10-15T04:55:04.519608748Z (EngineCore pid=161) INFO 10-15 04:55:04 [default_loader.py:430] Loading weights took 1.08 seconds
+2026-10-15T04:55:04.563784195Z (EngineCore pid=161) INFO 10-15 04:55:04 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T04:55:05.323053964Z (EngineCore pid=161) INFO 10-15 04:55:05 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.543823 seconds
+2026-10-15T04:55:05.330737372Z (EngineCore pid=161) INFO 10-15 04:55:05 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T04:55:05.331651024Z (EngineCore pid=161) INFO 10-15 04:55:05 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T04:55:18.314868182Z (EngineCore pid=161) INFO 10-15 04:55:18 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T04:55:18.315408542Z (EngineCore pid=161) INFO 10-15 04:55:18 [backends.py:1155] Dynamo bytecode transform time: 10.79 s
+2026-10-15T04:55:26.366501779Z (EngineCore pid=161) [rank0]:W1015 04:55:26.366000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
+2026-10-15T04:55:30.101890321Z (EngineCore pid=161) INFO 10-15 04:55:30 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.54 s
+2026-10-15T04:55:35.994697922Z (EngineCore pid=161) INFO 10-15 04:55:35 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5002628 bytes total
+2026-10-15T04:55:36.056667960Z (EngineCore pid=161) INFO 10-15 04:55:36 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
+2026-10-15T04:55:36.056714286Z (EngineCore pid=161) INFO 10-15 04:55:36 [monitor.py:53] torch.compile took 28.53 s in total
+2026-10-15T04:55:36.058566673Z (EngineCore pid=161) WARNING 10-15 04:55:36 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T04:55:38.498449559Z (EngineCore pid=161) INFO 10-15 04:55:38 [monitor.py:81] Initial profiling/warmup run took 2.44 s
+2026-10-15T04:55:50.775728099Z (EngineCore pid=161) 
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+Capturing CUDA graphs (PIECEWISE):  21%|██        | 8/38 [00:04<00:15,  1.92it/s]
+Capturing CUDA graphs (PIECEWISE):  26%|██▋       | 10/38 [00:04<00:10,  2.77it/s]
+Capturing CUDA graphs (PIECEWISE):  32%|███▏      | 12/38 [00:05<00:06,  3.76it/s]
+Capturing CUDA graphs (PIECEWISE):  37%|███▋      | 14/38 [00:05<00:04,  4.88it/s]
+Capturing CUDA graphs (PIECEWISE):  42%|████▏     | 16/38 [00:05<00:03,  6.05it/s]
+Capturing CUDA graphs (PIECEWISE):  47%|████▋     | 18/38 [00:05<00:02,  7.09it/s]
+Capturing CUDA graphs (PIECEWISE):  53%|█████▎    | 20/38 [00:05<00:02,  8.07it/s]
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+Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:07<00:00, 11.52it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:09<00:00,  2.15it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:09<00:00,  3.90it/s]
+2026-10-15T04:55:50.929046015Z (EngineCore pid=161) 
+Capturing CUDA graphs (FULL):   0%|          | 0/2 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 13.08it/s]
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+2026-10-15T04:55:51.460006830Z (EngineCore pid=161) INFO 10-15 04:55:51 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
+2026-10-15T04:55:52.012063128Z (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
+2026-10-15T04:55:52.012109159Z (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T04:55:52.013224095Z (EngineCore pid=161) INFO 10-15 04:55:52 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
+2026-10-15T04:55:52.047453701Z (EngineCore pid=161) INFO 10-15 04:55:52 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T04:55:52.047479239Z (EngineCore pid=161) INFO 10-15 04:55:52 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T04:55:59.386694808Z (EngineCore pid=161) 
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+Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 24/38 [00:02<00:01, 12.05it/s]
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.88it/s]
+2026-10-15T04:56:01.021773877Z (EngineCore pid=161) 
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+2026-10-15T04:56:01.552052033Z (EngineCore pid=161) INFO 10-15 04:56:01 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
+2026-10-15T04:56:01.552109795Z (EngineCore pid=161) INFO 10-15 04:56:01 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
+2026-10-15T04:56:01.552158624Z (EngineCore pid=161) INFO 10-15 04:56:01 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
+2026-10-15T04:56:02.213362030Z (EngineCore pid=161) INFO 10-15 04:56:02 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T04:56:02.777471050Z (EngineCore pid=161) INFO 10-15 04:56:02 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T04:56:02.777706596Z (EngineCore pid=161) INFO 10-15 04:56:02 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.45 s (compilation: 28.53 s)
+2026-10-15T04:56:03.869252972Z (EngineCore pid=161) WARNING 10-15 04:56:03 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:56:03.871952989Z WARNING 10-15 04:56:03 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:56:03.921344929Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:56:04.180539093Z (EngineCore pid=161) INFO 10-15 04:56:04 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T04:56:04.225162312Z WARNING 10-15 04:56:04 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T04:56:04.225187910Z WARNING 10-15 04:56:04 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
new file mode 100644
index 00000000..966751da
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
@@ -0,0 +1,34 @@
+2026-10-15T04:50:52.077847358Z 
+2026-10-15T04:50:52.077896573Z ==================================================
+2026-10-15T04:50:52.077906180Z       Open-RL PyTorch Training Worker
+2026-10-15T04:50:52.077908286Z ==================================================
+2026-10-15T04:50:52.077910198Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T04:50:52.100407463Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T04:50:52.100446712Z 
+2026-10-15T04:50:52.221389461Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
+2026-10-15T04:50:52.374261114Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:50:53.898909828Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
+2026-10-15T04:51:06.274074801Z [prefetch] done: 0.92 GiB in 12.4 s (76 MiB/s)
+2026-10-15T04:51:07.154043242Z 
+Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
+Loading weights:  34%|███▍      | 100/290 [00:00<00:00, 974.48it/s]
+Loading weights:  84%|████████▍ | 243/290 [00:00<00:00, 1237.50it/s]
+Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1246.19it/s]
+2026-10-15T04:51:07.261679820Z Successfully loaded.
+2026-10-15T04:51:07.264149836Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
+2026-10-15T04:51:07.271202698Z 
+2026-10-15T04:51:07.271227706Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: create_model:c34fd223-1dd8-443e-850e-68d16b0d897e
+2026-10-15T04:51:07.271814880Z Base model Qwen/Qwen2.5-0.5B already loaded.
+2026-10-15T04:51:07.271863734Z Creating LoRA adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e'...
+2026-10-15T04:51:07.640385092Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T04:51:07.646133286Z LoRA adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' created and set to active.
+2026-10-15T04:51:08.121076369Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
+2026-10-15T04:51:11.033392426Z 
+2026-10-15T04:51:11.033440802Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: forward_backward:82deca49-4ee4-496f-825c-c12a291fb417
+2026-10-15T04:51:14.268875656Z 
+2026-10-15T04:51:14.268924652Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: optim_step:f6a0aff8-ac17-496d-a35f-82a1866beb3c
+2026-10-15T04:51:14.277442124Z Initializing AdamW optimizer for 'c34fd223-1dd8-443e-850e-68d16b0d897e' with lr=0.0001
+2026-10-15T04:51:14.918227603Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
+2026-10-15T04:51:15.197220438Z 
+2026-10-15T04:51:15.197269217Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: save_weights_for_sampler:29042980-72d1-47bc-b560-caa782c86947
+2026-10-15T04:51:15.590678109Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json
new file mode 100644
index 00000000..90abd760
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt
new file mode 100644
index 00000000..b67c1f75
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json
new file mode 100644
index 00000000..7e1e5910
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
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+          "name": "open-rl-config"
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+          "name": "open-rl-config"
+         }
+        }
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+       },
+       {
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+        }
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+        "name": "shared-storage"
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true
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+      ]
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
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+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log
new file mode 100644
index 00000000..51432475
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log
@@ -0,0 +1,309 @@
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diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log
new file mode 100644
index 00000000..78eb0719
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T04:47:52.102+00:00	2026-10-15T04:47:52.104023958Z {"level":"info","ts":"2026-10-15T04:47:52Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"8483800e-5d84-4a39-9698-b4f98903534e","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
+2026-10-15T04:51:15.356+00:00	2026-10-15T04:51:15.366719534Z {"level":"info","ts":"2026-10-15T04:51:15Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"a33a6ae4-616b-4e2d-b00c-0100362558de","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json
new file mode 100644
index 00000000..fbc28464
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json
@@ -0,0 +1,275 @@
+{
+ "case": "after-A1-0.5b-l4-cold",
+ "collected": "2026-10-15T04:56:11.555+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 04:47:51.110000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen2.5-0.5B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 04:47:51.111000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 04:51:08.186000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "c34fd223-1dd8-443e-850e-68d16b0d897e"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 04:51:10.937000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 04:51:14.170000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 04:51:15.072000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 04:51:15.072000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 04:51:15.661000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 04:51:15.662000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 04:56:04.835000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4"
+  },
+  "client.end": {
+   "ts": "2026-10-15 04:56:04.838000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 04:51:15+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:51:15.069000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 04:51:15.069000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 04:51:15.069000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 04:54:22+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 04:51:15+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 04:51:15+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 04:54:22+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 04:54:22+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 04:51:15+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 04:54:22+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 04:51:15+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
+    },
+    "sampler.event_Pulling": {
+     "ts": "2026-10-15 04:51:19+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 04:54:21+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 3m2.5s (3m2.5s inc",
+     "kubelet_pull_s": 182.5,
+     "pulled_from_cache": false
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 04:54:21+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 04:54:22+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 04:54:45.242588+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 04:55:00.403987+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:00 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 04:55:02.093177+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:02 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 04:55:03.439031+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 04:55:04.519608+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:04 [default_loader.py:430] Loading weights took 1.08 seconds",
+     "self_reported_s": 1.08
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 04:55:05.323053+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:05 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.543823 seconds",
+     "self_reported_s": 3.543823
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 04:55:36.056714+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:36 [monitor.py:53] torch.compile took 28.53 s in total",
+     "self_reported_s": 28.53
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 04:55:51.460006+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:51 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
+     "self_reported_s": 11.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 04:55:52.012063+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 04:56:02.777706+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:56:02 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.45 s",
+     "self_reported_s": 57.45
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 04:56:04+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 04:47:51+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:47:51.664000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 04:47:51.664000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 04:47:53.304000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 04:50:45+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 04:47:52+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 04:47:52+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 04:50:45+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 04:50:45+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 04:47:52+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 04:50:45+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 04:47:52+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+    },
+    "trainer.event_Pulling": {
+     "ts": "2026-10-15 04:47:56+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 04:50:44+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 2m48.271s (2m48.27",
+     "kubelet_pull_s": 168.27100000000002,
+     "pulled_from_cache": false
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 04:50:44+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 04:50:45+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 04:50:52.077847+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 04:50:52.221389+00:00",
+     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 04:51:07.261679+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 04:51:07.264149+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 04:51:08+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.md b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.md
new file mode 100644
index 00000000..b0af26e8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.md
@@ -0,0 +1,111 @@
+# Cold start timeline: after-A1-0.5b-l4-cold
+
+t=0 is the client's `create_model` call at 2026-10-15T04:47:51.111+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen2-5-0-5b-0-trainer` on `gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 04:47:51.000 | -0.1 |  | Workload creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 04:47:51.664 | 0.6 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 04:47:51.664 | 0.6 |  | workloads.tsv poller: status.podName set |
+| trainer.pod_created | 04:47:52.000 | 0.9 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 04:47:52.000 | 0.9 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 04:47:52.000 | 0.9 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 04:47:52.000 | 0.9 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8 |
+| trainer.workload_reports_node | 04:47:53.304 | 2.2 |  | workloads.tsv poller: status.nodeName set |
+| trainer.event_Pulling | 04:47:56.000 | 4.9 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" |
+| trainer.event_Pulled | 04:50:44.000 | 172.9 | 168.27100000000002 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" in 2m48.271s (2m48.27 |
+| trainer.event_Created | 04:50:44.000 | 172.9 |  | event: Container created |
+| trainer.condition_Placed_True | 04:50:45.000 | 173.9 |  | Workload condition Placed |
+| trainer.pod_Ready | 04:50:45.000 | 173.9 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 04:50:45.000 | 173.9 |  | pod condition ContainersReady |
+| trainer.container_started | 04:50:45.000 | 173.9 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Started | 04:50:45.000 | 173.9 |  | event: Container started |
+| trainer.process_first_log | 04:50:52.077 | 181.0 |  | container log, first line |
+| trainer.load_start | 04:50:52.221 | 181.1 |  | container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0... |
+| trainer.load_done | 04:51:07.261 | 196.2 |  | container log: Successfully loaded. |
+| trainer.processor_started | 04:51:07.264 | 196.2 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1). |
+| trainer.ready_key | 04:51:08.000 | 196.9 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+
+## sampler: `orw-lora-qwen-qwen2-5-0-5b-0-sampler` on `gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 04:51:15.000 | 203.9 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 04:51:15.000 | 203.9 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 04:51:15.000 | 203.9 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 04:51:15.000 | 203.9 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 04:51:15.000 | 203.9 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208 |
+| sampler.workload_first_seen_by_poller | 04:51:15.069 | 204.0 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 04:51:15.069 | 204.0 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 04:51:15.069 | 204.0 |  | workloads.tsv poller: status.nodeName set |
+| sampler.event_Pulling | 04:51:19.000 | 207.9 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" |
+| sampler.event_Pulled | 04:54:21.000 | 389.9 | 182.5 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" in 3m2.5s (3m2.5s inc |
+| sampler.event_Created | 04:54:21.000 | 389.9 |  | event: Container created |
+| sampler.condition_Placed_True | 04:54:22.000 | 390.9 |  | Workload condition Placed |
+| sampler.pod_Ready | 04:54:22.000 | 390.9 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 04:54:22.000 | 390.9 |  | pod condition ContainersReady |
+| sampler.container_started | 04:54:22.000 | 390.9 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Started | 04:54:22.000 | 390.9 |  | event: Container started |
+| sampler.process_first_log | 04:54:45.242 | 414.1 |  | container log, first line |
+| sampler.engine_init_start | 04:55:00.403 | 429.3 |  | container log: (EngineCore pid=161) INFO 10-15 04:55:00 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 04:55:02.093 | 431.0 |  | container log: (EngineCore pid=161) INFO 10-15 04:55:02 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 04:55:03.439 | 432.3 |  | container log: (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 04:55:04.519 | 433.4 | 1.08 | container log: (EngineCore pid=161) INFO 10-15 04:55:04 [default_loader.py:430] Loading weights took 1.08 seconds |
+| sampler.model_loaded | 04:55:05.323 | 434.2 | 3.543823 | container log: (EngineCore pid=161) INFO 10-15 04:55:05 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.543823 seconds |
+| sampler.compile_done | 04:55:36.056 | 464.9 | 28.53 | container log: (EngineCore pid=161) INFO 10-15 04:55:36 [monitor.py:53] torch.compile took 28.53 s in total |
+| sampler.graphs_captured | 04:55:51.460 | 480.3 | 11.0 | container log: (EngineCore pid=161) INFO 10-15 04:55:51 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB |
+| sampler.kv_cache_sized | 04:55:52.012 | 480.9 |  | container log: (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB |
+| sampler.engine_init_done | 04:56:02.777 | 491.7 | 57.45 | container log: (EngineCore pid=161) INFO 10-15 04:56:02 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.45 s |
+| sampler.ready_key | 04:56:04.000 | 492.9 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 04:47:51.110 | -0.0 |
+| client.create_model.start | 04:47:51.111 | 0.0 |
+| client.create_model.done | 04:51:08.186 | 197.1 |
+| client.forward_backward.start | 04:51:10.937 | 199.8 |
+| client.forward_backward.done | 04:51:14.170 | 203.1 |
+| client.optim_step.done | 04:51:15.072 | 204.0 |
+| client.save_weights_and_get_sampling_client.start | 04:51:15.072 | 204.0 |
+| client.save_weights_and_get_sampling_client.done | 04:51:15.661 | 204.6 |
+| client.sample.start | 04:51:15.662 | 204.6 |
+| client.sample.done | 04:56:04.835 | 493.7 |
+| client.end | 04:56:04.838 | 493.7 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 172.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 1.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.2 |
+| weights load | trainer.load_start | trainer.load_done | 15.0 |
+| ready key | trainer.load_done | trainer.ready_key | 0.7 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 197.1 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.1 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 186.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 23.2 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 15.2 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.4 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.7 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 289.2 |
+
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt
new file mode 100644
index 00000000..e34900e5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:47:46.873+00:00
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json
new file mode 100644
index 00000000..c15af16a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:51:15Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040062551935001",
+                "uid": "0752a694-3e75-44aa-9348-ae1c3f3fff13"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "4Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "3589169104"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "25Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "25Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "ed5c4cfd-e94a-4a7f-a2a6-62ba293d8d04",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:54:22Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "4Gi",
+                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:47:51Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039845830863015",
+                "uid": "4bef5a35-3bf8-4444-9043-47f86b502e3e"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "5Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen2.5-0.5B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "5282967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "21Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "21Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "0772feaa-10d8-4243-ac6a-4b4ee0615042",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:50:45Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "5Gi",
+                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log
new file mode 100644
index 00000000..8bf3bc56
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log
@@ -0,0 +1,35 @@
+watching; recorders [14913, 14914, 14916, 14918, 14920, 14915, 14917, 14919] write into runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.8 |
+| weights load | trainer.load_start | trainer.load_done | 2.5 |
+| ready key | trainer.load_done | trainer.ready_key | -18.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 15.5 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.0 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 29.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 11.6 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 27.1 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.5 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.4 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.9 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 134.6 |
+
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log
new file mode 100644
index 00000000..837468ea
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log
@@ -0,0 +1,33 @@
+2026-10-15T04:57:20.742+00:00	2026-10-15T04:57:20.747394853Z INFO:     10.32.3.1:48902 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:57:22.081+00:00	2026-10-15T04:57:22.098120271Z INFO:     127.0.0.1:51376 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T04:57:22.332+00:00	2026-10-15T04:57:22.350492601Z INFO:     127.0.0.1:51380 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T04:57:22.399+00:00	2026-10-15T04:57:22.417496524Z INFO:     127.0.0.1:51380 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T04:57:22.642+00:00	2026-10-15T04:57:22.659983411Z [API_SERVER] enqueued op=create_model request_id=3c646264-eb51-4f2b-af28-b651e7b8d65f model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:57:22.642+00:00	2026-10-15T04:57:22.660591970Z INFO:     127.0.0.1:51390 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T04:57:30.732+00:00	2026-10-15T04:57:30.746832525Z INFO:     10.32.3.1:60502 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:57:32.582+00:00	2026-10-15T04:57:32.599215799Z INFO:     127.0.0.1:41916 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:57:37.537+00:00	2026-10-15T04:57:37.550418481Z INFO:     127.0.0.1:41936 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T04:57:40.140+00:00	2026-10-15T04:57:40.156908336Z [API_SERVER] enqueued op=forward_backward request_id=e5d06b8f-011b-4cc7-b00f-75a18d4cc68c model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:57:40.140+00:00	2026-10-15T04:57:40.157358753Z INFO:     127.0.0.1:41936 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T04:57:40.728+00:00	2026-10-15T04:57:40.746424135Z INFO:     10.32.3.1:52382 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:57:43.347+00:00	2026-10-15T04:57:43.364027632Z [API_SERVER] enqueued op=optim_step request_id=9c7bfa9d-8c2e-4163-8ddb-2d3872d13f25 model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:57:43.347+00:00	2026-10-15T04:57:43.364731477Z INFO:     127.0.0.1:41936 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T04:57:44.137+00:00	2026-10-15T04:57:44.154771060Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=32c6fd95-8437-4062-86d2-5fd031af54e4 model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T04:57:44.138+00:00	2026-10-15T04:57:44.156034597Z INFO:     127.0.0.1:41936 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T04:57:44.807+00:00	2026-10-15T04:57:44.824246114Z INFO:     127.0.0.1:35608 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T04:57:50.742+00:00	2026-10-15T04:57:50.746409736Z INFO:     10.32.3.1:46740 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:00.732+00:00	2026-10-15T04:58:00.747039608Z INFO:     10.32.3.1:49148 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:10.732+00:00	2026-10-15T04:58:10.747575732Z INFO:     10.32.3.1:53698 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:20.731+00:00	2026-10-15T04:58:20.747432364Z INFO:     10.32.3.1:58312 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:30.731+00:00	2026-10-15T04:58:30.747504088Z INFO:     10.32.3.1:52920 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:32.787+00:00	2026-10-15T04:58:32.804434225Z INFO:     127.0.0.1:46778 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:58:40.730+00:00	2026-10-15T04:58:40.746974548Z INFO:     10.32.3.1:46976 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:58:50.730+00:00	2026-10-15T04:58:50.747141544Z INFO:     10.32.3.1:59494 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:00.731+00:00	2026-10-15T04:59:00.747576147Z INFO:     10.32.3.1:43150 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:10.730+00:00	2026-10-15T04:59:10.747345321Z INFO:     10.32.3.1:32882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:20.732+00:00	2026-10-15T04:59:20.747511163Z INFO:     10.32.3.1:54978 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:22.982+00:00	2026-10-15T04:59:23.000147720Z INFO:     127.0.0.1:39214 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T04:59:30.737+00:00	2026-10-15T04:59:30.746624775Z INFO:     10.32.3.1:33562 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:40.731+00:00	2026-10-15T04:59:40.747472732Z INFO:     10.32.3.1:56128 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T04:59:50.729+00:00	2026-10-15T04:59:50.746593670Z INFO:     10.32.3.1:54218 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:00:00.731+00:00	2026-10-15T05:00:00.747026021Z INFO:     10.32.3.1:37274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl
new file mode 100644
index 00000000..6f50fdd1
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T04:57:21.804+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T04:57:21.804+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T04:57:37.299+00:00", "t": 15.495, "phase": "create_model.done", "model_id": "3c646264-eb51-4f2b-af28-b651e7b8d65f"}
+{"ts": "2026-10-15T04:57:40.066+00:00", "t": 18.262, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T04:57:43.279+00:00", "t": 21.475, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T04:57:44.032+00:00", "t": 22.228, "phase": "optim_step.done"}
+{"ts": "2026-10-15T04:57:44.033+00:00", "t": 22.229, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T04:57:44.610+00:00", "t": 22.807, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T04:57:44.612+00:00", "t": 22.808, "phase": "sample.start"}
+{"ts": "2026-10-15T04:59:59.246+00:00", "t": 157.443, "phase": "sample.done", "text": " 4"}
+{"ts": "2026-10-15T04:59:59.247+00:00", "t": 157.443, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log
new file mode 100644
index 00000000..8738ab7c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]   15.495s create_model.done {'model_id': '3c646264-eb51-4f2b-af28-b651e7b8d65f'}
+[cold-start]   18.262s forward_backward.start 
+[cold-start]   21.475s forward_backward.done 
+[cold-start]   22.228s optim_step.done 
+[cold-start]   22.229s save_weights_and_get_sampling_client.start 
+[cold-start]   22.807s save_weights_and_get_sampling_client.done 
+[cold-start]   22.808s sample.start 
+[cold-start]  157.443s sample.done {'text': ' 4'}
+[cold-start]  157.443s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt
new file mode 100644
index 00000000..2cb3aa22
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:59:59.733+00:00
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json
new file mode 100644
index 00000000..f67d42a0
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json
@@ -0,0 +1,1699 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
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diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
new file mode 100644
index 00000000..0b795ec8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
@@ -0,0 +1,119 @@
+2026-10-15T04:58:27.584176783Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:58:39.659845746Z INFO 10-15 04:58:39 [model.py:692] Resolved architecture: Qwen2ForCausalLM
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+2026-10-15T04:59:45.735209582Z (EngineCore pid=161) INFO 10-15 04:59:45 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
+2026-10-15T04:59:46.273450572Z (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
+2026-10-15T04:59:46.274260414Z (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T04:59:46.276420021Z (EngineCore pid=161) INFO 10-15 04:59:46 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
+2026-10-15T04:59:46.307862248Z (EngineCore pid=161) INFO 10-15 04:59:46 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T04:59:46.307894517Z (EngineCore pid=161) INFO 10-15 04:59:46 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T04:59:53.731150511Z (EngineCore pid=161) 
+Capturing CUDA graphs (PIECEWISE):   0%|          | 0/38 [00:00<?, ?it/s]
+Capturing CUDA graphs (PIECEWISE):   5%|▌         | 2/38 [00:00<00:04,  7.37it/s]
+Capturing CUDA graphs (PIECEWISE):  11%|█         | 4/38 [00:00<00:03,  9.79it/s]
+Capturing CUDA graphs (PIECEWISE):  16%|█▌        | 6/38 [00:00<00:02, 10.94it/s]
+Capturing CUDA graphs (PIECEWISE):  21%|██        | 8/38 [00:00<00:02, 11.57it/s]
+Capturing CUDA graphs (PIECEWISE):  26%|██▋       | 10/38 [00:00<00:02, 11.90it/s]
+Capturing CUDA graphs (PIECEWISE):  32%|███▏      | 12/38 [00:01<00:02, 12.14it/s]
+Capturing CUDA graphs (PIECEWISE):  37%|███▋      | 14/38 [00:01<00:01, 12.30it/s]
+Capturing CUDA graphs (PIECEWISE):  42%|████▏     | 16/38 [00:01<00:01, 12.40it/s]
+Capturing CUDA graphs (PIECEWISE):  47%|████▋     | 18/38 [00:01<00:01, 12.16it/s]
+Capturing CUDA graphs (PIECEWISE):  53%|█████▎    | 20/38 [00:01<00:01, 12.00it/s]
+Capturing CUDA graphs (PIECEWISE):  58%|█████▊    | 22/38 [00:01<00:01, 11.90it/s]
+Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 24/38 [00:02<00:01, 11.88it/s]
+Capturing CUDA graphs (PIECEWISE):  68%|██████▊   | 26/38 [00:02<00:01, 11.82it/s]
+Capturing CUDA graphs (PIECEWISE):  74%|███████▎  | 28/38 [00:02<00:00, 11.77it/s]
+Capturing CUDA graphs (PIECEWISE):  79%|███████▉  | 30/38 [00:02<00:00, 11.70it/s]
+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 32/38 [00:02<00:00, 11.68it/s]
+Capturing CUDA graphs (PIECEWISE):  89%|████████▉ | 34/38 [00:02<00:00, 11.61it/s]
+Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:03<00:00, 11.58it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.72it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.64it/s]
+2026-10-15T04:59:55.393647798Z (EngineCore pid=161) 
+Capturing CUDA graphs (FULL):   0%|          | 0/22 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   9%|▉         | 2/22 [00:00<00:01, 13.28it/s]
+Capturing CUDA graphs (FULL):  18%|█▊        | 4/22 [00:00<00:01, 13.10it/s]
+Capturing CUDA graphs (FULL):  27%|██▋       | 6/22 [00:00<00:01, 13.15it/s]
+Capturing CUDA graphs (FULL):  36%|███▋      | 8/22 [00:00<00:01, 12.95it/s]
+Capturing CUDA graphs (FULL):  45%|████▌     | 10/22 [00:00<00:00, 13.08it/s]
+Capturing CUDA graphs (FULL):  55%|█████▍    | 12/22 [00:00<00:00, 13.17it/s]
+Capturing CUDA graphs (FULL):  64%|██████▎   | 14/22 [00:01<00:00, 13.23it/s]
+Capturing CUDA graphs (FULL):  73%|███████▎  | 16/22 [00:01<00:00, 13.25it/s]
+Capturing CUDA graphs (FULL):  82%|████████▏ | 18/22 [00:01<00:00, 13.25it/s]
+Capturing CUDA graphs (FULL):  91%|█████████ | 20/22 [00:01<00:00, 13.26it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.39it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.23it/s]
+2026-10-15T04:59:55.930208050Z (EngineCore pid=161) INFO 10-15 04:59:55 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
+2026-10-15T04:59:55.930252115Z (EngineCore pid=161) INFO 10-15 04:59:55 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
+2026-10-15T04:59:55.930272936Z (EngineCore pid=161) INFO 10-15 04:59:55 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
+2026-10-15T04:59:56.587668226Z (EngineCore pid=161) INFO 10-15 04:59:56 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T04:59:57.142271187Z (EngineCore pid=161) INFO 10-15 04:59:57 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T04:59:57.142509996Z (EngineCore pid=161) INFO 10-15 04:59:57 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.48 s (compilation: 28.39 s)
+2026-10-15T04:59:58.247742371Z (EngineCore pid=161) WARNING 10-15 04:59:58 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:59:58.250232543Z WARNING 10-15 04:59:58 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T04:59:58.655917495Z (EngineCore pid=161) INFO 10-15 04:59:58 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T04:59:58.701016317Z WARNING 10-15 04:59:58 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T04:59:58.701040301Z WARNING 10-15 04:59:58 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
new file mode 100644
index 00000000..c74529d7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
@@ -0,0 +1,34 @@
+2026-10-15T04:57:33.659925206Z 
+2026-10-15T04:57:33.659981788Z ==================================================
+2026-10-15T04:57:33.659987684Z       Open-RL PyTorch Training Worker
+2026-10-15T04:57:33.659990000Z ==================================================
+2026-10-15T04:57:33.659991942Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T04:57:33.682578439Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T04:57:33.682611900Z 
+2026-10-15T04:57:33.802165728Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
+2026-10-15T04:57:33.918116197Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T04:57:34.743979630Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
+2026-10-15T04:57:35.446752761Z [prefetch] done: 0.92 GiB in 0.7 s (1341 MiB/s)
+2026-10-15T04:57:36.264734680Z 
+Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
+Loading weights:  34%|███▍      | 99/290 [00:00<00:00, 988.50it/s]
+Loading weights:  84%|████████▍ | 244/290 [00:00<00:00, 1233.54it/s]
+Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1255.83it/s]
+2026-10-15T04:57:36.346688430Z Successfully loaded.
+2026-10-15T04:57:36.349344921Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
+2026-10-15T04:57:36.355351912Z 
+2026-10-15T04:57:36.355370996Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: create_model:3c646264-eb51-4f2b-af28-b651e7b8d65f
+2026-10-15T04:57:36.355814966Z Base model Qwen/Qwen2.5-0.5B already loaded.
+2026-10-15T04:57:36.355835330Z Creating LoRA adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f'...
+2026-10-15T04:57:36.729943844Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T04:57:36.735718110Z LoRA adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' created and set to active.
+2026-10-15T04:57:37.236593418Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
+2026-10-15T04:57:40.158164123Z 
+2026-10-15T04:57:40.158213369Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: forward_backward:e5d06b8f-011b-4cc7-b00f-75a18d4cc68c
+2026-10-15T04:57:43.364899715Z 
+2026-10-15T04:57:43.364958943Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: optim_step:9c7bfa9d-8c2e-4163-8ddb-2d3872d13f25
+2026-10-15T04:57:43.373431322Z Initializing AdamW optimizer for '3c646264-eb51-4f2b-af28-b651e7b8d65f' with lr=0.0001
+2026-10-15T04:57:44.000548803Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
+2026-10-15T04:57:44.155788293Z 
+2026-10-15T04:57:44.155837134Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: save_weights_for_sampler:32c6fd95-8437-4062-86d2-5fd031af54e4
+2026-10-15T04:57:44.570369619Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt
new file mode 100644
index 00000000..b67c1f75
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json
new file mode 100644
index 00000000..6a4ea21e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json
@@ -0,0 +1,6786 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
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+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
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+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:18:38Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-kpp7j",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945505996447017",
+    "uid": "7e2ac944-3783-438d-bb90-7a2f0c0c3b4b"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-tuqu"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-v9zg5",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-tuqu",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
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+  },
+  {
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+     "cloud.google.com/cluster_autoscaler_unhelpable_since": "2026-10-15T04:57:44+0000",
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+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log
new file mode 100644
index 00000000..d60c3560
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log
@@ -0,0 +1,175 @@
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+2026-10-15T05:00:02.582+00:00	2026-10-15T05:00:02Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:02.582+00:00	2026-10-15T05:00:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:03.588+00:00	2026-10-15T05:00:03Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:03.588+00:00	2026-10-15T05:00:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:04.600+00:00	2026-10-15T05:00:04Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:04.600+00:00	2026-10-15T05:00:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:05.599+00:00	2026-10-15T05:00:05Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:00:05.599+00:00	2026-10-15T05:00:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log
new file mode 100644
index 00000000..0a6b928c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T04:57:22.772+00:00	2026-10-15T04:57:22.789786341Z {"level":"info","ts":"2026-10-15T04:57:22Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"a299badc-c2da-43ab-b006-1bbc6eef5dd0","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
+2026-10-15T04:57:44.281+00:00	2026-10-15T04:57:44.297614785Z {"level":"info","ts":"2026-10-15T04:57:44Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"ac3b61c9-8905-4726-9ca8-f88e8b72698f","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json
new file mode 100644
index 00000000..d90e4c40
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json
@@ -0,0 +1,275 @@
+{
+ "case": "after-B1-0.5b-l4-cached",
+ "collected": "2026-10-15T05:00:05.835+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 04:57:21.804000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen2.5-0.5B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 04:57:21.804000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 04:57:37.299000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "3c646264-eb51-4f2b-af28-b651e7b8d65f"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 04:57:40.066000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 04:57:43.279000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 04:57:44.032000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 04:57:44.033000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 04:57:44.610000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 04:57:44.612000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 04:59:59.246000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4"
+  },
+  "client.end": {
+   "ts": "2026-10-15 04:59:59.247000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 04:57:44+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:57:44.625000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 04:57:44.625000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 04:58:13.579000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 04:58:17+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 04:57:44+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 04:58:13+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 04:58:17+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 04:58:17+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 04:58:13+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 04:58:16+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_FailedScheduling": {
+     "ts": "2026-10-15 04:57:44+00:00",
+     "source": "event: 0/11 nodes are available: 1 node(s) had untolerated taint(s), 10 node(s) didn't match Pod's node affinity/selector. still not schedulable, p"
+    },
+    "sampler.event_NotTriggerScaleUp": {
+     "ts": "2026-10-15 04:57:44+00:00",
+     "source": "event: Pod didn't trigger scale-up: 1 node(s) had untolerated taint(s)"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 04:58:13+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 04:58:16+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 04:58:16+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 04:58:16+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 04:58:27.584176+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 04:58:54.733167+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:54 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 04:58:56.402021+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:56 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 04:58:57.753358+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:57 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 04:58:58.859754+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:58 [default_loader.py:430] Loading weights took 1.11 seconds",
+     "self_reported_s": 1.11
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 04:58:59.653997+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:59 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.562917 seconds",
+     "self_reported_s": 3.562917
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 04:59:30.263531+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:30 [monitor.py:53] torch.compile took 28.39 s in total",
+     "self_reported_s": 28.39
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 04:59:45.735209+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:45 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
+     "self_reported_s": 11.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 04:59:46.273450+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 04:59:57.142509+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:57 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.48 s",
+     "self_reported_s": 57.48
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 04:59:58+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 04:57:22+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 04:57:22.498000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 04:57:22.498000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 04:57:22.498000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 04:57:27+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 04:57:22+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 04:57:23+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 04:57:23+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 04:57:23+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 04:57:26+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 04:57:33.659925+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 04:57:33.802165+00:00",
+     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 04:57:36.346688+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 04:57:36.349344+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 04:57:18+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.md b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.md
new file mode 100644
index 00000000..eca7bddb
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.md
@@ -0,0 +1,111 @@
+# Cold start timeline: after-B1-0.5b-l4-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T04:57:21.804+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen2-5-0-5b-0-trainer` on `gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.ready_key | 04:57:18.000 | -3.8 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.workload_created | 04:57:22.000 | 0.2 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 04:57:22.000 | 0.2 |  | pod creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 04:57:22.498 | 0.7 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 04:57:22.498 | 0.7 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 04:57:22.498 | 0.7 |  | workloads.tsv poller: status.nodeName set |
+| trainer.pod_Initialized | 04:57:23.000 | 1.2 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 04:57:23.000 | 1.2 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 04:57:23.000 | 1.2 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8 |
+| trainer.pod_Ready | 04:57:26.000 | 4.2 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 04:57:26.000 | 4.2 |  | pod condition ContainersReady |
+| trainer.container_started | 04:57:26.000 | 4.2 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 04:57:26.000 | 4.2 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| trainer.event_Created | 04:57:26.000 | 4.2 |  | event: Container created |
+| trainer.event_Started | 04:57:26.000 | 4.2 |  | event: Container started |
+| trainer.condition_Placed_True | 04:57:27.000 | 5.2 |  | Workload condition Placed |
+| trainer.process_first_log | 04:57:33.659 | 11.9 |  | container log, first line |
+| trainer.load_start | 04:57:33.802 | 12.0 |  | container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0... |
+| trainer.load_done | 04:57:36.346 | 14.5 |  | container log: Successfully loaded. |
+| trainer.processor_started | 04:57:36.349 | 14.5 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1). |
+
+## sampler: `orw-lora-qwen-qwen2-5-0-5b-0-sampler` on `gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 04:57:44.000 | 22.2 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 04:57:44.000 | 22.2 |  | pod creationTimestamp (apiserver) |
+| sampler.event_FailedScheduling | 04:57:44.000 | 22.2 |  | event: 0/11 nodes are available: 1 node(s) had untolerated taint(s), 10 node(s) didn't match Pod's node affinity/selector. still not schedulable, p |
+| sampler.event_NotTriggerScaleUp | 04:57:44.000 | 22.2 |  | event: Pod didn't trigger scale-up: 1 node(s) had untolerated taint(s) |
+| sampler.workload_first_seen_by_poller | 04:57:44.625 | 22.8 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 04:57:44.625 | 22.8 |  | workloads.tsv poller: status.podName set |
+| sampler.pod_Initialized | 04:58:13.000 | 51.2 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 04:58:13.000 | 51.2 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 04:58:13.000 | 51.2 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208 |
+| sampler.workload_reports_node | 04:58:13.579 | 51.8 |  | workloads.tsv poller: status.nodeName set |
+| sampler.container_started | 04:58:16.000 | 54.2 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 04:58:16.000 | 54.2 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| sampler.event_Created | 04:58:16.000 | 54.2 |  | event: Container created |
+| sampler.event_Started | 04:58:16.000 | 54.2 |  | event: Container started |
+| sampler.condition_Placed_True | 04:58:17.000 | 55.2 |  | Workload condition Placed |
+| sampler.pod_Ready | 04:58:17.000 | 55.2 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 04:58:17.000 | 55.2 |  | pod condition ContainersReady |
+| sampler.process_first_log | 04:58:27.584 | 65.8 |  | container log, first line |
+| sampler.engine_init_start | 04:58:54.733 | 92.9 |  | container log: (EngineCore pid=161) INFO 10-15 04:58:54 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 04:58:56.402 | 94.6 |  | container log: (EngineCore pid=161) INFO 10-15 04:58:56 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 04:58:57.753 | 95.9 |  | container log: (EngineCore pid=161) INFO 10-15 04:58:57 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 04:58:58.859 | 97.1 | 1.11 | container log: (EngineCore pid=161) INFO 10-15 04:58:58 [default_loader.py:430] Loading weights took 1.11 seconds |
+| sampler.model_loaded | 04:58:59.653 | 97.8 | 3.562917 | container log: (EngineCore pid=161) INFO 10-15 04:58:59 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.562917 seconds |
+| sampler.compile_done | 04:59:30.263 | 128.5 | 28.39 | container log: (EngineCore pid=161) INFO 10-15 04:59:30 [monitor.py:53] torch.compile took 28.39 s in total |
+| sampler.graphs_captured | 04:59:45.735 | 143.9 | 11.0 | container log: (EngineCore pid=161) INFO 10-15 04:59:45 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB |
+| sampler.kv_cache_sized | 04:59:46.273 | 144.5 |  | container log: (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB |
+| sampler.engine_init_done | 04:59:57.142 | 155.3 | 57.48 | container log: (EngineCore pid=161) INFO 10-15 04:59:57 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.48 s |
+| sampler.ready_key | 04:59:58.000 | 156.2 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 04:57:21.804 | 0.0 |
+| client.create_model.start | 04:57:21.804 | 0.0 |
+| client.create_model.done | 04:57:37.299 | 15.5 |
+| client.forward_backward.start | 04:57:40.066 | 18.3 |
+| client.forward_backward.done | 04:57:43.279 | 21.5 |
+| client.optim_step.done | 04:57:44.032 | 22.2 |
+| client.save_weights_and_get_sampling_client.start | 04:57:44.033 | 22.2 |
+| client.save_weights_and_get_sampling_client.done | 04:57:44.610 | 22.8 |
+| client.sample.start | 04:57:44.612 | 22.8 |
+| client.sample.done | 04:59:59.246 | 157.4 |
+| client.end | 04:59:59.247 | 157.4 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.8 |
+| weights load | trainer.load_start | trainer.load_done | 2.5 |
+| ready key | trainer.load_done | trainer.ready_key | -18.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 15.5 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.0 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 29.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 11.6 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 27.1 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.5 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.4 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.9 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 134.6 |
+
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt
new file mode 100644
index 00000000..6982d578
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T04:57:17.557+00:00
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json
new file mode 100644
index 00000000..8e52f6bf
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:57:44Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040297218207001",
+                "uid": "4ce140e7-4f1e-4b14-9877-bb659f6e0343"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "4Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "3589169104"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "25Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "25Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "2ee5c8bd-e346-48b6-8cb1-eb62a873538d",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:58:17Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "4Gi",
+                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:57:22Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040247036111015",
+                "uid": "35aa092e-27db-4eca-ad32-e9e0d6070c77"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "5Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen2.5-0.5B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "5282967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "21Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "21Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "efac33f1-a138-4d61-b066-ff1ef1279fec",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T04:57:27Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "5Gi",
+                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log
new file mode 100644
index 00000000..7473ff1d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log
@@ -0,0 +1,35 @@
+watching; recorders [15841, 15842, 15844, 15846, 15848, 15843, 15845, 15847] write into runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 8.0 |
+| weights load | trainer.load_start | trainer.load_done | 2.5 |
+| ready key | trainer.load_done | trainer.ready_key | -18.5 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 15.8 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.2 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 23.3 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 16.3 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.8 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.6 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.3 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.8 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 107.4 |
+
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log
new file mode 100644
index 00000000..df117526
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log
@@ -0,0 +1,30 @@
+2026-10-15T05:01:15.885+00:00	2026-10-15T05:01:15.899417391Z INFO:     127.0.0.1:35950 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T05:01:16.112+00:00	2026-10-15T05:01:16.130561464Z INFO:     127.0.0.1:35952 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:01:16.180+00:00	2026-10-15T05:01:16.199505092Z INFO:     127.0.0.1:35952 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T05:01:16.443+00:00	2026-10-15T05:01:16.462704698Z [API_SERVER] enqueued op=create_model request_id=840431b4-6617-4074-8848-cf95526c9aec model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T05:01:16.445+00:00	2026-10-15T05:01:16.464180264Z INFO:     127.0.0.1:35962 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T05:01:20.728+00:00	2026-10-15T05:01:20.746712614Z INFO:     10.32.3.1:43472 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:01:26.372+00:00	2026-10-15T05:01:26.389349362Z INFO:     127.0.0.1:48808 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:01:30.732+00:00	2026-10-15T05:01:30.748033533Z INFO:     10.32.3.1:45936 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:01:31.605+00:00	2026-10-15T05:01:31.624783860Z INFO:     127.0.0.1:42044 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T05:01:34.338+00:00	2026-10-15T05:01:34.357162387Z [API_SERVER] enqueued op=forward_backward request_id=d985e84c-f973-4fc5-84a8-b078e63ccf69 model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T05:01:34.339+00:00	2026-10-15T05:01:34.357733525Z INFO:     127.0.0.1:42044 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T05:01:37.559+00:00	2026-10-15T05:01:37.576296735Z [API_SERVER] enqueued op=optim_step request_id=d3a96a54-0418-44fe-a5c3-2f1e6be71f7b model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T05:01:37.559+00:00	2026-10-15T05:01:37.576838072Z INFO:     127.0.0.1:42044 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T05:01:38.342+00:00	2026-10-15T05:01:38.358865914Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=963d0bbf-ae16-4566-b427-cfcb9f37e811 model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
+2026-10-15T05:01:38.342+00:00	2026-10-15T05:01:38.359362687Z INFO:     127.0.0.1:42044 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T05:01:39.001+00:00	2026-10-15T05:01:39.020317120Z INFO:     127.0.0.1:42052 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T05:01:40.729+00:00	2026-10-15T05:01:40.747481210Z INFO:     10.32.3.1:52820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:01:50.730+00:00	2026-10-15T05:01:50.747013214Z INFO:     10.32.3.1:36308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:00.734+00:00	2026-10-15T05:02:00.746899682Z INFO:     10.32.3.1:34568 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:10.729+00:00	2026-10-15T05:02:10.747400430Z INFO:     10.32.3.1:38018 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:20.729+00:00	2026-10-15T05:02:20.747204752Z INFO:     10.32.3.1:54932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:26.583+00:00	2026-10-15T05:02:26.601098990Z INFO:     127.0.0.1:41122 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:02:30.730+00:00	2026-10-15T05:02:30.748457327Z INFO:     10.32.3.1:33506 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:40.729+00:00	2026-10-15T05:02:40.747125356Z INFO:     10.32.3.1:49354 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:02:50.733+00:00	2026-10-15T05:02:50.747387509Z INFO:     10.32.3.1:41164 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:03:00.728+00:00	2026-10-15T05:03:00.746612139Z INFO:     10.32.3.1:37988 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:03:10.728+00:00	2026-10-15T05:03:10.746728182Z INFO:     10.32.3.1:35818 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:03:16.776+00:00	2026-10-15T05:03:16.783574019Z INFO:     127.0.0.1:58382 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:03:20.727+00:00	2026-10-15T05:03:20.746403654Z INFO:     10.32.3.1:41964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:03:30.821+00:00	2026-10-15T05:03:30.746892009Z INFO:     10.32.3.1:57042 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl
new file mode 100644
index 00000000..15a11f70
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T05:01:15.634+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T05:01:15.634+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T05:01:31.419+00:00", "t": 15.785, "phase": "create_model.done", "model_id": "840431b4-6617-4074-8848-cf95526c9aec"}
+{"ts": "2026-10-15T05:01:34.271+00:00", "t": 18.637, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T05:01:37.484+00:00", "t": 21.85, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T05:01:38.241+00:00", "t": 22.607, "phase": "optim_step.done"}
+{"ts": "2026-10-15T05:01:38.245+00:00", "t": 22.611, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T05:01:38.818+00:00", "t": 23.184, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T05:01:38.819+00:00", "t": 23.185, "phase": "sample.start"}
+{"ts": "2026-10-15T05:03:26.180+00:00", "t": 130.546, "phase": "sample.done", "text": " 4"}
+{"ts": "2026-10-15T05:03:26.181+00:00", "t": 130.547, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log
new file mode 100644
index 00000000..ee6051b8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]   15.785s create_model.done {'model_id': '840431b4-6617-4074-8848-cf95526c9aec'}
+[cold-start]   18.637s forward_backward.start 
+[cold-start]   21.850s forward_backward.done 
+[cold-start]   22.607s optim_step.done 
+[cold-start]   22.611s save_weights_and_get_sampling_client.start 
+[cold-start]   23.184s save_weights_and_get_sampling_client.done 
+[cold-start]   23.185s sample.start 
+[cold-start]  130.546s sample.done {'text': ' 4'}
+[cold-start]  130.547s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt
new file mode 100644
index 00000000..565ffbe3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:03:26.774+00:00
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json
new file mode 100644
index 00000000..8ac2687a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json
@@ -0,0 +1,2025 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092561663021",
+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f61ddd1e4",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092605935011",
+                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:40:41Z",
+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:40:41Z",
+                "name": "cold-start-fio.18de9a32081cf908",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:18Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:18Z",
+                "name": "cold-start-fio.18de9a3a9867ce9f",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039278208207001",
+                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad2bcac91",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279188751014",
+                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad378cd74",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279219679006",
+                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad5aed221",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279235135013",
+                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
+            },
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diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
new file mode 100644
index 00000000..b57d24d4
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
@@ -0,0 +1,120 @@
+2026-10-15T05:02:05.308858557Z INFO 10-15 05:02:05 [model.py:692] Resolved architecture: Qwen2ForCausalLM
+2026-10-15T05:02:05.309341375Z INFO 10-15 05:02:05 [model.py:2030] Using max model len 8192
+2026-10-15T05:02:05.311509464Z INFO 10-15 05:02:05 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
+2026-10-15T05:02:06.441297160Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:02:06.722078744Z INFO 10-15 05:02:06 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
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+2026-10-15T05:02:22.390749815Z (EngineCore pid=161) INFO 10-15 05:02:22 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_da4da587630c4760931dd312e0d64a19 backend=nccl
+2026-10-15T05:02:22.398295764Z (EngineCore pid=161) INFO 10-15 05:02:22 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T05:02:22.398324742Z (EngineCore pid=161) INFO 10-15 05:02:22 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T05:02:23.325863393Z (EngineCore pid=161) INFO 10-15 05:02:23 [model_runner.py:396] Loading model from scratch...
+2026-10-15T05:02:24.203367263Z (EngineCore pid=161) INFO 10-15 05:02:24 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T05:02:24.203834642Z (EngineCore pid=161) INFO 10-15 05:02:24 [flash_attn.py:1116] Using FlashAttention version 2
+2026-10-15T05:02:24.320213947Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T05:02:24.320556376Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T05:02:24.679861647Z (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
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+Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
+2026-10-15T05:02:25.897180640Z (EngineCore pid=161) INFO 10-15 05:02:25 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
+2026-10-15T05:02:25.898399568Z (EngineCore pid=161) INFO 10-15 05:02:25 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.22s
+2026-10-15T05:02:25.898674744Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.22s/it]
+2026-10-15T05:02:25.898764506Z (EngineCore pid=161) 
+Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.22s/it]
+2026-10-15T05:02:25.898772927Z (EngineCore pid=161) 
+2026-10-15T05:02:25.907445952Z (EngineCore pid=161) INFO 10-15 05:02:25 [default_loader.py:430] Loading weights took 1.23 seconds
+2026-10-15T05:02:25.951344304Z (EngineCore pid=161) INFO 10-15 05:02:25 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T05:02:26.718502366Z (EngineCore pid=161) INFO 10-15 05:02:26 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.717496 seconds
+2026-10-15T05:02:26.726317509Z (EngineCore pid=161) INFO 10-15 05:02:26 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
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+2026-10-15T05:02:39.695344877Z (EngineCore pid=161) INFO 10-15 05:02:39 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T05:02:39.695901697Z (EngineCore pid=161) INFO 10-15 05:02:39 [backends.py:1155] Dynamo bytecode transform time: 10.76 s
+2026-10-15T05:02:47.630790902Z (EngineCore pid=161) [rank0]:W1015 05:02:47.630000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
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+2026-10-15T05:02:59.702509674Z (EngineCore pid=161) INFO 10-15 05:02:59 [monitor.py:81] Initial profiling/warmup run took 2.45 s
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+Capturing CUDA graphs (PIECEWISE):   5%|▌         | 2/38 [00:00<00:05,  6.75it/s]
+Capturing CUDA graphs (PIECEWISE):  11%|█         | 4/38 [00:03<00:30,  1.13it/s]
+Capturing CUDA graphs (PIECEWISE):  16%|█▌        | 6/38 [00:04<00:26,  1.23it/s]
+Capturing CUDA graphs (PIECEWISE):  21%|██        | 8/38 [00:04<00:15,  1.90it/s]
+Capturing CUDA graphs (PIECEWISE):  26%|██▋       | 10/38 [00:04<00:10,  2.73it/s]
+Capturing CUDA graphs (PIECEWISE):  32%|███▏      | 12/38 [00:05<00:07,  3.71it/s]
+Capturing CUDA graphs (PIECEWISE):  37%|███▋      | 14/38 [00:05<00:04,  4.80it/s]
+Capturing CUDA graphs (PIECEWISE):  42%|████▏     | 16/38 [00:05<00:03,  5.95it/s]
+Capturing CUDA graphs (PIECEWISE):  47%|████▋     | 18/38 [00:05<00:02,  6.97it/s]
+Capturing CUDA graphs (PIECEWISE):  53%|█████▎    | 20/38 [00:05<00:02,  7.94it/s]
+Capturing CUDA graphs (PIECEWISE):  58%|█████▊    | 22/38 [00:05<00:01,  8.77it/s]
+Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 24/38 [00:06<00:01,  9.50it/s]
+Capturing CUDA graphs (PIECEWISE):  68%|██████▊   | 26/38 [00:06<00:01, 10.08it/s]
+Capturing CUDA graphs (PIECEWISE):  74%|███████▎  | 28/38 [00:06<00:00, 10.51it/s]
+Capturing CUDA graphs (PIECEWISE):  79%|███████▉  | 30/38 [00:06<00:00, 10.84it/s]
+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 32/38 [00:06<00:00, 11.09it/s]
+Capturing CUDA graphs (PIECEWISE):  89%|████████▉ | 34/38 [00:06<00:00, 11.29it/s]
+Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:07<00:00, 11.41it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:09<00:00,  2.13it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:09<00:00,  3.87it/s]
+2026-10-15T05:03:12.227203579Z (EngineCore pid=161) 
+Capturing CUDA graphs (FULL):   0%|          | 0/2 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 13.43it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 13.41it/s]
+2026-10-15T05:03:12.777714079Z (EngineCore pid=161) INFO 10-15 05:03:12 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
+2026-10-15T05:03:13.327483910Z (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
+2026-10-15T05:03:13.327530626Z (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T05:03:13.328760017Z (EngineCore pid=161) INFO 10-15 05:03:13 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
+2026-10-15T05:03:13.363037704Z (EngineCore pid=161) INFO 10-15 05:03:13 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T05:03:13.363066979Z (EngineCore pid=161) INFO 10-15 05:03:13 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T05:03:20.688678187Z (EngineCore pid=161) 
+Capturing CUDA graphs (PIECEWISE):   0%|          | 0/38 [00:00<?, ?it/s]
+Capturing CUDA graphs (PIECEWISE):   5%|▌         | 2/38 [00:00<00:04,  7.50it/s]
+Capturing CUDA graphs (PIECEWISE):  11%|█         | 4/38 [00:00<00:03, 10.04it/s]
+Capturing CUDA graphs (PIECEWISE):  16%|█▌        | 6/38 [00:00<00:02, 11.28it/s]
+Capturing CUDA graphs (PIECEWISE):  21%|██        | 8/38 [00:00<00:02, 11.95it/s]
+Capturing CUDA graphs (PIECEWISE):  26%|██▋       | 10/38 [00:00<00:02, 12.32it/s]
+Capturing CUDA graphs (PIECEWISE):  32%|███▏      | 12/38 [00:01<00:02, 12.54it/s]
+Capturing CUDA graphs (PIECEWISE):  37%|███▋      | 14/38 [00:01<00:01, 12.69it/s]
+Capturing CUDA graphs (PIECEWISE):  42%|████▏     | 16/38 [00:01<00:01, 12.80it/s]
+Capturing CUDA graphs (PIECEWISE):  47%|████▋     | 18/38 [00:01<00:01, 12.58it/s]
+Capturing CUDA graphs (PIECEWISE):  53%|█████▎    | 20/38 [00:01<00:01, 12.37it/s]
+Capturing CUDA graphs (PIECEWISE):  58%|█████▊    | 22/38 [00:01<00:01, 12.22it/s]
+Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 24/38 [00:02<00:01, 12.15it/s]
+Capturing CUDA graphs (PIECEWISE):  68%|██████▊   | 26/38 [00:02<00:00, 12.14it/s]
+Capturing CUDA graphs (PIECEWISE):  74%|███████▎  | 28/38 [00:02<00:00, 12.13it/s]
+Capturing CUDA graphs (PIECEWISE):  79%|███████▉  | 30/38 [00:02<00:00, 12.01it/s]
+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 32/38 [00:02<00:00, 11.93it/s]
+Capturing CUDA graphs (PIECEWISE):  89%|████████▉ | 34/38 [00:02<00:00, 11.88it/s]
+Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:03<00:00, 11.89it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 12.05it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.97it/s]
+2026-10-15T05:03:22.331618343Z (EngineCore pid=161) 
+Capturing CUDA graphs (FULL):   0%|          | 0/22 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   9%|▉         | 2/22 [00:00<00:01, 13.62it/s]
+Capturing CUDA graphs (FULL):  18%|█▊        | 4/22 [00:00<00:01, 13.30it/s]
+Capturing CUDA graphs (FULL):  27%|██▋       | 6/22 [00:00<00:01, 13.38it/s]
+Capturing CUDA graphs (FULL):  36%|███▋      | 8/22 [00:00<00:01, 13.15it/s]
+Capturing CUDA graphs (FULL):  45%|████▌     | 10/22 [00:00<00:00, 13.28it/s]
+Capturing CUDA graphs (FULL):  55%|█████▍    | 12/22 [00:00<00:00, 13.32it/s]
+Capturing CUDA graphs (FULL):  64%|██████▎   | 14/22 [00:01<00:00, 13.37it/s]
+Capturing CUDA graphs (FULL):  73%|███████▎  | 16/22 [00:01<00:00, 13.34it/s]
+Capturing CUDA graphs (FULL):  82%|████████▏ | 18/22 [00:01<00:00, 13.36it/s]
+Capturing CUDA graphs (FULL):  91%|█████████ | 20/22 [00:01<00:00, 13.40it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.53it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.39it/s]
+2026-10-15T05:03:22.879235848Z (EngineCore pid=161) INFO 10-15 05:03:22 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
+2026-10-15T05:03:22.879271049Z (EngineCore pid=161) INFO 10-15 05:03:22 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
+2026-10-15T05:03:22.879322808Z (EngineCore pid=161) INFO 10-15 05:03:22 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
+2026-10-15T05:03:23.538647820Z (EngineCore pid=161) INFO 10-15 05:03:23 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T05:03:24.097517222Z (EngineCore pid=161) INFO 10-15 05:03:24 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T05:03:24.097775678Z (EngineCore pid=161) INFO 10-15 05:03:24 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.37 s (compilation: 28.32 s)
+2026-10-15T05:03:25.186632186Z (EngineCore pid=161) WARNING 10-15 05:03:25 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:03:25.189189309Z WARNING 10-15 05:03:25 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:03:25.241671122Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:03:25.600014433Z (EngineCore pid=161) INFO 10-15 05:03:25 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:03:25.645680107Z WARNING 10-15 05:03:25 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T05:03:25.645709401Z WARNING 10-15 05:03:25 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
new file mode 100644
index 00000000..6add30b5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
@@ -0,0 +1,34 @@
+2026-10-15T05:01:27.847766644Z 
+2026-10-15T05:01:27.847821982Z ==================================================
+2026-10-15T05:01:27.847828471Z       Open-RL PyTorch Training Worker
+2026-10-15T05:01:27.847831505Z ==================================================
+2026-10-15T05:01:27.847833332Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T05:01:27.867911082Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T05:01:27.867937281Z 
+2026-10-15T05:01:27.989644961Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
+2026-10-15T05:01:28.104973244Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:01:28.918184929Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
+2026-10-15T05:01:29.629438937Z [prefetch] done: 0.92 GiB in 0.7 s (1325 MiB/s)
+2026-10-15T05:01:30.447285388Z 
+Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
+Loading weights:  34%|███▍      | 99/290 [00:00<00:00, 963.63it/s]
+Loading weights:  84%|████████▍ | 243/290 [00:00<00:00, 1224.83it/s]
+Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1238.98it/s]
+2026-10-15T05:01:30.531288552Z Successfully loaded.
+2026-10-15T05:01:30.533708897Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
+2026-10-15T05:01:30.540390321Z 
+2026-10-15T05:01:30.540415269Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: create_model:840431b4-6617-4074-8848-cf95526c9aec
+2026-10-15T05:01:30.540871086Z Base model Qwen/Qwen2.5-0.5B already loaded.
+2026-10-15T05:01:30.541002007Z Creating LoRA adapter '840431b4-6617-4074-8848-cf95526c9aec'...
+2026-10-15T05:01:30.900105261Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T05:01:30.905784372Z LoRA adapter '840431b4-6617-4074-8848-cf95526c9aec' created and set to active.
+2026-10-15T05:01:31.346178429Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
+2026-10-15T05:01:34.358431562Z 
+2026-10-15T05:01:34.358493872Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: forward_backward:d985e84c-f973-4fc5-84a8-b078e63ccf69
+2026-10-15T05:01:37.577601923Z 
+2026-10-15T05:01:37.577648558Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: optim_step:d3a96a54-0418-44fe-a5c3-2f1e6be71f7b
+2026-10-15T05:01:37.586296538Z Initializing AdamW optimizer for '840431b4-6617-4074-8848-cf95526c9aec' with lr=0.0001
+2026-10-15T05:01:38.202440380Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
+2026-10-15T05:01:38.360167032Z 
+2026-10-15T05:01:38.360199216Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: save_weights_for_sampler:963d0bbf-ae16-4566-b427-cfcb9f37e811
+2026-10-15T05:01:38.775301473Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt
new file mode 100644
index 00000000..b67c1f75
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json
new file mode 100644
index 00000000..5ee0198a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:18:38Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-kpp7j",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
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+        "value": "vllm"
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+       "--metrics-bind-address=:8080"
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+        "value": "0"
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+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-bkd68",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.194",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.194",
+    "podIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-20T07:24:14Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-09-30T18:57:25Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-lgbqp",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1790794650142511011",
+    "uid": "8e0ef9ca-5b6e-4ce8-a59e-2bc2167a9904"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log
new file mode 100644
index 00000000..62cf050e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log
@@ -0,0 +1,153 @@
+2026-10-15T05:01:12.427+00:00	2026-10-15T05:01:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:13.431+00:00	2026-10-15T05:01:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:14.437+00:00	2026-10-15T05:01:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:15.442+00:00	2026-10-15T05:01:15Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:16.446+00:00	2026-10-15T05:01:16Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:17.451+00:00	2026-10-15T05:01:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:01:18.458+00:00	2026-10-15T05:01:18Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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+2026-10-15T05:03:34.183+00:00	2026-10-15T05:03:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:03:35.226+00:00	2026-10-15T05:03:35Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
+2026-10-15T05:03:35.226+00:00	2026-10-15T05:03:35Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log
new file mode 100644
index 00000000..0a19fdc3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T05:01:16.606+00:00	2026-10-15T05:01:16.624535671Z {"level":"info","ts":"2026-10-15T05:01:16Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"9572772f-a156-403a-b664-332350bac2f5","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
+2026-10-15T05:01:38.487+00:00	2026-10-15T05:01:38.505401957Z {"level":"info","ts":"2026-10-15T05:01:38Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"1a58b154-9236-4c92-aab9-519ccf1bd949","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json
new file mode 100644
index 00000000..05335083
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json
@@ -0,0 +1,267 @@
+{
+ "case": "after-B2-0.5b-l4-cached",
+ "collected": "2026-10-15T05:03:35.925+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 05:01:15.634000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen2.5-0.5B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 05:01:15.634000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 05:01:31.419000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "840431b4-6617-4074-8848-cf95526c9aec"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 05:01:34.271000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 05:01:37.484000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 05:01:38.241000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 05:01:38.245000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 05:01:38.818000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 05:01:38.819000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 05:03:26.180000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4"
+  },
+  "client.end": {
+   "ts": "2026-10-15 05:03:26.181000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 05:01:38+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:01:38.028000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 05:01:38.028000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 05:01:39.789000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 05:01:38+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 05:01:38+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 05:01:38+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 05:01:38+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 05:01:42+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 05:02:05.308858+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 05:02:21.575184+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:21 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 05:02:23.325863+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:23 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 05:02:24.679896+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 05:02:25.907445+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:25 [default_loader.py:430] Loading weights took 1.23 seconds",
+     "self_reported_s": 1.23
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 05:02:26.718502+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:26 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.717496 seconds",
+     "self_reported_s": 3.717496
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 05:02:57.251696+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:57 [monitor.py:53] torch.compile took 28.32 s in total",
+     "self_reported_s": 28.32
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 05:03:12.777714+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:12 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
+     "self_reported_s": 11.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 05:03:13.327483+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 05:03:24.097775+00:00",
+     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:24 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.37 s",
+     "self_reported_s": 57.37
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 05:03:26+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
+   "model_id": "Qwen/Qwen2.5-0.5B",
+   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 05:01:16+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:01:16.282000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 05:01:16.282000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 05:01:17.948000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 05:01:22+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 05:01:16+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 05:01:16+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 05:01:21+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 05:01:21+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 05:01:16+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 05:01:20+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 05:01:16+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 05:01:20+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 05:01:20+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 05:01:20+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 05:01:27.847766+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 05:01:27.989644+00:00",
+     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 05:01:30.531288+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 05:01:30.533708+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 05:01:12+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.md b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.md
new file mode 100644
index 00000000..6c550078
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.md
@@ -0,0 +1,109 @@
+# Cold start timeline: after-B2-0.5b-l4-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T05:01:15.634+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen2-5-0-5b-0-trainer` on `gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.ready_key | 05:01:12.000 | -3.6 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.workload_created | 05:01:16.000 | 0.4 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 05:01:16.000 | 0.4 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 05:01:16.000 | 0.4 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 05:01:16.000 | 0.4 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 05:01:16.000 | 0.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8 |
+| trainer.workload_first_seen_by_poller | 05:01:16.282 | 0.6 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 05:01:16.282 | 0.6 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 05:01:17.948 | 2.3 |  | workloads.tsv poller: status.nodeName set |
+| trainer.container_started | 05:01:20.000 | 4.4 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 05:01:20.000 | 4.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| trainer.event_Created | 05:01:20.000 | 4.4 |  | event: Container created |
+| trainer.event_Started | 05:01:20.000 | 4.4 |  | event: Container started |
+| trainer.pod_Ready | 05:01:21.000 | 5.4 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 05:01:21.000 | 5.4 |  | pod condition ContainersReady |
+| trainer.condition_Placed_True | 05:01:22.000 | 6.4 |  | Workload condition Placed |
+| trainer.process_first_log | 05:01:27.847 | 12.2 |  | container log, first line |
+| trainer.load_start | 05:01:27.989 | 12.4 |  | container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0... |
+| trainer.load_done | 05:01:30.531 | 14.9 |  | container log: Successfully loaded. |
+| trainer.processor_started | 05:01:30.533 | 14.9 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1). |
+
+## sampler: `orw-lora-qwen-qwen2-5-0-5b-0-sampler` on `gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 05:01:38.000 | 22.4 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 05:01:38.000 | 22.4 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 05:01:38.000 | 22.4 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 05:01:38.000 | 22.4 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 05:01:38.000 | 22.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208 |
+| sampler.workload_first_seen_by_poller | 05:01:38.028 | 22.4 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 05:01:38.028 | 22.4 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 05:01:39.789 | 24.2 |  | workloads.tsv poller: status.nodeName set |
+| sampler.condition_Placed_True | 05:01:42.000 | 26.4 |  | Workload condition Placed |
+| sampler.pod_Ready | 05:01:42.000 | 26.4 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 05:01:42.000 | 26.4 |  | pod condition ContainersReady |
+| sampler.container_started | 05:01:42.000 | 26.4 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 05:01:42.000 | 26.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| sampler.event_Created | 05:01:42.000 | 26.4 |  | event: Container created |
+| sampler.event_Started | 05:01:42.000 | 26.4 |  | event: Container started |
+| sampler.process_first_log | 05:02:05.308 | 49.7 |  | container log, first line |
+| sampler.engine_init_start | 05:02:21.575 | 65.9 |  | container log: (EngineCore pid=161) INFO 10-15 05:02:21 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 05:02:23.325 | 67.7 |  | container log: (EngineCore pid=161) INFO 10-15 05:02:23 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 05:02:24.679 | 69.0 |  | container log: (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 05:02:25.907 | 70.3 | 1.23 | container log: (EngineCore pid=161) INFO 10-15 05:02:25 [default_loader.py:430] Loading weights took 1.23 seconds |
+| sampler.model_loaded | 05:02:26.718 | 71.1 | 3.717496 | container log: (EngineCore pid=161) INFO 10-15 05:02:26 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.717496 seconds |
+| sampler.compile_done | 05:02:57.251 | 101.6 | 28.32 | container log: (EngineCore pid=161) INFO 10-15 05:02:57 [monitor.py:53] torch.compile took 28.32 s in total |
+| sampler.graphs_captured | 05:03:12.777 | 117.1 | 11.0 | container log: (EngineCore pid=161) INFO 10-15 05:03:12 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB |
+| sampler.kv_cache_sized | 05:03:13.327 | 117.7 |  | container log: (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB |
+| sampler.engine_init_done | 05:03:24.097 | 128.5 | 57.37 | container log: (EngineCore pid=161) INFO 10-15 05:03:24 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.37 s |
+| sampler.ready_key | 05:03:26.000 | 130.4 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 05:01:15.634 | 0.0 |
+| client.create_model.start | 05:01:15.634 | 0.0 |
+| client.create_model.done | 05:01:31.419 | 15.8 |
+| client.forward_backward.start | 05:01:34.271 | 18.6 |
+| client.forward_backward.done | 05:01:37.484 | 21.9 |
+| client.optim_step.done | 05:01:38.241 | 22.6 |
+| client.save_weights_and_get_sampling_client.start | 05:01:38.245 | 22.6 |
+| client.save_weights_and_get_sampling_client.done | 05:01:38.818 | 23.2 |
+| client.sample.start | 05:01:38.819 | 23.2 |
+| client.sample.done | 05:03:26.180 | 130.5 |
+| client.end | 05:03:26.181 | 130.5 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 8.0 |
+| weights load | trainer.load_start | trainer.load_done | 2.5 |
+| ready key | trainer.load_done | trainer.ready_key | -18.5 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 15.8 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.2 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 23.3 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 16.3 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.8 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.6 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.3 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.8 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 1.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 107.4 |
+
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt
new file mode 100644
index 00000000..b19e78b5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:01:11.324+00:00
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json
new file mode 100644
index 00000000..a4b62ba3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:01:38Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040502944559001",
+                "uid": "7b9b59dc-9b47-457a-ae6e-445216e97f77"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "4Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "3589169104"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "25Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "25Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "dc12971c-f814-48f0-989f-61dcbd87544b",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:01:42Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "4Gi",
+                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:01:16Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040482420783015",
+                "uid": "2e5fb99a-5dca-43b7-9297-8a45c4fc96e0"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "5Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen2.5-0.5B",
+                "ownerID": "qwen-qwen2-5-0-5b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen2.5-0.5B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen2.5-0.5B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen2.5-0.5B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "5282967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "21Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "21Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "9ba5505c-ce23-4a59-ba01-41cad9093eca",
+                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:01:22Z",
+                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "5Gi",
+                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log
new file mode 100644
index 00000000..afa62d96
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log
@@ -0,0 +1,35 @@
+watching; recorders [16726, 16727, 16729, 16731, 16733, 16728, 16730, 16732] write into runs/2026-10-15_cold_start/after-C1-8b-h100-cold
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-C1-8b-h100-cold
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 90.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
+| weights load | trainer.load_start | trainer.load_done | 13.0 |
+| ready key | trainer.load_done | trainer.ready_key | -0.1 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 111.5 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.8 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.4 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 90.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.5 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.5 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 14.0 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.9 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
+| client: first sample blocked | client.sample.start | client.sample.done | 207.9 |
+
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log
new file mode 100644
index 00000000..4097aea9
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log
@@ -0,0 +1,56 @@
+2026-10-15T05:04:58.373+00:00	2026-10-15T05:04:58.392830523Z INFO:     127.0.0.1:49988 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T05:04:58.599+00:00	2026-10-15T05:04:58.617434754Z INFO:     127.0.0.1:49998 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:04:58.671+00:00	2026-10-15T05:04:58.691762251Z INFO:     127.0.0.1:49998 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T05:04:58.912+00:00	2026-10-15T05:04:58.933022406Z [API_SERVER] enqueued op=create_model request_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:04:58.912+00:00	2026-10-15T05:04:58.934353835Z INFO:     127.0.0.1:50002 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T05:05:00.726+00:00	2026-10-15T05:05:00.747482128Z INFO:     10.32.3.1:57206 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:05:08.868+00:00	2026-10-15T05:05:08.886137925Z INFO:     127.0.0.1:46950 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:05:10.727+00:00	2026-10-15T05:05:10.747267963Z INFO:     10.32.3.1:60820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:05:20.728+00:00	2026-10-15T05:05:20.746735897Z INFO:     10.32.3.1:45172 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:05:30.730+00:00	2026-10-15T05:05:30.747739235Z INFO:     10.32.3.1:42562 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:05:32.132+00:00	2026-10-15T05:05:32.152552067Z [API_SERVER] No live session uses qwen-qwen2-5-0-5b; tearing its workers down
+2026-10-15T05:05:40.729+00:00	2026-10-15T05:05:40.748089335Z INFO:     10.32.3.1:39376 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:05:49.048+00:00	2026-10-15T05:05:49.066216479Z INFO:     127.0.0.1:38418 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:05:50.725+00:00	2026-10-15T05:05:50.747579061Z INFO:     10.32.3.1:46244 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:00.730+00:00	2026-10-15T05:06:00.747988598Z INFO:     10.32.3.1:44906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:10.731+00:00	2026-10-15T05:06:10.748609740Z INFO:     10.32.3.1:46228 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:20.729+00:00	2026-10-15T05:06:20.747688850Z INFO:     10.32.3.1:60052 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:30.728+00:00	2026-10-15T05:06:30.747502924Z INFO:     10.32.3.1:43338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:39.279+00:00	2026-10-15T05:06:39.296775538Z INFO:     127.0.0.1:47514 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:06:40.724+00:00	2026-10-15T05:06:40.747079682Z INFO:     10.32.3.1:54366 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:49.774+00:00	2026-10-15T05:06:49.794105686Z INFO:     127.0.0.1:40780 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T05:06:50.724+00:00	2026-10-15T05:06:50.746682232Z INFO:     10.32.3.1:54610 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:06:52.856+00:00	2026-10-15T05:06:52.877671436Z [API_SERVER] enqueued op=forward_backward request_id=89817a3b-47fd-4fe7-ac4f-96f85e67f00d model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:06:52.857+00:00	2026-10-15T05:06:52.879485463Z INFO:     127.0.0.1:40780 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T05:06:55.673+00:00	2026-10-15T05:06:55.694412936Z [API_SERVER] enqueued op=optim_step request_id=960757cf-ac36-466e-8ac6-4739735165f9 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:06:55.676+00:00	2026-10-15T05:06:55.695623233Z INFO:     127.0.0.1:40780 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T05:06:57.720+00:00	2026-10-15T05:06:57.740198942Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=8e6d158e-97d2-4b55-969a-3c06dfb5aaf1 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:06:57.720+00:00	2026-10-15T05:06:57.741174270Z INFO:     127.0.0.1:40780 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T05:06:59.833+00:00	2026-10-15T05:06:59.854047429Z INFO:     127.0.0.1:38466 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T05:07:00.725+00:00	2026-10-15T05:07:00.748423093Z INFO:     10.32.3.1:34800 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:07:10.729+00:00	2026-10-15T05:07:10.747610422Z INFO:     10.32.3.1:37484 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:07:20.727+00:00	2026-10-15T05:07:20.747378396Z INFO:     10.32.3.1:46200 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:07:30.729+00:00	2026-10-15T05:07:30.746887455Z INFO:     10.32.3.1:32866 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:07:40.729+00:00	2026-10-15T05:07:40.747803363Z INFO:     10.32.3.1:34618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:07:49.470+00:00	2026-10-15T05:07:49.486856420Z INFO:     127.0.0.1:35182 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:07:50.727+00:00	2026-10-15T05:07:50.749079833Z INFO:     10.32.3.1:44656 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:00.731+00:00	2026-10-15T05:08:00.746828463Z INFO:     10.32.3.1:52534 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:10.729+00:00	2026-10-15T05:08:10.747693054Z INFO:     10.32.3.1:45248 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:20.741+00:00	2026-10-15T05:08:20.747102416Z INFO:     10.32.3.1:35372 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:30.727+00:00	2026-10-15T05:08:30.747138544Z INFO:     10.32.3.1:46088 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:39.651+00:00	2026-10-15T05:08:39.669833714Z INFO:     127.0.0.1:42494 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:08:40.820+00:00	2026-10-15T05:08:40.748143407Z INFO:     10.32.3.1:60424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:08:50.737+00:00	2026-10-15T05:08:50.748661295Z INFO:     10.32.3.1:34518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:00.727+00:00	2026-10-15T05:09:00.747876484Z INFO:     10.32.3.1:50858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:10.728+00:00	2026-10-15T05:09:10.748210445Z INFO:     10.32.3.1:35368 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:19.829+00:00	2026-10-15T05:09:19.849115515Z INFO:     127.0.0.1:47558 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:09:20.723+00:00	2026-10-15T05:09:20.746874486Z INFO:     10.32.3.1:39832 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:30.729+00:00	2026-10-15T05:09:30.747161062Z INFO:     10.32.3.1:47028 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:40.727+00:00	2026-10-15T05:09:40.747722414Z INFO:     10.32.3.1:41054 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:50.725+00:00	2026-10-15T05:09:50.746880809Z INFO:     10.32.3.1:57554 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:09:58.736+00:00	2026-10-15T05:09:58.758631423Z INFO:     127.0.0.1:49698 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:10:00.726+00:00	2026-10-15T05:10:00.747754462Z INFO:     10.32.3.1:51350 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:10:10.039+00:00	2026-10-15T05:10:10.061264177Z INFO:     127.0.0.1:42950 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:10:10.723+00:00	2026-10-15T05:10:10.747463025Z INFO:     10.32.3.1:46708 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:10:20.725+00:00	2026-10-15T05:10:20.746995461Z INFO:     10.32.3.1:50678 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:10:30.725+00:00	2026-10-15T05:10:30.747017967Z INFO:     10.32.3.1:36428 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl
new file mode 100644
index 00000000..a66ee2ba
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T05:04:58.138+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T05:04:58.139+00:00", "t": 0.0, "phase": "create_model.start"}
+{"ts": "2026-10-15T05:06:49.594+00:00", "t": 111.456, "phase": "create_model.done", "model_id": "048101ca-2c60-4c63-afa2-2ae75e83f1c4"}
+{"ts": "2026-10-15T05:06:52.784+00:00", "t": 114.646, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T05:06:55.595+00:00", "t": 117.457, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T05:06:57.617+00:00", "t": 119.479, "phase": "optim_step.done"}
+{"ts": "2026-10-15T05:06:57.618+00:00", "t": 119.48, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T05:06:59.533+00:00", "t": 121.395, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T05:06:59.534+00:00", "t": 121.395, "phase": "sample.start"}
+{"ts": "2026-10-15T05:10:27.431+00:00", "t": 329.293, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
+{"ts": "2026-10-15T05:10:27.434+00:00", "t": 329.296, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log
new file mode 100644
index 00000000..5a4ebab2
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.000s create_model.start 
+[cold-start]  111.456s create_model.done {'model_id': '048101ca-2c60-4c63-afa2-2ae75e83f1c4'}
+[cold-start]  114.646s forward_backward.start 
+[cold-start]  117.457s forward_backward.done 
+[cold-start]  119.479s optim_step.done 
+[cold-start]  119.480s save_weights_and_get_sampling_client.start 
+[cold-start]  121.395s save_weights_and_get_sampling_client.done 
+[cold-start]  121.395s sample.start 
+[cold-start]  329.293s sample.done {'text': ' 4\n\nQuestion: What is '}
+[cold-start]  329.296s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt
new file mode 100644
index 00000000..8b3c4311
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:10:28.035+00:00
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json
new file mode 100644
index 00000000..89cb0ffe
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json
@@ -0,0 +1,2417 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092561663021",
+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f61ddd1e4",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092605935011",
+                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:40:41Z",
+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:40:41Z",
+                "name": "cold-start-fio.18de9a32081cf908",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:18Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:18Z",
+                "name": "cold-start-fio.18de9a3a9867ce9f",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039278208207001",
+                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
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diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
new file mode 100644
index 00000000..c45083ae
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
@@ -0,0 +1,223 @@
+2026-10-15T05:08:35.508944913Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:08:43.408014705Z INFO 10-15 05:08:43 [model.py:692] Resolved architecture: Qwen3ForCausalLM
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+Capturing CUDA graphs (PIECEWISE):   6%|▌         | 6/102 [00:00<00:10,  9.44it/s]
+Capturing CUDA graphs (PIECEWISE):   8%|▊         | 8/102 [00:00<00:09,  9.88it/s]
+Capturing CUDA graphs (PIECEWISE):  10%|▉         | 10/102 [00:01<00:09, 10.08it/s]
+Capturing CUDA graphs (PIECEWISE):  12%|█▏        | 12/102 [00:01<00:08, 10.14it/s]
+Capturing CUDA graphs (PIECEWISE):  14%|█▎        | 14/102 [00:01<00:08, 10.20it/s]
+Capturing CUDA graphs (PIECEWISE):  16%|█▌        | 16/102 [00:01<00:08, 10.28it/s]
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+Capturing CUDA graphs (PIECEWISE):  20%|█▉        | 20/102 [00:02<00:07, 10.50it/s]
+Capturing CUDA graphs (PIECEWISE):  22%|██▏       | 22/102 [00:02<00:07, 10.51it/s]
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+Capturing CUDA graphs (PIECEWISE):  27%|██▋       | 28/102 [00:02<00:07, 10.54it/s]
+Capturing CUDA graphs (PIECEWISE):  29%|██▉       | 30/102 [00:02<00:06, 10.44it/s]
+Capturing CUDA graphs (PIECEWISE):  31%|███▏      | 32/102 [00:03<00:06, 10.31it/s]
+Capturing CUDA graphs (PIECEWISE):  33%|███▎      | 34/102 [00:03<00:06, 10.33it/s]
+Capturing CUDA graphs (PIECEWISE):  35%|███▌      | 36/102 [00:05<00:21,  3.01it/s]
+Capturing CUDA graphs (PIECEWISE):  37%|███▋      | 38/102 [00:05<00:16,  3.81it/s]
+Capturing CUDA graphs (PIECEWISE):  39%|███▉      | 40/102 [00:05<00:13,  4.70it/s]
+Capturing CUDA graphs (PIECEWISE):  41%|████      | 42/102 [00:05<00:10,  5.57it/s]
+Capturing CUDA graphs (PIECEWISE):  43%|████▎     | 44/102 [00:05<00:08,  6.47it/s]
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+Capturing CUDA graphs (PIECEWISE):  47%|████▋     | 48/102 [00:06<00:06,  7.89it/s]
+Capturing CUDA graphs (PIECEWISE):  49%|████▉     | 50/102 [00:06<00:06,  8.44it/s]
+Capturing CUDA graphs (PIECEWISE):  51%|█████     | 52/102 [00:06<00:05,  8.98it/s]
+Capturing CUDA graphs (PIECEWISE):  53%|█████▎    | 54/102 [00:06<00:05,  9.34it/s]
+Capturing CUDA graphs (PIECEWISE):  55%|█████▍    | 56/102 [00:07<00:04,  9.59it/s]
+Capturing CUDA graphs (PIECEWISE):  57%|█████▋    | 58/102 [00:07<00:04,  9.76it/s]
+Capturing CUDA graphs (PIECEWISE):  59%|█████▉    | 60/102 [00:07<00:04,  9.96it/s]
+Capturing CUDA graphs (PIECEWISE):  61%|██████    | 62/102 [00:07<00:03, 10.15it/s]
+Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 64/102 [00:07<00:03, 10.15it/s]
+Capturing CUDA graphs (PIECEWISE):  65%|██████▍   | 66/102 [00:08<00:03, 10.11it/s]
+Capturing CUDA graphs (PIECEWISE):  67%|██████▋   | 68/102 [00:09<00:07,  4.33it/s]
+Capturing CUDA graphs (PIECEWISE):  69%|██████▊   | 70/102 [00:10<00:10,  3.07it/s]
+Capturing CUDA graphs (PIECEWISE):  71%|███████   | 72/102 [00:10<00:07,  3.86it/s]
+Capturing CUDA graphs (PIECEWISE):  73%|███████▎  | 74/102 [00:10<00:05,  4.72it/s]
+Capturing CUDA graphs (PIECEWISE):  75%|███████▍  | 76/102 [00:10<00:04,  5.61it/s]
+Capturing CUDA graphs (PIECEWISE):  76%|███████▋  | 78/102 [00:11<00:03,  6.43it/s]
+Capturing CUDA graphs (PIECEWISE):  78%|███████▊  | 80/102 [00:11<00:03,  7.15it/s]
+Capturing CUDA graphs (PIECEWISE):  80%|████████  | 82/102 [00:11<00:02,  7.73it/s]
+Capturing CUDA graphs (PIECEWISE):  82%|████████▏ | 84/102 [00:11<00:02,  8.28it/s]
+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 86/102 [00:11<00:01,  8.72it/s]
+Capturing CUDA graphs (PIECEWISE):  86%|████████▋ | 88/102 [00:12<00:01,  8.96it/s]
+Capturing CUDA graphs (PIECEWISE):  88%|████████▊ | 90/102 [00:12<00:01,  9.35it/s]
+Capturing CUDA graphs (PIECEWISE):  90%|█████████ | 92/102 [00:12<00:01,  9.79it/s]
+Capturing CUDA graphs (PIECEWISE):  92%|█████████▏| 94/102 [00:12<00:00, 10.08it/s]
+Capturing CUDA graphs (PIECEWISE):  94%|█████████▍| 96/102 [00:12<00:00, 10.23it/s]
+Capturing CUDA graphs (PIECEWISE):  96%|█████████▌| 98/102 [00:12<00:00, 10.43it/s]
+Capturing CUDA graphs (PIECEWISE):  98%|█████████▊| 100/102 [00:13<00:00, 10.57it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:15<00:00,  2.52it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:15<00:00,  6.63it/s]
+2026-10-15T05:10:05.546590411Z (EngineCore pid=169) 
+Capturing CUDA graphs (FULL):   0%|          | 0/2 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 16.84it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 16.81it/s]
+2026-10-15T05:10:06.072864519Z (EngineCore pid=169) INFO 10-15 05:10:06 [model_runner.py:1066] Graph capturing finished in 17 secs, took 0.78 GiB
+2026-10-15T05:10:06.701571914Z (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
+2026-10-15T05:10:06.701715187Z (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T05:10:06.702682672Z (EngineCore pid=169) INFO 10-15 05:10:06 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
+2026-10-15T05:10:06.739700819Z (EngineCore pid=169) INFO 10-15 05:10:06 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T05:10:06.739712172Z (EngineCore pid=169) INFO 10-15 05:10:06 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T05:10:07.033658188Z (EngineCore pid=169) INFO 10-15 05:10:07 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
+2026-10-15T05:10:07.033698134Z (EngineCore pid=169) 2026-10-15 05:10:07,033 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
+2026-10-15T05:10:07.034403789Z (EngineCore pid=169) INFO 10-15 05:10:07 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
+2026-10-15T05:10:07.200093535Z (EngineCore pid=169) 2026-10-15 05:10:07,199 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
+2026-10-15T05:10:07.204228667Z (EngineCore pid=169) 2026-10-15 05:10:07,204 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
+2026-10-15T05:10:19.947288497Z (EngineCore pid=169) 
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+Capturing CUDA graphs (PIECEWISE):  80%|████████  | 82/102 [00:07<00:01, 10.41it/s]
+Capturing CUDA graphs (PIECEWISE):  82%|████████▏ | 84/102 [00:07<00:01, 10.35it/s]
+Capturing CUDA graphs (PIECEWISE):  84%|████████▍ | 86/102 [00:08<00:01, 10.38it/s]
+Capturing CUDA graphs (PIECEWISE):  86%|████████▋ | 88/102 [00:08<00:01, 10.35it/s]
+Capturing CUDA graphs (PIECEWISE):  88%|████████▊ | 90/102 [00:08<00:01, 10.58it/s]
+Capturing CUDA graphs (PIECEWISE):  90%|█████████ | 92/102 [00:08<00:00, 10.73it/s]
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+Capturing CUDA graphs (PIECEWISE):  98%|█████████▊| 100/102 [00:09<00:00, 11.08it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:09<00:00, 11.09it/s]
+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:09<00:00, 10.74it/s]
+2026-10-15T05:10:23.923946993Z (EngineCore pid=169) 
+Capturing CUDA graphs (FULL):   0%|          | 0/70 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   3%|▎         | 2/70 [00:00<00:03, 17.50it/s]
+Capturing CUDA graphs (FULL):   6%|▌         | 4/70 [00:00<00:03, 17.61it/s]
+Capturing CUDA graphs (FULL):   9%|▊         | 6/70 [00:00<00:03, 17.63it/s]
+Capturing CUDA graphs (FULL):  11%|█▏        | 8/70 [00:00<00:03, 18.00it/s]
+Capturing CUDA graphs (FULL):  14%|█▍        | 10/70 [00:00<00:03, 17.66it/s]
+Capturing CUDA graphs (FULL):  17%|█▋        | 12/70 [00:00<00:03, 17.54it/s]
+Capturing CUDA graphs (FULL):  20%|██        | 14/70 [00:00<00:03, 17.73it/s]
+Capturing CUDA graphs (FULL):  23%|██▎       | 16/70 [00:00<00:03, 17.95it/s]
+Capturing CUDA graphs (FULL):  26%|██▌       | 18/70 [00:01<00:02, 17.79it/s]
+Capturing CUDA graphs (FULL):  29%|██▊       | 20/70 [00:01<00:02, 17.76it/s]
+Capturing CUDA graphs (FULL):  31%|███▏      | 22/70 [00:01<00:02, 17.71it/s]
+Capturing CUDA graphs (FULL):  34%|███▍      | 24/70 [00:01<00:02, 17.79it/s]
+Capturing CUDA graphs (FULL):  37%|███▋      | 26/70 [00:01<00:02, 17.60it/s]
+Capturing CUDA graphs (FULL):  40%|████      | 28/70 [00:01<00:02, 17.57it/s]
+Capturing CUDA graphs (FULL):  43%|████▎     | 30/70 [00:01<00:02, 17.79it/s]
+Capturing CUDA graphs (FULL):  46%|████▌     | 32/70 [00:01<00:02, 17.83it/s]
+Capturing CUDA graphs (FULL):  49%|████▊     | 34/70 [00:01<00:02, 17.80it/s]
+Capturing CUDA graphs (FULL):  51%|█████▏    | 36/70 [00:02<00:01, 17.55it/s]
+Capturing CUDA graphs (FULL):  54%|█████▍    | 38/70 [00:02<00:01, 17.36it/s]
+Capturing CUDA graphs (FULL):  57%|█████▋    | 40/70 [00:02<00:01, 17.40it/s]
+Capturing CUDA graphs (FULL):  60%|██████    | 42/70 [00:02<00:01, 17.49it/s]
+Capturing CUDA graphs (FULL):  63%|██████▎   | 44/70 [00:02<00:01, 17.57it/s]
+Capturing CUDA graphs (FULL):  66%|██████▌   | 46/70 [00:02<00:01, 17.47it/s]
+Capturing CUDA graphs (FULL):  69%|██████▊   | 48/70 [00:02<00:01, 17.60it/s]
+Capturing CUDA graphs (FULL):  71%|███████▏  | 50/70 [00:02<00:01, 17.65it/s]
+Capturing CUDA graphs (FULL):  74%|███████▍  | 52/70 [00:02<00:01, 17.68it/s]
+Capturing CUDA graphs (FULL):  77%|███████▋  | 54/70 [00:03<00:00, 17.68it/s]
+Capturing CUDA graphs (FULL):  80%|████████  | 56/70 [00:03<00:00, 17.50it/s]
+Capturing CUDA graphs (FULL):  83%|████████▎ | 58/70 [00:03<00:00, 17.37it/s]
+Capturing CUDA graphs (FULL):  86%|████████▌ | 60/70 [00:03<00:00, 17.34it/s]
+Capturing CUDA graphs (FULL):  89%|████████▊ | 62/70 [00:03<00:00, 17.50it/s]
+Capturing CUDA graphs (FULL):  91%|█████████▏| 64/70 [00:03<00:00, 17.65it/s]
+Capturing CUDA graphs (FULL):  94%|█████████▍| 66/70 [00:03<00:00, 17.65it/s]
+Capturing CUDA graphs (FULL):  97%|█████████▋| 68/70 [00:03<00:00, 17.56it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.43it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.60it/s]
+2026-10-15T05:10:24.464757231Z (EngineCore pid=169) INFO 10-15 05:10:24 [model_runner.py:1066] Graph capturing finished in 15 secs, took 0.37 GiB
+2026-10-15T05:10:24.464793520Z (EngineCore pid=169) INFO 10-15 05:10:24 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
+2026-10-15T05:10:24.464798647Z (EngineCore pid=169) INFO 10-15 05:10:24 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
+2026-10-15T05:10:24.869851332Z (EngineCore pid=169) INFO 10-15 05:10:24 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T05:10:25.431011298Z (EngineCore pid=169) INFO 10-15 05:10:25 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T05:10:25.431150091Z (EngineCore pid=169) INFO 10-15 05:10:25 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.66 s (compilation: 35.82 s)
+2026-10-15T05:10:26.291743456Z (EngineCore pid=169) WARNING 10-15 05:10:26 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:10:26.293128921Z (EngineCore pid=169) INFO 10-15 05:10:26 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:10:26.293319622Z WARNING 10-15 05:10:26 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:10:26.324984934Z WARNING 10-15 05:10:26 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T05:10:26.324992945Z WARNING 10-15 05:10:26 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
new file mode 100644
index 00000000..9cf49ee8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
@@ -0,0 +1,50 @@
+2026-10-15T05:06:33.850821487Z 
+2026-10-15T05:06:33.850862468Z ==================================================
+2026-10-15T05:06:33.850866091Z       Open-RL PyTorch Training Worker
+2026-10-15T05:06:33.850867086Z ==================================================
+2026-10-15T05:06:33.850868231Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T05:06:33.868612492Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T05:06:33.868619724Z 
+2026-10-15T05:06:34.074918680Z Loading base model Qwen/Qwen3-8B to cuda:0...
+2026-10-15T05:06:34.296341094Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:06:35.101730406Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
+2026-10-15T05:06:44.477515651Z [prefetch] done: 15.26 GiB in 9.4 s (1666 MiB/s)
+2026-10-15T05:06:46.952210680Z 
+Loading weights:   0%|          | 0/399 [00:00<?, ?it/s]
+Loading weights:   0%|          | 1/399 [00:00<00:48,  8.24it/s]
+Loading weights:   1%|          | 2/399 [00:00<00:56,  7.07it/s]
+Loading weights:   7%|▋         | 26/399 [00:00<00:04, 89.99it/s]
+Loading weights:  12%|█▏        | 49/399 [00:00<00:02, 132.79it/s]
+Loading weights:  18%|█▊        | 72/399 [00:00<00:02, 157.72it/s]
+Loading weights:  25%|██▍       | 98/399 [00:00<00:01, 187.04it/s]
+Loading weights:  30%|██▉       | 119/399 [00:00<00:01, 178.61it/s]
+Loading weights:  35%|███▌      | 140/399 [00:00<00:01, 182.68it/s]
+Loading weights:  44%|████▎     | 174/399 [00:01<00:00, 227.21it/s]
+Loading weights:  50%|████▉     | 198/399 [00:01<00:00, 229.55it/s]
+Loading weights:  56%|█████▌    | 222/399 [00:01<00:00, 231.13it/s]
+Loading weights:  62%|██████▏   | 246/399 [00:01<00:00, 227.43it/s]
+Loading weights:  68%|██████▊   | 270/399 [00:01<00:00, 217.41it/s]
+Loading weights:  74%|███████▍  | 295/399 [00:01<00:00, 224.81it/s]
+Loading weights:  80%|████████  | 320/399 [00:01<00:00, 230.56it/s]
+Loading weights:  86%|████████▋ | 345/399 [00:01<00:00, 228.52it/s]
+Loading weights:  92%|█████████▏| 368/399 [00:01<00:00, 222.60it/s]
+Loading weights:  98%|█████████▊| 391/399 [00:02<00:00, 218.71it/s]
+Loading weights: 100%|██████████| 399/399 [00:02<00:00, 196.17it/s]
+2026-10-15T05:06:47.108478231Z Successfully loaded.
+2026-10-15T05:06:47.110263397Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
+2026-10-15T05:06:47.115465570Z 
+2026-10-15T05:06:47.115653681Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: create_model:048101ca-2c60-4c63-afa2-2ae75e83f1c4
+2026-10-15T05:06:47.116103856Z Base model Qwen/Qwen3-8B already loaded.
+2026-10-15T05:06:47.116108340Z Creating LoRA adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4'...
+2026-10-15T05:06:47.654377534Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T05:06:47.659879356Z LoRA adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' created and set to active.
+2026-10-15T05:06:49.522802962Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
+2026-10-15T05:06:52.878008498Z 
+2026-10-15T05:06:52.878046582Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: forward_backward:89817a3b-47fd-4fe7-ac4f-96f85e67f00d
+2026-10-15T05:06:55.694640683Z 
+2026-10-15T05:06:55.694690706Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: optim_step:960757cf-ac36-466e-8ac6-4739735165f9
+2026-10-15T05:06:55.703778035Z Initializing AdamW optimizer for '048101ca-2c60-4c63-afa2-2ae75e83f1c4' with lr=0.0001
+2026-10-15T05:06:57.615466584Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
+2026-10-15T05:06:57.740638991Z 
+2026-10-15T05:06:57.740668080Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: save_weights_for_sampler:8e6d158e-97d2-4b55-969a-3c06dfb5aaf1
+2026-10-15T05:06:59.484816619Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json
new file mode 100644
index 00000000..c8fab006
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json
@@ -0,0 +1,320 @@
+{
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+     },
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+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "location": "us-central1-b"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:12:00Z",
+       "endTime": "2026-10-15T05:12:00Z"
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+     {
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+      }
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+     {
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+       "endTime": "2026-10-15T05:08:00Z"
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+      "value": {
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+     {
+      "interval": {
+       "startTime": "2026-10-15T05:07:00Z",
+       "endTime": "2026-10-15T05:07:00Z"
+      },
+      "value": {
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+      }
+     },
+     {
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+       "startTime": "2026-10-15T05:06:00Z",
+       "endTime": "2026-10-15T05:06:00Z"
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+     {
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+       "endTime": "2026-10-15T05:05:00Z"
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+      "value": {
+       "doubleValue": 70.3
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+     {
+      "interval": {
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+      "value": {
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+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.md b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.md
new file mode 100644
index 00000000..c73150aa
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.md
@@ -0,0 +1,11 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T05:04:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:05:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:06:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:07:00Z | 0.0 | 0 | 3.4 |
+| 2026-10-15T05:08:00Z | 0.0 | 0 | 4.9 |
+| 2026-10-15T05:09:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:10:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:11:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:12:00Z | 0.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json
new file mode 100644
index 00000000..36a4565b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json
@@ -0,0 +1,49 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt
new file mode 100644
index 00000000..685e8973
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json
new file mode 100644
index 00000000..b2c3f8d6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:38:27Z"
+       }
+      },
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+      "name": "open-rl-accel-timeslicer",
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+          {
+           "key": "metadata.name",
+           "operator": "In",
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+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
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+       "0.0.0.0",
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+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
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+       "python",
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+      "name": "accel-timeslicer",
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+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
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+      "terminationMessagePolicy": "File",
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+    "nodeSelector": {
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+    },
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+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
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+    "serviceAccountName": "default",
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+      "operator": "Exists"
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+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
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+      "effect": "NoSchedule",
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+      "key": "node.kubernetes.io/network-unavailable",
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+      "status": "True",
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+      "status": "True",
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+       "server.api_server:app",
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+       "0.0.0.0",
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+       "8000"
+      ],
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+        "name": "OPEN_RL_ENABLE_FFT",
+        "value": "true"
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+       {
+        "name": "ENABLE_GCP_TRACE",
+        "valueFrom": {
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "REDIS_URL",
+        "value": "redis://redis-service:6379?max_connections=500"
+       },
+       {
+        "name": "BASE_MODEL",
+        "valueFrom": {
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_TMP_DIR",
+        "value": "/mnt/shared/open-rl"
+       },
+       {
+        "name": "SAMPLING_BACKEND",
+        "value": "vllm"
+       },
+       {
+        "name": "OPEN_RL_WORKER_MANAGER",
+        "value": "scheduler"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
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+          "fieldPath": "metadata.namespace"
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+       {
+        "name": "OPEN_RL_WORKER_IMAGE",
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+          "name": "open-rl-images"
+         }
+        }
+       }
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+      "name": "api-server",
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+        "protocol": "TCP"
+       }
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+        "port": 8000,
+        "scheme": "HTTP"
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+       "periodSeconds": 10,
+       "successThreshold": 1,
+       "timeoutSeconds": 5
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+        "memory": "1Gi"
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+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
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+        "name": "shared-storage"
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+       {
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+      "operator": "Exists",
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
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+    "phase": "Running",
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+    "startTime": "2026-10-15T04:45:46Z"
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+  {
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+    "generateName": "open-rl-scheduler-7cf9d4bc47-",
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+     "topology.kubernetes.io/zone": "us-central1-b"
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+    "name": "open-rl-scheduler-7cf9d4bc47-jtsrl",
+    "namespace": "openrl-system",
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+      "kind": "ReplicaSet",
+      "name": "open-rl-scheduler-7cf9d4bc47",
+      "uid": "d943141e-ff09-4f94-9b1b-870d28c23dd0"
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+    "resourceVersion": "1791941144533087007",
+    "uid": "56193bb8-a36c-4ad7-81b5-ff1d7c2ef0ba"
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+       "--health-probe-bind-address=:8081",
+       "--metrics-bind-address=:8080"
+      ],
+      "env": [
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+        "name": "OPEN_RL_PLACEMENT_TIMEOUT",
+        "value": "0"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
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+          "apiVersion": "v1",
+          "fieldPath": "metadata.namespace"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_RECONCILE_INTERVAL",
+        "value": "10s"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_CLASS",
+        "value": "gpu.nvidia.com"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_DRIVER",
+        "value": "gpu.nvidia.com"
+       }
+      ],
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+       "httpGet": {
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+       "periodSeconds": 20,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+      "name": "manager",
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+        "name": "metrics",
+        "protocol": "TCP"
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+       "httpGet": {
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+        "scheme": "HTTP"
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+       "periodSeconds": 10,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+       },
+       "requests": {
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+        "memory": "128Mi"
+       }
+      },
+      "securityContext": {
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+       "capabilities": {
+        "drop": [
+         "ALL"
+        ]
+       },
+       "readOnlyRootFilesystem": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
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+        "name": "kube-api-access-kwbhw",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {
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+    },
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+        {
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+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://8b934ecb0fae9981de1fe2f716a013d5087d23c5b680e09822db36102b76b09d",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-20T07:24:25Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-bkd68",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.194",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.194",
+    "podIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-20T07:24:14Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-09-30T18:57:25Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-lgbqp",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1790794650142511011",
+    "uid": "8e0ef9ca-5b6e-4ce8-a59e-2bc2167a9904"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log
new file mode 100644
index 00000000..fef5c86f
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log
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diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log
new file mode 100644
index 00000000..3f20cd2a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T05:04:59.071+00:00	2026-10-15T05:04:59.090098465Z {"level":"info","ts":"2026-10-15T05:04:59Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"065c25b1-0fba-4abe-8200-01346b4d1314","claim":"claim-lora-qwen-qwen3-8b-0-trainer-125fac70","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T05:06:58.207+00:00	2026-10-15T05:06:58.027203485Z {"level":"info","ts":"2026-10-15T05:06:58Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"ccc8816d-971a-4ae8-bad0-64691bfb74c6","claim":"claim-lora-qwen-qwen3-8b-0-sampler-3920e58e","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json
new file mode 100644
index 00000000..c2297ac3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json
@@ -0,0 +1,275 @@
+{
+ "case": "after-C1-8b-h100-cold",
+ "collected": "2026-10-15T05:10:35.141+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 05:04:58.138000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 05:04:58.139000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 05:06:49.594000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "048101ca-2c60-4c63-afa2-2ae75e83f1c4"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 05:06:52.784000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 05:06:55.595000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 05:06:57.617000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 05:06:57.618000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 05:06:59.533000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 05:06:59.534000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 05:10:27.431000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4\n\nQuestion: What is "
+  },
+  "client.end": {
+   "ts": "2026-10-15 05:10:27.434000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen3-8b-0-sampler",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 05:06:57+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:06:56.988000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 05:06:56.988000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 05:06:56.988000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 05:06:58+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 05:06:58+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 05:06:58+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 05:06:58+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
+    },
+    "sampler.event_Pulling": {
+     "ts": "2026-10-15 05:07:01+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 1m26.459s (1m26.45",
+     "kubelet_pull_s": 86.459,
+     "pulled_from_cache": false
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 05:08:28+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 05:08:35.508944+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 05:08:52.969476+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:52 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 05:08:54.079567+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:54 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 05:08:55.068664+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:55 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 05:09:08.096254+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:08 [default_loader.py:430] Loading weights took 13.03 seconds",
+     "self_reported_s": 13.03
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 05:09:08.762926+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:08 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.956827 seconds",
+     "self_reported_s": 14.956827
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 05:09:45.574813+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:45 [monitor.py:53] torch.compile took 35.82 s in total",
+     "self_reported_s": 35.82
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 05:10:06.072864+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:06 [model_runner.py:1066] Graph capturing finished in 17 secs, took 0.78 GiB",
+     "self_reported_s": 17.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 05:10:06.701571+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 05:10:25.431150+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:25 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.66 s",
+     "self_reported_s": 76.66
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 05:10:26+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen3-8b-0-trainer",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 05:04:58+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:04:58.742000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 05:04:58.742000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 05:05:00.362000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 05:06:30+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 05:04:59+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 05:04:59+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 05:04:59+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 05:04:59+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulling": {
+     "ts": "2026-10-15 05:05:02+00:00",
+     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 1m26.476s (1m26.47",
+     "kubelet_pull_s": 86.476,
+     "pulled_from_cache": false
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 05:06:29+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 05:06:33.850821+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 05:06:34.074918+00:00",
+     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 05:06:47.108478+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 05:06:47.110263+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 05:06:47+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.md b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.md
new file mode 100644
index 00000000..eaae3c8d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.md
@@ -0,0 +1,111 @@
+# Cold start timeline: after-C1-8b-h100-cold
+
+t=0 is the client's `create_model` call at 2026-10-15T05:04:58.139+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen3-8b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 05:04:58.000 | -0.1 |  | Workload creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 05:04:58.742 | 0.6 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 05:04:58.742 | 0.6 |  | workloads.tsv poller: status.podName set |
+| trainer.pod_created | 05:04:59.000 | 0.9 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 05:04:59.000 | 0.9 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 05:04:59.000 | 0.9 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 05:04:59.000 | 0.9 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.workload_reports_node | 05:05:00.362 | 2.2 |  | workloads.tsv poller: status.nodeName set |
+| trainer.event_Pulling | 05:05:02.000 | 3.9 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" |
+| trainer.pod_Ready | 05:06:29.000 | 90.9 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 05:06:29.000 | 90.9 |  | pod condition ContainersReady |
+| trainer.container_started | 05:06:29.000 | 90.9 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 05:06:29.000 | 90.9 | 86.476 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" in 1m26.476s (1m26.47 |
+| trainer.event_Created | 05:06:29.000 | 90.9 |  | event: Container created |
+| trainer.event_Started | 05:06:29.000 | 90.9 |  | event: Container started |
+| trainer.condition_Placed_True | 05:06:30.000 | 91.9 |  | Workload condition Placed |
+| trainer.process_first_log | 05:06:33.850 | 95.7 |  | container log, first line |
+| trainer.load_start | 05:06:34.074 | 95.9 |  | container log: Loading base model Qwen/Qwen3-8B to cuda:0... |
+| trainer.ready_key | 05:06:47.000 | 108.9 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B |
+| trainer.load_done | 05:06:47.108 | 109.0 |  | container log: Successfully loaded. |
+| trainer.processor_started | 05:06:47.110 | 109.0 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1). |
+
+## sampler: `orw-lora-qwen-qwen3-8b-0-sampler` on `gke-open-rl-dra-h100-sampler-a721f127-0853`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_first_seen_by_poller | 05:06:56.988 | 118.8 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 05:06:56.988 | 118.8 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 05:06:56.988 | 118.8 |  | workloads.tsv poller: status.nodeName set |
+| sampler.workload_created | 05:06:57.000 | 118.9 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 05:06:58.000 | 119.9 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 05:06:58.000 | 119.9 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 05:06:58.000 | 119.9 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 05:06:58.000 | 119.9 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853 |
+| sampler.event_Pulling | 05:07:01.000 | 122.9 |  | event: Pulling image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" |
+| sampler.condition_Placed_True | 05:08:28.000 | 209.9 |  | Workload condition Placed |
+| sampler.pod_Ready | 05:08:28.000 | 209.9 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 05:08:28.000 | 209.9 |  | pod condition ContainersReady |
+| sampler.container_started | 05:08:28.000 | 209.9 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 05:08:28.000 | 209.9 | 86.459 | event: Successfully pulled image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" in 1m26.459s (1m26.45 |
+| sampler.event_Created | 05:08:28.000 | 209.9 |  | event: Container created |
+| sampler.event_Started | 05:08:28.000 | 209.9 |  | event: Container started |
+| sampler.process_first_log | 05:08:35.508 | 217.4 |  | container log, first line |
+| sampler.engine_init_start | 05:08:52.969 | 234.8 |  | container log: (EngineCore pid=169) INFO 10-15 05:08:52 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 05:08:54.079 | 235.9 |  | container log: (EngineCore pid=169) INFO 10-15 05:08:54 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 05:08:55.068 | 236.9 |  | container log: (EngineCore pid=169) INFO 10-15 05:08:55 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 05:09:08.096 | 250.0 | 13.03 | container log: (EngineCore pid=169) INFO 10-15 05:09:08 [default_loader.py:430] Loading weights took 13.03 seconds |
+| sampler.model_loaded | 05:09:08.762 | 250.6 | 14.956827 | container log: (EngineCore pid=169) INFO 10-15 05:09:08 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.956827 seconds |
+| sampler.compile_done | 05:09:45.574 | 287.4 | 35.82 | container log: (EngineCore pid=169) INFO 10-15 05:09:45 [monitor.py:53] torch.compile took 35.82 s in total |
+| sampler.graphs_captured | 05:10:06.072 | 307.9 | 17.0 | container log: (EngineCore pid=169) INFO 10-15 05:10:06 [model_runner.py:1066] Graph capturing finished in 17 secs, took 0.78 GiB |
+| sampler.kv_cache_sized | 05:10:06.701 | 308.6 |  | container log: (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB |
+| sampler.engine_init_done | 05:10:25.431 | 327.3 | 76.66 | container log: (EngineCore pid=169) INFO 10-15 05:10:25 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.66 s |
+| sampler.ready_key | 05:10:26.000 | 327.9 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 05:04:58.138 | -0.0 |
+| client.create_model.start | 05:04:58.139 | 0.0 |
+| client.create_model.done | 05:06:49.594 | 111.5 |
+| client.forward_backward.start | 05:06:52.784 | 114.6 |
+| client.forward_backward.done | 05:06:55.595 | 117.5 |
+| client.optim_step.done | 05:06:57.617 | 119.5 |
+| client.save_weights_and_get_sampling_client.start | 05:06:57.618 | 119.5 |
+| client.save_weights_and_get_sampling_client.done | 05:06:59.533 | 121.4 |
+| client.sample.start | 05:06:59.534 | 121.4 |
+| client.sample.done | 05:10:27.431 | 329.3 |
+| client.end | 05:10:27.434 | 329.3 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 90.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
+| weights load | trainer.load_start | trainer.load_done | 13.0 |
+| ready key | trainer.load_done | trainer.ready_key | -0.1 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 111.5 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.8 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.4 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 90.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 7.5 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.5 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 14.0 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.5 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.9 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
+| client: first sample blocked | client.sample.start | client.sample.done | 207.9 |
+
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt
new file mode 100644
index 00000000..9c360d9c
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:04:53.958+00:00
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json
new file mode 100644
index 00000000..22c659c3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:06:57Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040908682239008",
+                "uid": "3920e58e-f415-4c96-8485-77a8cd538872"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "29Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "30725539152"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "40Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "40Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "44791173-6b7c-4d22-9a8b-46ef83190384",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-3920e58e",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:08:28Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-3920e58e",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "29Gi",
+                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:04:58Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792040790072463004",
+                "uid": "125fac70-8359-4f66-bcb5-20df4c1e1764"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "20Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen3-8B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "20674967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "36Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "36Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "371ea4b9-ae90-4e15-a7b1-b34802637e23",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-125fac70",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:06:30Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-125fac70",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "20Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log
new file mode 100644
index 00000000..2b3010d6
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log
@@ -0,0 +1,35 @@
+watching; recorders [18410, 18411, 18413, 18415, 18417, 18412, 18414, 18416] write into runs/2026-10-15_cold_start/after-D1-8b-h100-cached
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-D1-8b-h100-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.8 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.5 |
+| weights load | trainer.load_start | trainer.load_done | 13.5 |
+| ready key | trainer.load_done | trainer.ready_key | -27.0 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 25.3 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.4 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 15.4 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.5 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 12.9 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.6 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 119.4 |
+
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log
new file mode 100644
index 00000000..43b56b1e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log
@@ -0,0 +1,32 @@
+2026-10-15T05:11:45.416+00:00	2026-10-15T05:11:45.437391305Z INFO:     127.0.0.1:34326 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T05:11:45.652+00:00	2026-10-15T05:11:45.675793966Z INFO:     127.0.0.1:34340 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:11:45.721+00:00	2026-10-15T05:11:45.743584668Z INFO:     127.0.0.1:34340 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T05:11:45.982+00:00	2026-10-15T05:11:46.006037569Z [API_SERVER] enqueued op=create_model request_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:11:45.984+00:00	2026-10-15T05:11:46.008026346Z INFO:     127.0.0.1:34350 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T05:11:50.728+00:00	2026-10-15T05:11:50.746569548Z INFO:     10.32.3.1:39220 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:11:55.956+00:00	2026-10-15T05:11:55.977933873Z INFO:     127.0.0.1:58848 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:12:00.725+00:00	2026-10-15T05:12:00.746355493Z INFO:     10.32.3.1:44030 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:12:10.663+00:00	2026-10-15T05:12:10.683497651Z INFO:     127.0.0.1:51194 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T05:12:10.723+00:00	2026-10-15T05:12:10.747036803Z INFO:     10.32.3.1:38468 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:12:13.399+00:00	2026-10-15T05:12:13.422272335Z [API_SERVER] enqueued op=forward_backward request_id=641d3bab-a7c0-4047-b609-7ca88e07767a model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:12:13.399+00:00	2026-10-15T05:12:13.423605880Z INFO:     127.0.0.1:51194 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T05:12:16.334+00:00	2026-10-15T05:12:16.355910312Z [API_SERVER] enqueued op=optim_step request_id=cb0f1a0a-f9af-4b9d-9aeb-e82e91a14640 model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:12:16.335+00:00	2026-10-15T05:12:16.356438363Z INFO:     127.0.0.1:51194 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T05:12:18.459+00:00	2026-10-15T05:12:18.478776460Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=bfeec1f4-669e-4b5b-b8c0-b876b9cae9dc model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:12:18.459+00:00	2026-10-15T05:12:18.479377759Z INFO:     127.0.0.1:51194 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T05:12:20.456+00:00	2026-10-15T05:12:20.479018182Z INFO:     127.0.0.1:35222 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T05:12:20.723+00:00	2026-10-15T05:12:20.747005620Z INFO:     10.32.3.1:38880 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:12:30.725+00:00	2026-10-15T05:12:30.747249473Z INFO:     10.32.3.1:33044 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:12:40.724+00:00	2026-10-15T05:12:40.746273596Z INFO:     10.32.3.1:41864 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:12:50.725+00:00	2026-10-15T05:12:50.746808349Z INFO:     10.32.3.1:41618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:00.731+00:00	2026-10-15T05:13:00.748054823Z INFO:     10.32.3.1:46394 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:06.154+00:00	2026-10-15T05:13:06.171189246Z INFO:     127.0.0.1:44254 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:13:10.724+00:00	2026-10-15T05:13:10.747443779Z INFO:     10.32.3.1:38328 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:20.726+00:00	2026-10-15T05:13:20.747144519Z INFO:     10.32.3.1:44212 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:30.727+00:00	2026-10-15T05:13:30.746988779Z INFO:     10.32.3.1:39326 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:40.725+00:00	2026-10-15T05:13:40.747152571Z INFO:     10.32.3.1:53070 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:50.726+00:00	2026-10-15T05:13:50.746993399Z INFO:     10.32.3.1:51424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:13:56.352+00:00	2026-10-15T05:13:56.369899995Z INFO:     127.0.0.1:35362 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:14:00.724+00:00	2026-10-15T05:14:00.747118474Z INFO:     10.32.3.1:46958 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:14:10.725+00:00	2026-10-15T05:14:10.747141725Z INFO:     10.32.3.1:35928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:14:20.724+00:00	2026-10-15T05:14:20.746773992Z INFO:     10.32.3.1:39268 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl
new file mode 100644
index 00000000..a1728906
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T05:11:45.156+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T05:11:45.157+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T05:12:10.447+00:00", "t": 25.291, "phase": "create_model.done", "model_id": "428ca04c-2ae6-41ed-9a4b-94f1cd79c97e"}
+{"ts": "2026-10-15T05:12:13.323+00:00", "t": 28.167, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T05:12:16.232+00:00", "t": 31.076, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T05:12:18.352+00:00", "t": 33.196, "phase": "optim_step.done"}
+{"ts": "2026-10-15T05:12:18.353+00:00", "t": 33.197, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T05:12:20.273+00:00", "t": 35.117, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T05:12:20.275+00:00", "t": 35.118, "phase": "sample.start"}
+{"ts": "2026-10-15T05:14:19.688+00:00", "t": 154.532, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
+{"ts": "2026-10-15T05:14:19.689+00:00", "t": 154.533, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log
new file mode 100644
index 00000000..832f9dbe
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]   25.291s create_model.done {'model_id': '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e'}
+[cold-start]   28.167s forward_backward.start 
+[cold-start]   31.076s forward_backward.done 
+[cold-start]   33.196s optim_step.done 
+[cold-start]   33.197s save_weights_and_get_sampling_client.start 
+[cold-start]   35.117s save_weights_and_get_sampling_client.done 
+[cold-start]   35.118s sample.start 
+[cold-start]  154.532s sample.done {'text': ' 4\n\nQuestion: What is '}
+[cold-start]  154.533s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt
new file mode 100644
index 00000000..dabd9d84
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:14:20.211+00:00
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json
new file mode 100644
index 00000000..4e274608
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json
@@ -0,0 +1,2743 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
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+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
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+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
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+            "reason": "Pulled",
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+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
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+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
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+            "kind": "Event",
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+            "message": "Container created",
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+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
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+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
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+            "reason": "Created",
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+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
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+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
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+            "message": "Container started",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a0f61ddd1e4",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
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+            "message": "Stopping container fio",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a32081cf908",
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+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
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+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a3a9867ce9f",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039278208207001",
+                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
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+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
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+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad2bcac91",
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+                "resourceVersion": "1792039279188751014",
+                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
+            },
+            "reason": "Pulled",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
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+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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+            "kind": "Event",
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+            "message": "Container created",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a3ad378cd74",
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+                "resourceVersion": "1792039279219679006",
+                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
+            },
+            "reason": "Created",
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+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
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+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Container started",
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+                "name": "cold-start-fio.18de9a3ad5aed221",
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+                "resourceVersion": "1792039279235135013",
+                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
+            },
+            "reason": "Started",
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+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:45:11Z",
+            "involvedObject": {
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+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:45:11Z",
+            "message": "Stopping container fio",
+            "metadata": {
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+                "name": "cold-start-fio.18de9a70cd2c6a68",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039511048479001",
+                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:45:45Z",
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diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
new file mode 100644
index 00000000..f721cff7
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
@@ -0,0 +1,222 @@
+2026-10-15T05:12:37.408864742Z INFO 10-15 05:12:37 [model.py:692] Resolved architecture: Qwen3ForCausalLM
+2026-10-15T05:12:37.409029510Z INFO 10-15 05:12:37 [model.py:2030] Using max model len 8192
+2026-10-15T05:12:37.410626201Z INFO 10-15 05:12:37 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
+2026-10-15T05:12:37.411444983Z INFO 10-15 05:12:37 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:12:39.815686755Z WARNING 10-15 05:12:39 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T05:12:46.943669994Z (EngineCore pid=169) INFO 10-15 05:12:46 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T05:12:47.276765140Z (EngineCore pid=169) INFO 10-15 05:12:47 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_d8308236b8a9489688b723c3383c2fc7 backend=nccl
+2026-10-15T05:12:47.281242229Z (EngineCore pid=169) INFO 10-15 05:12:47 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T05:12:47.281272727Z (EngineCore pid=169) INFO 10-15 05:12:47 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T05:12:47.997459494Z (EngineCore pid=169) INFO 10-15 05:12:47 [model_runner.py:396] Loading model from scratch...
+2026-10-15T05:12:48.572994219Z (EngineCore pid=169) INFO 10-15 05:12:48 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T05:12:48.573332535Z (EngineCore pid=169) INFO 10-15 05:12:48 [flash_attn.py:1116] Using FlashAttention version 3
+2026-10-15T05:12:48.688784183Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T05:12:48.689006740Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T05:12:48.986411683Z (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
+2026-10-15T05:12:48.986441106Z (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T05:12:48.987162311Z (EngineCore pid=169) 
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+2026-10-15T05:12:51.947868823Z (EngineCore pid=169) INFO 10-15 05:12:51 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/5)
+2026-10-15T05:12:55.344241517Z (EngineCore pid=169) INFO 10-15 05:12:55 [weight_utils.py:829] Prefetching checkpoint files: 20% (2/5)
+2026-10-15T05:12:56.184959913Z (EngineCore pid=169) INFO 10-15 05:12:56 [weight_utils.py:829] Prefetching checkpoint files: 30% (3/5)
+2026-10-15T05:12:56.256849797Z (EngineCore pid=169) INFO 10-15 05:12:56 [weight_utils.py:829] Prefetching checkpoint files: 40% (4/5)
+2026-10-15T05:12:59.093196857Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  20% Completed | 1/5 [00:10<00:40, 10.11s/it]
+2026-10-15T05:12:59.098034204Z (EngineCore pid=169) INFO 10-15 05:12:59 [weight_utils.py:829] Prefetching checkpoint files: 50% (5/5)
+2026-10-15T05:12:59.159529740Z (EngineCore pid=169) INFO 10-15 05:12:59 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 10.17s
+2026-10-15T05:12:59.701610425Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  40% Completed | 2/5 [00:10<00:13,  4.52s/it]
+2026-10-15T05:13:00.270469249Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  60% Completed | 3/5 [00:11<00:05,  2.72s/it]
+2026-10-15T05:13:00.713506496Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  80% Completed | 4/5 [00:11<00:01,  1.82s/it]
+2026-10-15T05:13:00.888183330Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:11<00:00,  1.23s/it]
+2026-10-15T05:13:00.888206952Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:11<00:00,  2.38s/it]
+2026-10-15T05:13:00.888209430Z (EngineCore pid=169) 
+2026-10-15T05:13:00.893700100Z (EngineCore pid=169) INFO 10-15 05:13:00 [default_loader.py:430] Loading weights took 11.91 seconds
+2026-10-15T05:13:00.927328358Z (EngineCore pid=169) INFO 10-15 05:13:00 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T05:13:01.578989068Z (EngineCore pid=169) INFO 10-15 05:13:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 13.845580 seconds
+2026-10-15T05:13:01.584315634Z (EngineCore pid=169) INFO 10-15 05:13:01 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T05:13:01.585113069Z (EngineCore pid=169) INFO 10-15 05:13:01 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T05:13:14.101343662Z (EngineCore pid=169) INFO 10-15 05:13:14 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T05:13:14.101757951Z (EngineCore pid=169) INFO 10-15 05:13:14 [backends.py:1155] Dynamo bytecode transform time: 11.49 s
+2026-10-15T05:13:33.048155232Z (EngineCore pid=169) INFO 10-15 05:13:33 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.67 s
+2026-10-15T05:13:38.467336415Z (EngineCore pid=169) INFO 10-15 05:13:38 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
+2026-10-15T05:13:38.517287692Z (EngineCore pid=169) INFO 10-15 05:13:38 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
+2026-10-15T05:13:38.517327719Z (EngineCore pid=169) INFO 10-15 05:13:38 [monitor.py:53] torch.compile took 35.91 s in total
+2026-10-15T05:13:38.518770918Z (EngineCore pid=169) WARNING 10-15 05:13:38 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T05:13:40.378187847Z (EngineCore pid=169) INFO 10-15 05:13:40 [monitor.py:81] Initial profiling/warmup run took 1.86 s
+2026-10-15T05:13:58.028248962Z (EngineCore pid=169) 
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+2026-10-15T05:13:58.146910909Z (EngineCore pid=169) 
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+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 16.90it/s]
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+2026-10-15T05:13:58.672379372Z (EngineCore pid=169) INFO 10-15 05:13:58 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
+2026-10-15T05:13:59.319915031Z (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
+2026-10-15T05:13:59.320100018Z (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T05:13:59.322185480Z (EngineCore pid=169) INFO 10-15 05:13:59 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
+2026-10-15T05:13:59.358971262Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T05:13:59.358995044Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T05:13:59.656573922Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
+2026-10-15T05:13:59.656633801Z (EngineCore pid=169) 2026-10-15 05:13:59,656 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
+2026-10-15T05:13:59.657307701Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
+2026-10-15T05:13:59.826732986Z (EngineCore pid=169) 2026-10-15 05:13:59,826 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
+2026-10-15T05:13:59.831098000Z (EngineCore pid=169) 2026-10-15 05:13:59,830 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:09<00:00, 10.92it/s]
+2026-10-15T05:14:16.331170964Z (EngineCore pid=169) 
+Capturing CUDA graphs (FULL):   0%|          | 0/70 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   3%|▎         | 2/70 [00:00<00:03, 18.07it/s]
+Capturing CUDA graphs (FULL):   6%|▌         | 4/70 [00:00<00:03, 18.15it/s]
+Capturing CUDA graphs (FULL):   9%|▊         | 6/70 [00:00<00:03, 18.24it/s]
+Capturing CUDA graphs (FULL):  11%|█▏        | 8/70 [00:00<00:03, 18.01it/s]
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+Capturing CUDA graphs (FULL):  20%|██        | 14/70 [00:00<00:03, 17.84it/s]
+Capturing CUDA graphs (FULL):  23%|██▎       | 16/70 [00:00<00:03, 17.95it/s]
+Capturing CUDA graphs (FULL):  26%|██▌       | 18/70 [00:01<00:02, 17.90it/s]
+Capturing CUDA graphs (FULL):  29%|██▊       | 20/70 [00:01<00:02, 17.93it/s]
+Capturing CUDA graphs (FULL):  31%|███▏      | 22/70 [00:01<00:02, 17.97it/s]
+Capturing CUDA graphs (FULL):  34%|███▍      | 24/70 [00:01<00:02, 18.07it/s]
+Capturing CUDA graphs (FULL):  37%|███▋      | 26/70 [00:01<00:02, 17.90it/s]
+Capturing CUDA graphs (FULL):  40%|████      | 28/70 [00:01<00:02, 17.98it/s]
+Capturing CUDA graphs (FULL):  43%|████▎     | 30/70 [00:01<00:02, 17.90it/s]
+Capturing CUDA graphs (FULL):  46%|████▌     | 32/70 [00:01<00:02, 17.71it/s]
+Capturing CUDA graphs (FULL):  49%|████▊     | 34/70 [00:01<00:02, 17.64it/s]
+Capturing CUDA graphs (FULL):  51%|█████▏    | 36/70 [00:02<00:01, 17.58it/s]
+Capturing CUDA graphs (FULL):  54%|█████▍    | 38/70 [00:02<00:01, 17.56it/s]
+Capturing CUDA graphs (FULL):  57%|█████▋    | 40/70 [00:02<00:01, 17.53it/s]
+Capturing CUDA graphs (FULL):  60%|██████    | 42/70 [00:02<00:01, 17.70it/s]
+Capturing CUDA graphs (FULL):  63%|██████▎   | 44/70 [00:02<00:01, 17.61it/s]
+Capturing CUDA graphs (FULL):  66%|██████▌   | 46/70 [00:02<00:01, 17.66it/s]
+Capturing CUDA graphs (FULL):  69%|██████▊   | 48/70 [00:02<00:01, 17.64it/s]
+Capturing CUDA graphs (FULL):  71%|███████▏  | 50/70 [00:02<00:01, 17.45it/s]
+Capturing CUDA graphs (FULL):  74%|███████▍  | 52/70 [00:02<00:01, 17.60it/s]
+Capturing CUDA graphs (FULL):  77%|███████▋  | 54/70 [00:03<00:00, 17.83it/s]
+Capturing CUDA graphs (FULL):  80%|████████  | 56/70 [00:03<00:00, 17.89it/s]
+Capturing CUDA graphs (FULL):  83%|████████▎ | 58/70 [00:03<00:00, 17.95it/s]
+Capturing CUDA graphs (FULL):  86%|████████▌ | 60/70 [00:03<00:00, 18.28it/s]
+Capturing CUDA graphs (FULL):  89%|████████▊ | 62/70 [00:03<00:00, 18.42it/s]
+Capturing CUDA graphs (FULL):  91%|█████████▏| 64/70 [00:03<00:00, 18.33it/s]
+Capturing CUDA graphs (FULL):  94%|█████████▍| 66/70 [00:03<00:00, 18.10it/s]
+Capturing CUDA graphs (FULL):  97%|█████████▋| 68/70 [00:03<00:00, 18.06it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 18.15it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.90it/s]
+2026-10-15T05:14:16.842193841Z (EngineCore pid=169) INFO 10-15 05:14:16 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
+2026-10-15T05:14:16.842231903Z (EngineCore pid=169) INFO 10-15 05:14:16 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
+2026-10-15T05:14:16.842246788Z (EngineCore pid=169) INFO 10-15 05:14:16 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
+2026-10-15T05:14:17.263512708Z (EngineCore pid=169) INFO 10-15 05:14:17 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T05:14:17.795116929Z (EngineCore pid=169) INFO 10-15 05:14:17 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T05:14:17.795200204Z (EngineCore pid=169) INFO 10-15 05:14:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.21 s (compilation: 35.91 s)
+2026-10-15T05:14:18.644696913Z (EngineCore pid=169) WARNING 10-15 05:14:18 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:14:18.646032614Z (EngineCore pid=169) INFO 10-15 05:14:18 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:14:18.646086933Z WARNING 10-15 05:14:18 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:14:18.676399300Z WARNING 10-15 05:14:18 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T05:14:18.676416045Z WARNING 10-15 05:14:18 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
new file mode 100644
index 00000000..be86aa89
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
@@ -0,0 +1,50 @@
+2026-10-15T05:11:54.291598722Z 
+2026-10-15T05:11:54.291658474Z ==================================================
+2026-10-15T05:11:54.291662792Z       Open-RL PyTorch Training Worker
+2026-10-15T05:11:54.291663922Z ==================================================
+2026-10-15T05:11:54.291664928Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T05:11:54.307386428Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T05:11:54.307409055Z 
+2026-10-15T05:11:54.511196464Z Loading base model Qwen/Qwen3-8B to cuda:0...
+2026-10-15T05:11:54.620348814Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:11:55.488744741Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
+2026-10-15T05:12:05.401433205Z [prefetch] done: 15.26 GiB in 9.9 s (1576 MiB/s)
+2026-10-15T05:12:07.881306965Z 
+Loading weights:   0%|          | 0/399 [00:00<?, ?it/s]
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+Loading weights:  91%|█████████ | 364/399 [00:01<00:00, 230.22it/s]
+Loading weights:  97%|█████████▋| 389/399 [00:02<00:00, 221.26it/s]
+Loading weights: 100%|██████████| 399/399 [00:02<00:00, 196.34it/s]
+2026-10-15T05:12:08.031266542Z Successfully loaded.
+2026-10-15T05:12:08.033054916Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
+2026-10-15T05:12:08.038397810Z 
+2026-10-15T05:12:08.038601084Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: create_model:428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
+2026-10-15T05:12:08.039048794Z Base model Qwen/Qwen3-8B already loaded.
+2026-10-15T05:12:08.039057476Z Creating LoRA adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e'...
+2026-10-15T05:12:08.588074559Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T05:12:08.593600530Z LoRA adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' created and set to active.
+2026-10-15T05:12:10.443692872Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
+2026-10-15T05:12:13.423204553Z 
+2026-10-15T05:12:13.423245094Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: forward_backward:641d3bab-a7c0-4047-b609-7ca88e07767a
+2026-10-15T05:12:16.357300336Z 
+2026-10-15T05:12:16.357342369Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: optim_step:cb0f1a0a-f9af-4b9d-9aeb-e82e91a14640
+2026-10-15T05:12:16.366874542Z Initializing AdamW optimizer for '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' with lr=0.0001
+2026-10-15T05:12:18.292832404Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
+2026-10-15T05:12:18.480251748Z 
+2026-10-15T05:12:18.480289600Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: save_weights_for_sampler:bfeec1f4-669e-4b5b-b8c0-b876b9cae9dc
+2026-10-15T05:12:20.196452161Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt
new file mode 100644
index 00000000..685e8973
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json
new file mode 100644
index 00000000..7a668937
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
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+        {
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+          {
+           "key": "metadata.name",
+           "operator": "In",
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+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
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+       "0.0.0.0",
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+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
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+       "python",
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+       "accel_timeslicer.serve"
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+      "name": "accel-timeslicer",
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+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
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+      "terminationMessagePolicy": "File",
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+        "name": "kube-api-access-9tztl",
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+    "nodeSelector": {
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+    },
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+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
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+    "serviceAccountName": "default",
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+      "operator": "Exists"
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+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
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+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
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+      "operator": "Exists"
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+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
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+      "status": "True",
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+        "name": "OPEN_RL_ENABLE_FFT",
+        "value": "true"
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+       {
+        "name": "ENABLE_GCP_TRACE",
+        "valueFrom": {
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "REDIS_URL",
+        "value": "redis://redis-service:6379?max_connections=500"
+       },
+       {
+        "name": "BASE_MODEL",
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_TMP_DIR",
+        "value": "/mnt/shared/open-rl"
+       },
+       {
+        "name": "SAMPLING_BACKEND",
+        "value": "vllm"
+       },
+       {
+        "name": "OPEN_RL_WORKER_MANAGER",
+        "value": "scheduler"
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+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
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+          "fieldPath": "metadata.namespace"
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+        }
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+       {
+        "name": "OPEN_RL_WORKER_IMAGE",
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+          "name": "open-rl-images"
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+        }
+       }
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+      "name": "api-server",
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+        "protocol": "TCP"
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+        "scheme": "HTTP"
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+       "successThreshold": 1,
+       "timeoutSeconds": 5
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+        "memory": "1Gi"
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+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
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+        "name": "shared-storage"
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+       {
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+      "status": "True",
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+      "lastTransitionTime": "2026-10-15T04:45:46Z",
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+      "status": "True",
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+      "status": "True",
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+      "status": "True",
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+    "containerStatuses": [
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+      "started": true,
+      "state": {
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
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+      ]
+     }
+    ],
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+    "phase": "Running",
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+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-15T04:45:46Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T01:25:14Z",
+    "generateName": "open-rl-scheduler-7cf9d4bc47-",
+    "generation": 1,
+    "labels": {
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+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-b"
+    },
+    "name": "open-rl-scheduler-7cf9d4bc47-jtsrl",
+    "namespace": "openrl-system",
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+      "controller": true,
+      "kind": "ReplicaSet",
+      "name": "open-rl-scheduler-7cf9d4bc47",
+      "uid": "d943141e-ff09-4f94-9b1b-870d28c23dd0"
+     }
+    ],
+    "resourceVersion": "1791941144533087007",
+    "uid": "56193bb8-a36c-4ad7-81b5-ff1d7c2ef0ba"
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+   "spec": {
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+       "--leader-elect",
+       "--health-probe-bind-address=:8081",
+       "--metrics-bind-address=:8080"
+      ],
+      "env": [
+       {
+        "name": "OPEN_RL_PLACEMENT_TIMEOUT",
+        "value": "0"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
+        "valueFrom": {
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+          "apiVersion": "v1",
+          "fieldPath": "metadata.namespace"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_RECONCILE_INTERVAL",
+        "value": "10s"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_CLASS",
+        "value": "gpu.nvidia.com"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_DRIVER",
+        "value": "gpu.nvidia.com"
+       }
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/scheduler:v0.0.6",
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+       "httpGet": {
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+        "scheme": "HTTP"
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+       "periodSeconds": 20,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+      "name": "manager",
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+        "name": "metrics",
+        "protocol": "TCP"
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+       "httpGet": {
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+        "scheme": "HTTP"
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+       "periodSeconds": 10,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+      "resources": {
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+       },
+       "requests": {
+        "cpu": "100m",
+        "memory": "128Mi"
+       }
+      },
+      "securityContext": {
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+       "capabilities": {
+        "drop": [
+         "ALL"
+        ]
+       },
+       "readOnlyRootFilesystem": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
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+        "name": "kube-api-access-kwbhw",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {
+     "runAsNonRoot": true
+    },
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+    "tolerations": [
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+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log
new file mode 100644
index 00000000..4eb3d4ac
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log
@@ -0,0 +1,342 @@
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diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log
new file mode 100644
index 00000000..d52fd557
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T05:11:46.113+00:00	2026-10-15T05:11:46.136519288Z {"level":"info","ts":"2026-10-15T05:11:46Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"76087a4e-44f6-4134-908c-44b725c30029","claim":"claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T05:12:18.598+00:00	2026-10-15T05:12:18.620658575Z {"level":"info","ts":"2026-10-15T05:12:18Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"30427539-027e-42b8-833c-14c6aa57927a","claim":"claim-lora-qwen-qwen3-8b-0-sampler-996528ae","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json
new file mode 100644
index 00000000..279002b2
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json
@@ -0,0 +1,267 @@
+{
+ "case": "after-D1-8b-h100-cached",
+ "collected": "2026-10-15T05:14:27.870+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 05:11:45.156000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 05:11:45.157000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 05:12:10.447000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "428ca04c-2ae6-41ed-9a4b-94f1cd79c97e"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 05:12:13.323000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 05:12:16.232000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 05:12:18.352000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 05:12:18.353000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 05:12:20.273000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 05:12:20.275000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 05:14:19.688000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4\n\nQuestion: What is "
+  },
+  "client.end": {
+   "ts": "2026-10-15 05:14:19.689000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen3-8b-0-sampler",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 05:12:18+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:12:18.877000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 05:12:18.877000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 05:12:18.877000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 05:12:23+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 05:12:18+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 05:12:18+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 05:12:23+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 05:12:23+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 05:12:18+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 05:12:22+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 05:12:18+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 05:12:22+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 05:12:22+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 05:12:22+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 05:12:37.408864+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 05:12:46.943669+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:46 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 05:12:47.997459+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:47 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 05:12:48.986441+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 05:13:00.893700+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:00 [default_loader.py:430] Loading weights took 11.91 seconds",
+     "self_reported_s": 11.91
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 05:13:01.578989+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 13.845580 seconds",
+     "self_reported_s": 13.84558
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 05:13:38.517327+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:38 [monitor.py:53] torch.compile took 35.91 s in total",
+     "self_reported_s": 35.91
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 05:13:58.672379+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:58 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
+     "self_reported_s": 16.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 05:13:59.319915+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 05:14:17.795200+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:14:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.21 s",
+     "self_reported_s": 76.21
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 05:14:18+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen3-8b-0-trainer",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 05:11:45+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:11:45.752000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 05:11:45.752000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 05:11:47.402000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 05:11:50+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 05:11:46+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 05:11:46+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 05:11:50+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 05:11:50+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 05:11:46+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 05:11:49+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 05:11:46+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 05:11:49+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 05:11:49+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 05:11:49+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 05:11:54.291598+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 05:11:54.511196+00:00",
+     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 05:12:08.031266+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 05:12:08.033054+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 05:11:41+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.md b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.md
new file mode 100644
index 00000000..23e7cad5
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.md
@@ -0,0 +1,109 @@
+# Cold start timeline: after-D1-8b-h100-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T05:11:45.157+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen3-8b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.ready_key | 05:11:41.000 | -4.2 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.workload_created | 05:11:45.000 | -0.2 |  | Workload creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 05:11:45.752 | 0.6 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 05:11:45.752 | 0.6 |  | workloads.tsv poller: status.podName set |
+| trainer.pod_created | 05:11:46.000 | 0.8 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_Initialized | 05:11:46.000 | 0.8 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 05:11:46.000 | 0.8 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 05:11:46.000 | 0.8 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.workload_reports_node | 05:11:47.402 | 2.2 |  | workloads.tsv poller: status.nodeName set |
+| trainer.container_started | 05:11:49.000 | 3.8 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 05:11:49.000 | 3.8 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| trainer.event_Created | 05:11:49.000 | 3.8 |  | event: Container created |
+| trainer.event_Started | 05:11:49.000 | 3.8 |  | event: Container started |
+| trainer.condition_Placed_True | 05:11:50.000 | 4.8 |  | Workload condition Placed |
+| trainer.pod_Ready | 05:11:50.000 | 4.8 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 05:11:50.000 | 4.8 |  | pod condition ContainersReady |
+| trainer.process_first_log | 05:11:54.291 | 9.1 |  | container log, first line |
+| trainer.load_start | 05:11:54.511 | 9.4 |  | container log: Loading base model Qwen/Qwen3-8B to cuda:0... |
+| trainer.load_done | 05:12:08.031 | 22.9 |  | container log: Successfully loaded. |
+| trainer.processor_started | 05:12:08.033 | 22.9 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1). |
+
+## sampler: `orw-lora-qwen-qwen3-8b-0-sampler` on `gke-open-rl-dra-h100-sampler-a721f127-0853`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 05:12:18.000 | 32.8 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 05:12:18.000 | 32.8 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 05:12:18.000 | 32.8 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 05:12:18.000 | 32.8 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 05:12:18.000 | 32.8 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853 |
+| sampler.workload_first_seen_by_poller | 05:12:18.877 | 33.7 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 05:12:18.877 | 33.7 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 05:12:18.877 | 33.7 |  | workloads.tsv poller: status.nodeName set |
+| sampler.container_started | 05:12:22.000 | 36.8 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 05:12:22.000 | 36.8 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| sampler.event_Created | 05:12:22.000 | 36.8 |  | event: Container created |
+| sampler.event_Started | 05:12:22.000 | 36.8 |  | event: Container started |
+| sampler.condition_Placed_True | 05:12:23.000 | 37.8 |  | Workload condition Placed |
+| sampler.pod_Ready | 05:12:23.000 | 37.8 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 05:12:23.000 | 37.8 |  | pod condition ContainersReady |
+| sampler.process_first_log | 05:12:37.408 | 52.3 |  | container log, first line |
+| sampler.engine_init_start | 05:12:46.943 | 61.8 |  | container log: (EngineCore pid=169) INFO 10-15 05:12:46 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 05:12:47.997 | 62.8 |  | container log: (EngineCore pid=169) INFO 10-15 05:12:47 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 05:12:48.986 | 63.8 |  | container log: (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 05:13:00.893 | 75.7 | 11.91 | container log: (EngineCore pid=169) INFO 10-15 05:13:00 [default_loader.py:430] Loading weights took 11.91 seconds |
+| sampler.model_loaded | 05:13:01.578 | 76.4 | 13.84558 | container log: (EngineCore pid=169) INFO 10-15 05:13:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 13.845580 seconds |
+| sampler.compile_done | 05:13:38.517 | 113.4 | 35.91 | container log: (EngineCore pid=169) INFO 10-15 05:13:38 [monitor.py:53] torch.compile took 35.91 s in total |
+| sampler.graphs_captured | 05:13:58.672 | 133.5 | 16.0 | container log: (EngineCore pid=169) INFO 10-15 05:13:58 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB |
+| sampler.kv_cache_sized | 05:13:59.319 | 134.2 |  | container log: (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB |
+| sampler.engine_init_done | 05:14:17.795 | 152.6 | 76.21 | container log: (EngineCore pid=169) INFO 10-15 05:14:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.21 s |
+| sampler.ready_key | 05:14:18.000 | 152.8 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 05:11:45.156 | -0.0 |
+| client.create_model.start | 05:11:45.157 | 0.0 |
+| client.create_model.done | 05:12:10.447 | 25.3 |
+| client.forward_backward.start | 05:12:13.323 | 28.2 |
+| client.forward_backward.done | 05:12:16.232 | 31.1 |
+| client.optim_step.done | 05:12:18.352 | 33.2 |
+| client.save_weights_and_get_sampling_client.start | 05:12:18.353 | 33.2 |
+| client.save_weights_and_get_sampling_client.done | 05:12:20.273 | 35.1 |
+| client.sample.start | 05:12:20.275 | 35.1 |
+| client.sample.done | 05:14:19.688 | 154.5 |
+| client.end | 05:14:19.689 | 154.5 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.8 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.5 |
+| weights load | trainer.load_start | trainer.load_done | 13.5 |
+| ready key | trainer.load_done | trainer.ready_key | -27.0 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 25.3 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.4 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 15.4 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.5 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 12.9 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.6 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.2 |
+| client: first sample blocked | client.sample.start | client.sample.done | 119.4 |
+
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt
new file mode 100644
index 00000000..b0d2d90a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:11:40.798+00:00
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json
new file mode 100644
index 00000000..467556c3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:12:18Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792041143235791008",
+                "uid": "996528ae-d593-4922-86b8-ea1303243615"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "29Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "30725539152"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "40Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "40Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "20f5c64d-1657-4c78-92ee-24fa609f498b",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-996528ae",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:12:23Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-996528ae",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "29Gi",
+                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:11:45Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792041110758783004",
+                "uid": "e9ddbd1c-f7f3-431b-abf2-f9f7cbdac473"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "20Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen3-8B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "20674967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "36Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "36Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "9b290f43-cc99-4ea2-b399-4c09027c74d4",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:11:50Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "20Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log
new file mode 100644
index 00000000..3fc7c971
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log
@@ -0,0 +1,35 @@
+watching; recorders [19286, 19287, 19289, 19291, 19293, 19288, 19290, 19292] write into runs/2026-10-15_cold_start/after-D2-8b-h100-cached
+collected 2 worker log(s) into runs/2026-10-15_cold_start/after-D2-8b-h100-cached
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
+| weights load | trainer.load_start | trainer.load_done | 12.1 |
+| ready key | trainer.load_done | trainer.ready_key | -24.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 24.1 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.1 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 15.5 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.7 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.1 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.2 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 119.9 |
+
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log
new file mode 100644
index 00000000..b4c54e58
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log
@@ -0,0 +1,32 @@
+2026-10-15T05:15:36.893+00:00	2026-10-15T05:15:36.893863054Z INFO:     127.0.0.1:35824 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T05:15:37.116+00:00	2026-10-15T05:15:37.118777792Z INFO:     127.0.0.1:35826 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:15:37.193+00:00	2026-10-15T05:15:37.194477785Z INFO:     127.0.0.1:35826 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T05:15:37.636+00:00	2026-10-15T05:15:37.638416243Z [API_SERVER] enqueued op=create_model request_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:15:37.637+00:00	2026-10-15T05:15:37.639053003Z INFO:     127.0.0.1:35832 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T05:15:40.746+00:00	2026-10-15T05:15:40.746550012Z INFO:     10.32.3.1:39766 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:15:47.379+00:00	2026-10-15T05:15:47.379417038Z INFO:     127.0.0.1:54214 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:15:50.746+00:00	2026-10-15T05:15:50.746722382Z INFO:     10.32.3.1:56336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:00.752+00:00	2026-10-15T05:16:00.747547185Z INFO:     10.32.3.1:37336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:00.959+00:00	2026-10-15T05:16:00.949527284Z INFO:     127.0.0.1:33956 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T05:16:03.946+00:00	2026-10-15T05:16:03.946007674Z [API_SERVER] enqueued op=forward_backward request_id=f37e31ba-ce81-44ac-8856-bfda6aa3c7e1 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:16:03.946+00:00	2026-10-15T05:16:03.946615325Z INFO:     127.0.0.1:33956 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T05:16:06.905+00:00	2026-10-15T05:16:06.905826356Z [API_SERVER] enqueued op=optim_step request_id=957669d4-dc27-4c81-837d-2a8ecf9bb2f4 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:16:06.905+00:00	2026-10-15T05:16:06.907396223Z INFO:     127.0.0.1:33956 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T05:16:09.100+00:00	2026-10-15T05:16:09.049018149Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=3209fcb1-7f4e-446c-95c6-94a7e30b047f model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
+2026-10-15T05:16:09.100+00:00	2026-10-15T05:16:09.049557898Z INFO:     127.0.0.1:33956 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
+2026-10-15T05:16:10.931+00:00	2026-10-15T05:16:10.746565689Z INFO:     10.32.3.1:45574 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:11.296+00:00	2026-10-15T05:16:11.293332808Z INFO:     127.0.0.1:36994 - "POST /api/v1/asample HTTP/1.1" 200 OK
+2026-10-15T05:16:20.765+00:00	2026-10-15T05:16:20.746229306Z INFO:     10.32.3.1:38344 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:30.748+00:00	2026-10-15T05:16:30.746892251Z INFO:     10.32.3.1:54454 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:40.748+00:00	2026-10-15T05:16:40.747033006Z INFO:     10.32.3.1:59170 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:50.747+00:00	2026-10-15T05:16:50.747504698Z INFO:     10.32.3.1:43604 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:16:57.561+00:00	2026-10-15T05:16:57.560755551Z INFO:     127.0.0.1:36756 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:17:00.747+00:00	2026-10-15T05:17:00.747501058Z INFO:     10.32.3.1:45120 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:17:10.747+00:00	2026-10-15T05:17:10.746700462Z INFO:     10.32.3.1:46882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:17:20.747+00:00	2026-10-15T05:17:20.747102135Z INFO:     10.32.3.1:37964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:17:30.751+00:00	2026-10-15T05:17:30.746961545Z INFO:     10.32.3.1:40486 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:17:40.748+00:00	2026-10-15T05:17:40.747075210Z INFO:     10.32.3.1:48770 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:17:47.748+00:00	2026-10-15T05:17:47.748538952Z INFO:     127.0.0.1:47530 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:17:50.747+00:00	2026-10-15T05:17:50.746643982Z INFO:     10.32.3.1:50180 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:18:00.747+00:00	2026-10-15T05:18:00.746678248Z INFO:     10.32.3.1:38072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:18:10.746+00:00	2026-10-15T05:18:10.746445484Z INFO:     10.32.3.1:42070 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl
new file mode 100644
index 00000000..dfbb3c97
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl
@@ -0,0 +1,11 @@
+{"ts": "2026-10-15T05:15:36.633+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T05:15:36.633+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T05:16:00.765+00:00", "t": 24.133, "phase": "create_model.done", "model_id": "ce0e7790-7ff6-44f1-9632-06939e7b1053"}
+{"ts": "2026-10-15T05:16:03.882+00:00", "t": 27.25, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T05:16:06.825+00:00", "t": 30.192, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T05:16:08.923+00:00", "t": 32.29, "phase": "optim_step.done"}
+{"ts": "2026-10-15T05:16:08.924+00:00", "t": 32.291, "phase": "save_weights_and_get_sampling_client.start"}
+{"ts": "2026-10-15T05:16:11.071+00:00", "t": 34.438, "phase": "save_weights_and_get_sampling_client.done"}
+{"ts": "2026-10-15T05:16:11.076+00:00", "t": 34.443, "phase": "sample.start"}
+{"ts": "2026-10-15T05:18:10.965+00:00", "t": 154.332, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
+{"ts": "2026-10-15T05:18:10.966+00:00", "t": 154.334, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log
new file mode 100644
index 00000000..fedb02d3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log
@@ -0,0 +1,12 @@
+[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]   24.133s create_model.done {'model_id': 'ce0e7790-7ff6-44f1-9632-06939e7b1053'}
+[cold-start]   27.250s forward_backward.start 
+[cold-start]   30.192s forward_backward.done 
+[cold-start]   32.290s optim_step.done 
+[cold-start]   32.291s save_weights_and_get_sampling_client.start 
+[cold-start]   34.438s save_weights_and_get_sampling_client.done 
+[cold-start]   34.443s sample.start 
+[cold-start]  154.332s sample.done {'text': ' 4\n\nQuestion: What is '}
+[cold-start]  154.334s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt
new file mode 100644
index 00000000..9458726e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:18:11.482+00:00
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json
new file mode 100644
index 00000000..6a2fe366
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json
@@ -0,0 +1,3069 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092561663021",
+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f61ddd1e4",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092605935011",
+                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:40:41Z",
+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:40:41Z",
+                "name": "cold-start-fio.18de9a32081cf908",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
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+}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
new file mode 100644
index 00000000..2a05dc10
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
@@ -0,0 +1,222 @@
+2026-10-15T05:16:28.490961146Z INFO 10-15 05:16:28 [model.py:692] Resolved architecture: Qwen3ForCausalLM
+2026-10-15T05:16:28.491280812Z INFO 10-15 05:16:28 [model.py:2030] Using max model len 8192
+2026-10-15T05:16:28.492938929Z INFO 10-15 05:16:28 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
+2026-10-15T05:16:28.493837169Z INFO 10-15 05:16:28 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:16:31.024763096Z WARNING 10-15 05:16:31 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
+2026-10-15T05:16:38.151495536Z (EngineCore pid=169) INFO 10-15 05:16:38 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
+2026-10-15T05:16:38.483358659Z (EngineCore pid=169) INFO 10-15 05:16:38 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_4d2a060e6dcc492b933d56b85af7d4e7 backend=nccl
+2026-10-15T05:16:38.487228505Z (EngineCore pid=169) INFO 10-15 05:16:38 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
+2026-10-15T05:16:38.487263057Z (EngineCore pid=169) INFO 10-15 05:16:38 [gpu_worker.py:441] Using V2 Model Runner
+2026-10-15T05:16:39.244394278Z (EngineCore pid=169) INFO 10-15 05:16:39 [model_runner.py:396] Loading model from scratch...
+2026-10-15T05:16:39.815914136Z (EngineCore pid=169) INFO 10-15 05:16:39 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
+2026-10-15T05:16:39.816213542Z (EngineCore pid=169) INFO 10-15 05:16:39 [flash_attn.py:1116] Using FlashAttention version 3
+2026-10-15T05:16:39.931406255Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
+2026-10-15T05:16:39.931446653Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
+2026-10-15T05:16:40.237737879Z (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
+2026-10-15T05:16:40.237765322Z (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
+2026-10-15T05:16:40.238500999Z (EngineCore pid=169) 
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+2026-10-15T05:16:43.153754644Z (EngineCore pid=169) INFO 10-15 05:16:43 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/5)
+2026-10-15T05:16:46.547484548Z (EngineCore pid=169) INFO 10-15 05:16:46 [weight_utils.py:829] Prefetching checkpoint files: 20% (2/5)
+2026-10-15T05:16:47.502519011Z (EngineCore pid=169) INFO 10-15 05:16:47 [weight_utils.py:829] Prefetching checkpoint files: 30% (3/5)
+2026-10-15T05:16:47.548264777Z (EngineCore pid=169) INFO 10-15 05:16:47 [weight_utils.py:829] Prefetching checkpoint files: 40% (4/5)
+2026-10-15T05:16:50.653227057Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  20% Completed | 1/5 [00:10<00:41, 10.41s/it]
+2026-10-15T05:16:50.659265932Z (EngineCore pid=169) INFO 10-15 05:16:50 [weight_utils.py:829] Prefetching checkpoint files: 50% (5/5)
+2026-10-15T05:16:50.719579093Z (EngineCore pid=169) INFO 10-15 05:16:50 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 10.48s
+2026-10-15T05:16:51.238079473Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  40% Completed | 2/5 [00:10<00:13,  4.63s/it]
+2026-10-15T05:16:51.772367115Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  60% Completed | 3/5 [00:11<00:05,  2.76s/it]
+2026-10-15T05:16:52.211014634Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards:  80% Completed | 4/5 [00:11<00:01,  1.84s/it]
+2026-10-15T05:16:52.385281725Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:12<00:00,  1.24s/it]
+2026-10-15T05:16:52.385329980Z (EngineCore pid=169) 
+Loading safetensors checkpoint shards: 100% Completed | 5/5 [00:12<00:00,  2.43s/it]
+2026-10-15T05:16:52.385333184Z (EngineCore pid=169) 
+2026-10-15T05:16:52.391122953Z (EngineCore pid=169) INFO 10-15 05:16:52 [default_loader.py:430] Loading weights took 12.16 seconds
+2026-10-15T05:16:52.424714855Z (EngineCore pid=169) INFO 10-15 05:16:52 [punica_selector.py:20] Using PunicaWrapperGPU.
+2026-10-15T05:16:53.020747092Z (EngineCore pid=169) INFO 10-15 05:16:53 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.053276 seconds
+2026-10-15T05:16:53.026402754Z (EngineCore pid=169) INFO 10-15 05:16:53 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
+2026-10-15T05:16:53.027150567Z (EngineCore pid=169) INFO 10-15 05:16:53 [utils.py:320] Using LBNHC KV cache layout.
+2026-10-15T05:17:05.630563977Z (EngineCore pid=169) INFO 10-15 05:17:05 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
+2026-10-15T05:17:05.630882130Z (EngineCore pid=169) INFO 10-15 05:17:05 [backends.py:1155] Dynamo bytecode transform time: 11.57 s
+2026-10-15T05:17:24.307114193Z (EngineCore pid=169) INFO 10-15 05:17:24 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.41 s
+2026-10-15T05:17:29.529339959Z (EngineCore pid=169) INFO 10-15 05:17:29 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
+2026-10-15T05:17:29.578377274Z (EngineCore pid=169) INFO 10-15 05:17:29 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
+2026-10-15T05:17:29.578400981Z (EngineCore pid=169) INFO 10-15 05:17:29 [monitor.py:53] torch.compile took 35.52 s in total
+2026-10-15T05:17:29.579721320Z (EngineCore pid=169) WARNING 10-15 05:17:29 [utils.py:279] Using default LoRA kernel configs
+2026-10-15T05:17:31.434209693Z (EngineCore pid=169) INFO 10-15 05:17:31 [monitor.py:81] Initial profiling/warmup run took 1.86 s
+2026-10-15T05:17:49.226033039Z (EngineCore pid=169) 
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+2026-10-15T05:17:49.342813239Z (EngineCore pid=169) 
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+Capturing CUDA graphs (FULL): 100%|██████████| 2/2 [00:00<00:00, 17.18it/s]
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+2026-10-15T05:17:49.866634967Z (EngineCore pid=169) INFO 10-15 05:17:49 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
+2026-10-15T05:17:50.489301480Z (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
+2026-10-15T05:17:50.489654681Z (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
+2026-10-15T05:17:50.491312067Z (EngineCore pid=169) INFO 10-15 05:17:50 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
+2026-10-15T05:17:50.527199601Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:172] JIT kernel warmup starting.
+2026-10-15T05:17:50.527211420Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
+2026-10-15T05:17:50.812319503Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
+2026-10-15T05:17:50.812323795Z (EngineCore pid=169) 2026-10-15 05:17:50,812 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
+2026-10-15T05:17:50.812867348Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
+2026-10-15T05:17:50.972412380Z (EngineCore pid=169) 2026-10-15 05:17:50,972 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
+2026-10-15T05:17:50.976821335Z (EngineCore pid=169) 2026-10-15 05:17:50,976 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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+Capturing CUDA graphs (PIECEWISE): 100%|██████████| 102/102 [00:09<00:00, 10.81it/s]
+2026-10-15T05:18:07.591527678Z (EngineCore pid=169) 
+Capturing CUDA graphs (FULL):   0%|          | 0/70 [00:00<?, ?it/s]
+Capturing CUDA graphs (FULL):   3%|▎         | 2/70 [00:00<00:03, 17.84it/s]
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+Capturing CUDA graphs (FULL):  11%|█▏        | 8/70 [00:00<00:03, 17.40it/s]
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+Capturing CUDA graphs (FULL):  20%|██        | 14/70 [00:00<00:03, 17.55it/s]
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+Capturing CUDA graphs (FULL):  26%|██▌       | 18/70 [00:01<00:02, 17.58it/s]
+Capturing CUDA graphs (FULL):  29%|██▊       | 20/70 [00:01<00:02, 17.49it/s]
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+Capturing CUDA graphs (FULL):  37%|███▋      | 26/70 [00:01<00:02, 17.61it/s]
+Capturing CUDA graphs (FULL):  40%|████      | 28/70 [00:01<00:02, 17.68it/s]
+Capturing CUDA graphs (FULL):  43%|████▎     | 30/70 [00:01<00:02, 17.75it/s]
+Capturing CUDA graphs (FULL):  46%|████▌     | 32/70 [00:01<00:02, 17.85it/s]
+Capturing CUDA graphs (FULL):  49%|████▊     | 34/70 [00:01<00:02, 17.98it/s]
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+Capturing CUDA graphs (FULL):  60%|██████    | 42/70 [00:02<00:01, 17.59it/s]
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+Capturing CUDA graphs (FULL):  66%|██████▌   | 46/70 [00:02<00:01, 17.37it/s]
+Capturing CUDA graphs (FULL):  69%|██████▊   | 48/70 [00:02<00:01, 17.31it/s]
+Capturing CUDA graphs (FULL):  71%|███████▏  | 50/70 [00:02<00:01, 17.21it/s]
+Capturing CUDA graphs (FULL):  74%|███████▍  | 52/70 [00:02<00:01, 17.39it/s]
+Capturing CUDA graphs (FULL):  77%|███████▋  | 54/70 [00:03<00:00, 17.60it/s]
+Capturing CUDA graphs (FULL):  80%|████████  | 56/70 [00:03<00:00, 17.62it/s]
+Capturing CUDA graphs (FULL):  83%|████████▎ | 58/70 [00:03<00:00, 17.65it/s]
+Capturing CUDA graphs (FULL):  86%|████████▌ | 60/70 [00:03<00:00, 17.67it/s]
+Capturing CUDA graphs (FULL):  89%|████████▊ | 62/70 [00:03<00:00, 17.58it/s]
+Capturing CUDA graphs (FULL):  91%|█████████▏| 64/70 [00:03<00:00, 17.61it/s]
+Capturing CUDA graphs (FULL):  94%|█████████▍| 66/70 [00:03<00:00, 17.76it/s]
+Capturing CUDA graphs (FULL):  97%|█████████▋| 68/70 [00:03<00:00, 17.99it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 18.13it/s]
+Capturing CUDA graphs (FULL): 100%|██████████| 70/70 [00:03<00:00, 17.65it/s]
+2026-10-15T05:18:08.111920383Z (EngineCore pid=169) INFO 10-15 05:18:08 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
+2026-10-15T05:18:08.111952003Z (EngineCore pid=169) INFO 10-15 05:18:08 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
+2026-10-15T05:18:08.111955067Z (EngineCore pid=169) INFO 10-15 05:18:08 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
+2026-10-15T05:18:08.511771344Z (EngineCore pid=169) INFO 10-15 05:18:08 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
+2026-10-15T05:18:09.053622282Z (EngineCore pid=169) INFO 10-15 05:18:09 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
+2026-10-15T05:18:09.053659825Z (EngineCore pid=169) INFO 10-15 05:18:09 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.03 s (compilation: 35.52 s)
+2026-10-15T05:18:09.899139568Z (EngineCore pid=169) WARNING 10-15 05:18:09 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:18:09.900755308Z WARNING 10-15 05:18:09 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
+2026-10-15T05:18:09.900866704Z (EngineCore pid=169) INFO 10-15 05:18:09 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
+2026-10-15T05:18:09.930997952Z WARNING 10-15 05:18:09 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
+2026-10-15T05:18:09.931018397Z WARNING 10-15 05:18:09 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
new file mode 100644
index 00000000..5f48fa47
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
@@ -0,0 +1,50 @@
+2026-10-15T05:15:45.886784387Z 
+2026-10-15T05:15:45.886821579Z ==================================================
+2026-10-15T05:15:45.886825965Z       Open-RL PyTorch Training Worker
+2026-10-15T05:15:45.886827087Z ==================================================
+2026-10-15T05:15:45.886828193Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T05:15:45.904087714Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T05:15:45.904110382Z 
+2026-10-15T05:15:46.108440892Z Loading base model Qwen/Qwen3-8B to cuda:0...
+2026-10-15T05:15:46.235847013Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:15:47.098453469Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
+2026-10-15T05:15:55.597395640Z [prefetch] done: 15.26 GiB in 8.5 s (1838 MiB/s)
+2026-10-15T05:15:58.104601379Z 
+Loading weights:   0%|          | 0/399 [00:00<?, ?it/s]
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+Loading weights:  89%|████████▊ | 354/399 [00:01<00:00, 226.43it/s]
+Loading weights:  95%|█████████▍| 378/399 [00:01<00:00, 222.47it/s]
+Loading weights: 100%|██████████| 399/399 [00:02<00:00, 193.54it/s]
+2026-10-15T05:15:58.258108553Z Successfully loaded.
+2026-10-15T05:15:58.259517504Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
+2026-10-15T05:15:58.265428340Z 
+2026-10-15T05:15:58.265505529Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: create_model:ce0e7790-7ff6-44f1-9632-06939e7b1053
+2026-10-15T05:15:58.266310526Z Base model Qwen/Qwen3-8B already loaded.
+2026-10-15T05:15:58.266315297Z Creating LoRA adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053'...
+2026-10-15T05:15:58.813503125Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T05:15:58.818768838Z LoRA adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' created and set to active.
+2026-10-15T05:16:00.717142769Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
+2026-10-15T05:16:03.947091414Z 
+2026-10-15T05:16:03.947129527Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: forward_backward:f37e31ba-ce81-44ac-8856-bfda6aa3c7e1
+2026-10-15T05:16:06.906546753Z 
+2026-10-15T05:16:06.906592753Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: optim_step:957669d4-dc27-4c81-837d-2a8ecf9bb2f4
+2026-10-15T05:16:06.915785414Z Initializing AdamW optimizer for 'ce0e7790-7ff6-44f1-9632-06939e7b1053' with lr=0.0001
+2026-10-15T05:16:08.824377968Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
+2026-10-15T05:16:09.050223016Z 
+2026-10-15T05:16:09.050254403Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: save_weights_for_sampler:3209fcb1-7f4e-446c-95c6-94a7e30b047f
+2026-10-15T05:16:10.917104608Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt
new file mode 100644
index 00000000..685e8973
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt
@@ -0,0 +1,8 @@
+gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
+gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
+gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
+gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
+gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
+gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json
new file mode 100644
index 00000000..2f350639
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json
@@ -0,0 +1,6782 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-cwdlp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:16:49Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-12T00:12:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
+       "memory": "256Mi"
+      },
+      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
+      "lastState": {},
+      "name": "accel-timeslicer",
+      "ready": true,
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-12T00:16:49Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.196",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.196",
+    "podIPs": [
+     {
+      "ip": "10.128.15.196"
+     }
+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-12T00:12:28Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-cm7x6",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791945508482719021",
+    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-zbkzx",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "name": "kube-api-access-zbkzx",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:38:28Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "allocatedResources": {
+       "cpu": "250m",
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+        {
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+          {
+           "key": "metadata.name",
+           "operator": "In",
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+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
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+       "0.0.0.0",
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+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
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+       "python",
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+       "accel_timeslicer.serve"
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+      "name": "accel-timeslicer",
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+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
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+      "terminationMessagePolicy": "File",
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+        "name": "kube-api-access-9tztl",
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+    "nodeSelector": {
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+    },
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+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
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+    "serviceAccountName": "default",
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+      "operator": "Exists"
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+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
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+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
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+      "operator": "Exists"
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+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
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+      "status": "True",
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+        "name": "OPEN_RL_ENABLE_FFT",
+        "value": "true"
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+       {
+        "name": "ENABLE_GCP_TRACE",
+        "valueFrom": {
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "REDIS_URL",
+        "value": "redis://redis-service:6379?max_connections=500"
+       },
+       {
+        "name": "BASE_MODEL",
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+          "name": "open-rl-config"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_TMP_DIR",
+        "value": "/mnt/shared/open-rl"
+       },
+       {
+        "name": "SAMPLING_BACKEND",
+        "value": "vllm"
+       },
+       {
+        "name": "OPEN_RL_WORKER_MANAGER",
+        "value": "scheduler"
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+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
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+          "fieldPath": "metadata.namespace"
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+        }
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+       {
+        "name": "OPEN_RL_WORKER_IMAGE",
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+          "name": "open-rl-images"
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+        }
+       }
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+      "name": "api-server",
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+        "protocol": "TCP"
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+        "scheme": "HTTP"
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+       "successThreshold": 1,
+       "timeoutSeconds": 5
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+        "memory": "1Gi"
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+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
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+        "name": "shared-storage"
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+       {
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+      "status": "True",
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+      "lastTransitionTime": "2026-10-15T04:45:46Z",
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+      "status": "True",
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+      "status": "True",
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+      "status": "True",
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+    "containerStatuses": [
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+      "started": true,
+      "state": {
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+        "name": "kube-api-access-2ns79",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
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+      ]
+     }
+    ],
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+    "phase": "Running",
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+    ],
+    "qosClass": "Burstable",
+    "startTime": "2026-10-15T04:45:46Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T01:25:14Z",
+    "generateName": "open-rl-scheduler-7cf9d4bc47-",
+    "generation": 1,
+    "labels": {
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+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-b"
+    },
+    "name": "open-rl-scheduler-7cf9d4bc47-jtsrl",
+    "namespace": "openrl-system",
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+      "controller": true,
+      "kind": "ReplicaSet",
+      "name": "open-rl-scheduler-7cf9d4bc47",
+      "uid": "d943141e-ff09-4f94-9b1b-870d28c23dd0"
+     }
+    ],
+    "resourceVersion": "1791941144533087007",
+    "uid": "56193bb8-a36c-4ad7-81b5-ff1d7c2ef0ba"
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+   "spec": {
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+       "--leader-elect",
+       "--health-probe-bind-address=:8081",
+       "--metrics-bind-address=:8080"
+      ],
+      "env": [
+       {
+        "name": "OPEN_RL_PLACEMENT_TIMEOUT",
+        "value": "0"
+       },
+       {
+        "name": "OPEN_RL_WORKER_NAMESPACE",
+        "valueFrom": {
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+          "apiVersion": "v1",
+          "fieldPath": "metadata.namespace"
+         }
+        }
+       },
+       {
+        "name": "OPEN_RL_RECONCILE_INTERVAL",
+        "value": "10s"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_CLASS",
+        "value": "gpu.nvidia.com"
+       },
+       {
+        "name": "OPEN_RL_DEVICE_DRIVER",
+        "value": "gpu.nvidia.com"
+       }
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/scheduler:v0.0.6",
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+       "httpGet": {
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+        "scheme": "HTTP"
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+       "periodSeconds": 20,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+      "name": "manager",
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+        "name": "metrics",
+        "protocol": "TCP"
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+       "httpGet": {
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+        "scheme": "HTTP"
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+       "periodSeconds": 10,
+       "successThreshold": 1,
+       "timeoutSeconds": 1
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+      "resources": {
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+       },
+       "requests": {
+        "cpu": "100m",
+        "memory": "128Mi"
+       }
+      },
+      "securityContext": {
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+       "capabilities": {
+        "drop": [
+         "ALL"
+        ]
+       },
+       "readOnlyRootFilesystem": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
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+        "name": "kube-api-access-kwbhw",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
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+    "nodeName": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
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+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {
+     "runAsNonRoot": true
+    },
+    "serviceAccount": "open-rl-sa",
+    "serviceAccountName": "open-rl-sa",
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+    "tolerations": [
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+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log
new file mode 100644
index 00000000..5d1efc70
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log
@@ -0,0 +1,334 @@
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+2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:sampler_ready:Qwen/Qwen3-8B
+2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:trainer_ready:Qwen/Qwen3-8B
+2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log
new file mode 100644
index 00000000..67f925c9
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log
@@ -0,0 +1,2 @@
+2026-10-15T05:15:37.772+00:00	2026-10-15T05:15:37.770103723Z {"level":"info","ts":"2026-10-15T05:15:37Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"6e1c65ba-9430-4398-89db-8b05b9f2092e","claim":"claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
+2026-10-15T05:16:09.217+00:00	2026-10-15T05:16:09.211255887Z {"level":"info","ts":"2026-10-15T05:16:09Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"d4df84da-7e1d-497e-abe9-39f53b544303","claim":"claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json
new file mode 100644
index 00000000..4035e7bf
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json
@@ -0,0 +1,267 @@
+{
+ "case": "after-D2-8b-h100-cached",
+ "collected": "2026-10-15T05:18:18.329+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 05:15:36.633000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "Qwen/Qwen3-8B",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 05:15:36.633000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 05:16:00.765000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "ce0e7790-7ff6-44f1-9632-06939e7b1053"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 05:16:03.882000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 05:16:06.825000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 05:16:08.923000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.start": {
+   "ts": "2026-10-15 05:16:08.924000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.save_weights_and_get_sampling_client.done": {
+   "ts": "2026-10-15 05:16:11.071000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.start": {
+   "ts": "2026-10-15 05:16:11.076000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.sample.done": {
+   "ts": "2026-10-15 05:18:10.965000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "text": " 4\n\nQuestion: What is "
+  },
+  "client.end": {
+   "ts": "2026-10-15 05:18:10.966000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "sampler": {
+   "workload": "lora-qwen-qwen3-8b-0-sampler",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
+   "marks": {
+    "sampler.workload_created": {
+     "ts": "2026-10-15 05:16:09+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "sampler.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:16:09.599000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "sampler.workload_reports_pod": {
+     "ts": "2026-10-15 05:16:09.599000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "sampler.workload_reports_node": {
+     "ts": "2026-10-15 05:16:09.599000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "sampler.condition_Placed_True": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "Workload condition Placed"
+    },
+    "sampler.pod_created": {
+     "ts": "2026-10-15 05:16:09+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "sampler.pod_Initialized": {
+     "ts": "2026-10-15 05:16:09+00:00",
+     "source": "pod condition Initialized"
+    },
+    "sampler.pod_Ready": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "pod condition Ready"
+    },
+    "sampler.pod_ContainersReady": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "sampler.pod_PodScheduled": {
+     "ts": "2026-10-15 05:16:09+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "sampler.container_started": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "sampler.event_Scheduled": {
+     "ts": "2026-10-15 05:16:09+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
+    },
+    "sampler.event_Pulled": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "sampler.event_Created": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "event: Container created"
+    },
+    "sampler.event_Started": {
+     "ts": "2026-10-15 05:16:13+00:00",
+     "source": "event: Container started"
+    },
+    "sampler.process_first_log": {
+     "ts": "2026-10-15 05:16:28.490961+00:00",
+     "source": "container log, first line"
+    },
+    "sampler.engine_init_start": {
+     "ts": "2026-10-15 05:16:38.151495+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:38 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
+    },
+    "sampler.load_start": {
+     "ts": "2026-10-15 05:16:39.244394+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:39 [model_runner.py:396] Loading model from scratch..."
+    },
+    "sampler.prefetch_start": {
+     "ts": "2026-10-15 05:16:40.237765+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
+    },
+    "sampler.weights_loaded": {
+     "ts": "2026-10-15 05:16:52.391122+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:52 [default_loader.py:430] Loading weights took 12.16 seconds",
+     "self_reported_s": 12.16
+    },
+    "sampler.model_loaded": {
+     "ts": "2026-10-15 05:16:53.020747+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:53 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.053276 seconds",
+     "self_reported_s": 14.053276
+    },
+    "sampler.compile_done": {
+     "ts": "2026-10-15 05:17:29.578400+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:29 [monitor.py:53] torch.compile took 35.52 s in total",
+     "self_reported_s": 35.52
+    },
+    "sampler.graphs_captured": {
+     "ts": "2026-10-15 05:17:49.866634+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:49 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
+     "self_reported_s": 16.0
+    },
+    "sampler.kv_cache_sized": {
+     "ts": "2026-10-15 05:17:50.489301+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
+    },
+    "sampler.engine_init_done": {
+     "ts": "2026-10-15 05:18:09.053659+00:00",
+     "source": "container log: (EngineCore pid=169) INFO 10-15 05:18:09 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.03 s",
+     "self_reported_s": 76.03
+    },
+    "sampler.ready_key": {
+     "ts": "2026-10-15 05:18:10+00:00",
+     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  },
+  "trainer": {
+   "workload": "lora-qwen-qwen3-8b-0-trainer",
+   "model_id": "Qwen/Qwen3-8B",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 05:15:37+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:15:37.332000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 05:15:37.332000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 05:15:38.981000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 05:15:42+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 05:15:37+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 05:15:38+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 05:15:42+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 05:15:42+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 05:15:37+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 05:15:41+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 05:15:37+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 05:15:41+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 05:15:41+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 05:15:41+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 05:15:45.886784+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 05:15:46.108440+00:00",
+     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 05:15:58.258108+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 05:15:58.259517+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 05:15:34+00:00",
+     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.md b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.md
new file mode 100644
index 00000000..9849c4aa
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.md
@@ -0,0 +1,109 @@
+# Cold start timeline: after-D2-8b-h100-cached
+
+t=0 is the client's `create_model` call at 2026-10-15T05:15:36.633+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-qwen-qwen3-8b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.ready_key | 05:15:34.000 | -2.6 |  | redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B |
+| trainer.workload_created | 05:15:37.000 | 0.4 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 05:15:37.000 | 0.4 |  | pod creationTimestamp (apiserver) |
+| trainer.pod_PodScheduled | 05:15:37.000 | 0.4 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 05:15:37.000 | 0.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.workload_first_seen_by_poller | 05:15:37.332 | 0.7 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 05:15:37.332 | 0.7 |  | workloads.tsv poller: status.podName set |
+| trainer.pod_Initialized | 05:15:38.000 | 1.4 |  | pod condition Initialized |
+| trainer.workload_reports_node | 05:15:38.981 | 2.3 |  | workloads.tsv poller: status.nodeName set |
+| trainer.container_started | 05:15:41.000 | 4.4 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Pulled | 05:15:41.000 | 4.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| trainer.event_Created | 05:15:41.000 | 4.4 |  | event: Container created |
+| trainer.event_Started | 05:15:41.000 | 4.4 |  | event: Container started |
+| trainer.condition_Placed_True | 05:15:42.000 | 5.4 |  | Workload condition Placed |
+| trainer.pod_Ready | 05:15:42.000 | 5.4 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 05:15:42.000 | 5.4 |  | pod condition ContainersReady |
+| trainer.process_first_log | 05:15:45.886 | 9.3 |  | container log, first line |
+| trainer.load_start | 05:15:46.108 | 9.5 |  | container log: Loading base model Qwen/Qwen3-8B to cuda:0... |
+| trainer.load_done | 05:15:58.258 | 21.6 |  | container log: Successfully loaded. |
+| trainer.processor_started | 05:15:58.259 | 21.6 |  | container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1). |
+
+## sampler: `orw-lora-qwen-qwen3-8b-0-sampler` on `gke-open-rl-dra-h100-sampler-a721f127-0853`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| sampler.workload_created | 05:16:09.000 | 32.4 |  | Workload creationTimestamp (apiserver) |
+| sampler.pod_created | 05:16:09.000 | 32.4 |  | pod creationTimestamp (apiserver) |
+| sampler.pod_Initialized | 05:16:09.000 | 32.4 |  | pod condition Initialized |
+| sampler.pod_PodScheduled | 05:16:09.000 | 32.4 |  | pod condition PodScheduled |
+| sampler.event_Scheduled | 05:16:09.000 | 32.4 |  | event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853 |
+| sampler.workload_first_seen_by_poller | 05:16:09.599 | 33.0 |  | workloads.tsv poller (laptop clock, 1 s) |
+| sampler.workload_reports_pod | 05:16:09.599 | 33.0 |  | workloads.tsv poller: status.podName set |
+| sampler.workload_reports_node | 05:16:09.599 | 33.0 |  | workloads.tsv poller: status.nodeName set |
+| sampler.condition_Placed_True | 05:16:13.000 | 36.4 |  | Workload condition Placed |
+| sampler.pod_Ready | 05:16:13.000 | 36.4 |  | pod condition Ready |
+| sampler.pod_ContainersReady | 05:16:13.000 | 36.4 |  | pod condition ContainersReady |
+| sampler.container_started | 05:16:13.000 | 36.4 |  | containerStatuses.state.running.startedAt |
+| sampler.event_Pulled | 05:16:13.000 | 36.4 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| sampler.event_Created | 05:16:13.000 | 36.4 |  | event: Container created |
+| sampler.event_Started | 05:16:13.000 | 36.4 |  | event: Container started |
+| sampler.process_first_log | 05:16:28.490 | 51.9 |  | container log, first line |
+| sampler.engine_init_start | 05:16:38.151 | 61.5 |  | container log: (EngineCore pid=169) INFO 10-15 05:16:38 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q |
+| sampler.load_start | 05:16:39.244 | 62.6 |  | container log: (EngineCore pid=169) INFO 10-15 05:16:39 [model_runner.py:396] Loading model from scratch... |
+| sampler.prefetch_start | 05:16:40.237 | 63.6 |  | container log: (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in  |
+| sampler.weights_loaded | 05:16:52.391 | 75.8 | 12.16 | container log: (EngineCore pid=169) INFO 10-15 05:16:52 [default_loader.py:430] Loading weights took 12.16 seconds |
+| sampler.model_loaded | 05:16:53.020 | 76.4 | 14.053276 | container log: (EngineCore pid=169) INFO 10-15 05:16:53 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.053276 seconds |
+| sampler.compile_done | 05:17:29.578 | 112.9 | 35.52 | container log: (EngineCore pid=169) INFO 10-15 05:17:29 [monitor.py:53] torch.compile took 35.52 s in total |
+| sampler.graphs_captured | 05:17:49.866 | 133.2 | 16.0 | container log: (EngineCore pid=169) INFO 10-15 05:17:49 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB |
+| sampler.kv_cache_sized | 05:17:50.489 | 133.9 |  | container log: (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB |
+| sampler.engine_init_done | 05:18:09.053 | 152.4 | 76.03 | container log: (EngineCore pid=169) INFO 10-15 05:18:09 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.03 s |
+| sampler.ready_key | 05:18:10.000 | 153.4 |  | redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B |
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 05:15:36.633 | 0.0 |
+| client.create_model.start | 05:15:36.633 | 0.0 |
+| client.create_model.done | 05:16:00.765 | 24.1 |
+| client.forward_backward.start | 05:16:03.882 | 27.2 |
+| client.forward_backward.done | 05:16:06.825 | 30.2 |
+| client.optim_step.done | 05:16:08.923 | 32.3 |
+| client.save_weights_and_get_sampling_client.start | 05:16:08.924 | 32.3 |
+| client.save_weights_and_get_sampling_client.done | 05:16:11.071 | 34.4 |
+| client.sample.start | 05:16:11.076 | 34.4 |
+| client.sample.done | 05:18:10.965 | 154.3 |
+| client.end | 05:18:10.966 | 154.3 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
+| weights load | trainer.load_start | trainer.load_done | 12.1 |
+| ready key | trainer.load_done | trainer.ready_key | -24.3 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 24.1 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.1 |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
+| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
+| process start to first log | sampler.container_started | sampler.process_first_log | 15.5 |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.7 |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.1 |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.2 |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
+| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
+| client: first sample blocked | client.sample.start | client.sample.done | 119.9 |
+
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt
new file mode 100644
index 00000000..e83592ef
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:15:32.369+00:00
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json
new file mode 100644
index 00000000..9df2e608
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json
@@ -0,0 +1,355 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:16:09Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-sampler",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792041373802335008",
+                "uid": "0c46d0b6-726c-4452-a321-7e87b66cd63b"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "29Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "sampler",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.vllm_sampler"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "30725539152"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_MODEL_ID",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "VLLM_SERVER_DEV_MODE",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
+                                        "value": "1"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-sampler"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "40Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "40Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "35cbcea6-3b99-4526-8bc3-c6a94bb35da6",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:16:13Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "29Gi",
+                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
+            }
+        },
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:15:37Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-qwen-qwen3-8b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792041342325231004",
+                "uid": "d1f0b234-5386-41b2-b784-e32434f43d0b"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "20Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "Qwen/Qwen3-8B",
+                "ownerID": "qwen-qwen3-8b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "Qwen/Qwen3-8B",
+                                    "--active-tenant-set-id",
+                                    "Qwen/Qwen3-8B-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "Qwen/Qwen3-8B"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "20674967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-qwen-qwen3-8b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "36Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "36Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "ea5c40aa-ef66-4cb9-ada2-49e019e38b8f",
+                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:15:42Z",
+                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "20Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log
new file mode 100644
index 00000000..fc418348
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log
@@ -0,0 +1,26 @@
+2026-10-15T05:19:17.204+00:00	2026-10-15T05:19:17.207002187Z INFO:     127.0.0.1:58394 - "POST /api/v1/client/config HTTP/1.1" 200 OK
+2026-10-15T05:19:17.439+00:00	2026-10-15T05:19:17.441717541Z INFO:     127.0.0.1:58408 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
+2026-10-15T05:19:17.507+00:00	2026-10-15T05:19:17.509980459Z INFO:     127.0.0.1:58408 - "POST /api/v1/create_session HTTP/1.1" 200 OK
+2026-10-15T05:19:17.741+00:00	2026-10-15T05:19:17.744372268Z [API_SERVER] enqueued op=create_model request_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
+2026-10-15T05:19:17.742+00:00	2026-10-15T05:19:17.745324931Z INFO:     127.0.0.1:58412 - "POST /api/v1/create_model HTTP/1.1" 200 OK
+2026-10-15T05:19:20.745+00:00	2026-10-15T05:19:20.746976080Z INFO:     10.32.3.1:37564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:19:27.698+00:00	2026-10-15T05:19:27.698776198Z INFO:     127.0.0.1:52116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:19:30.745+00:00	2026-10-15T05:19:30.747139576Z INFO:     10.32.3.1:37230 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:19:40.747+00:00	2026-10-15T05:19:40.747233817Z INFO:     10.32.3.1:48412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:19:50.747+00:00	2026-10-15T05:19:50.746985238Z INFO:     10.32.3.1:41220 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:00.746+00:00	2026-10-15T05:20:00.747586306Z INFO:     10.32.3.1:59588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:07.948+00:00	2026-10-15T05:20:07.949379797Z INFO:     127.0.0.1:54766 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:20:10.744+00:00	2026-10-15T05:20:10.747103480Z INFO:     10.32.3.1:40408 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:20.745+00:00	2026-10-15T05:20:20.746536607Z INFO:     10.32.3.1:43004 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:30.745+00:00	2026-10-15T05:20:30.746837230Z INFO:     10.32.3.1:59800 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:32.447+00:00	2026-10-15T05:20:32.450365504Z [API_SERVER] No live session uses qwen-qwen3-8b; tearing its workers down
+2026-10-15T05:20:40.746+00:00	2026-10-15T05:20:40.746710674Z INFO:     10.32.3.1:58932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:50.745+00:00	2026-10-15T05:20:50.746442915Z INFO:     10.32.3.1:54538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:20:58.177+00:00	2026-10-15T05:20:58.178160356Z INFO:     127.0.0.1:50924 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
+2026-10-15T05:21:00.745+00:00	2026-10-15T05:21:00.746518377Z INFO:     10.32.3.1:48928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
+2026-10-15T05:21:00.838+00:00	2026-10-15T05:21:00.842106688Z INFO:     127.0.0.1:50936 - "POST /api/v1/get_info HTTP/1.1" 200 OK
+2026-10-15T05:21:04.579+00:00	2026-10-15T05:21:04.560065189Z [API_SERVER] enqueued op=forward_backward request_id=78e99e90-36d1-4203-863a-1cc73a5c1ee1 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
+2026-10-15T05:21:04.580+00:00	2026-10-15T05:21:04.560605605Z INFO:     127.0.0.1:50936 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
+2026-10-15T05:21:08.105+00:00	2026-10-15T05:21:08.106319850Z [API_SERVER] enqueued op=optim_step request_id=de504127-e705-4531-a2cc-f37ca7755809 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
+2026-10-15T05:21:08.105+00:00	2026-10-15T05:21:08.107759850Z INFO:     127.0.0.1:50936 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
+2026-10-15T05:21:10.744+00:00	2026-10-15T05:21:10.747068885Z INFO:     10.32.3.1:48390 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl
new file mode 100644
index 00000000..9a091937
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl
@@ -0,0 +1,7 @@
+{"ts": "2026-10-15T05:19:16.955+00:00", "t": 0.0, "phase": "start", "base_model": "google/gemma-4-e2b", "base_url": "http://127.0.0.1:9003"}
+{"ts": "2026-10-15T05:19:16.956+00:00", "t": 0.001, "phase": "create_model.start"}
+{"ts": "2026-10-15T05:21:00.658+00:00", "t": 103.703, "phase": "create_model.done", "model_id": "c0c2205d-aa11-49f3-9bfe-4dafd98e0314"}
+{"ts": "2026-10-15T05:21:04.495+00:00", "t": 107.54, "phase": "forward_backward.start"}
+{"ts": "2026-10-15T05:21:08.031+00:00", "t": 111.076, "phase": "forward_backward.done"}
+{"ts": "2026-10-15T05:21:09.190+00:00", "t": 112.235, "phase": "optim_step.done"}
+{"ts": "2026-10-15T05:21:09.196+00:00", "t": 112.241, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log
new file mode 100644
index 00000000..8fae29fe
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log
@@ -0,0 +1,8 @@
+[cold-start]    0.000s start {'base_model': 'google/gemma-4-e2b', 'base_url': 'http://127.0.0.1:9003'}
+[cold-start]    0.001s create_model.start 
+[cold-start]  103.703s create_model.done {'model_id': 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314'}
+[cold-start]  107.540s forward_backward.start 
+[cold-start]  111.076s forward_backward.done 
+[cold-start]  112.235s optim_step.done 
+[cold-start]  112.241s end 
+EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt
new file mode 100644
index 00000000..a7b79641
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:21:09.752+00:00
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json
new file mode 100644
index 00000000..89e9f845
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json
@@ -0,0 +1,3265 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:10Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:10Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:10Z",
+                "name": "cold-start-fio.18de9a0ef295773d",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039090760383011",
+                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5be63862",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092515007000",
+                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f5ecfa51a",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092561663021",
+                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:38:12Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:38:12Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:38:12Z",
+                "name": "cold-start-fio.18de9a0f61ddd1e4",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039092605935011",
+                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:40:41Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039086935807002",
+                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:40:41Z",
+            "message": "Stopping container fio",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:40:41Z",
+                "name": "cold-start-fio.18de9a32081cf908",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039241446287009",
+                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
+            },
+            "reason": "Killing",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:18Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:18Z",
+            "message": "Pulling image \"ubuntu:24.04\"",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:18Z",
+                "name": "cold-start-fio.18de9a3a9867ce9f",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039278208207001",
+                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
+            },
+            "reason": "Pulling",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad2bcac91",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279188751014",
+                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
+            },
+            "reason": "Pulled",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Container created",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad378cd74",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279219679006",
+                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
+            },
+            "reason": "Created",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:41:19Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039274774991002",
+                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
+            },
+            "kind": "Event",
+            "lastTimestamp": "2026-10-15T04:41:19Z",
+            "message": "Container started",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T04:41:19Z",
+                "name": "cold-start-fio.18de9a3ad5aed221",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792039279235135013",
+                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
+            },
+            "reason": "Started",
+            "reportingComponent": "kubelet",
+            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+            "source": {
+                "component": "kubelet",
+                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+            },
+            "type": "Normal"
+        },
+        {
+            "apiVersion": "v1",
+            "count": 1,
+            "eventTime": null,
+            "firstTimestamp": "2026-10-15T04:45:11Z",
+            "involvedObject": {
+                "apiVersion": "v1",
+                "fieldPath": "spec.containers{fio}",
+                "kind": "Pod",
+                "name": "cold-start-fio",
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diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt
new file mode 100644
index 00000000..167c1377
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt
@@ -0,0 +1,32 @@
+2026-10-15T05:19:26.404504520Z 
+2026-10-15T05:19:26.404565293Z ==================================================
+2026-10-15T05:19:26.404587125Z       Open-RL PyTorch Training Worker
+2026-10-15T05:19:26.404588917Z ==================================================
+2026-10-15T05:19:26.404590495Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
+2026-10-15T05:19:26.421803817Z -> Fine-Tuning Type: lora (Is LoRA: True)
+2026-10-15T05:19:26.421826430Z 
+2026-10-15T05:19:26.629647334Z Loading base model google/gemma-4-e2b to cuda:0...
+2026-10-15T05:19:27.261237071Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+2026-10-15T05:19:31.643943906Z [prefetch] reading 1 file(s), 9.54 GiB, from nfs into the page cache with 8 threads
+2026-10-15T05:20:56.741663012Z [prefetch] done: 9.54 GiB in 85.1 s (115 MiB/s)
+2026-10-15T05:20:58.914432483Z 
+Loading weights:   0%|          | 0/1951 [00:00<?, ?it/s]
+Loading weights:  29%|██▉       | 566/1951 [00:00<00:00, 5657.85it/s]
+Loading weights:  58%|█████▊    | 1132/1951 [00:01<00:00, 875.37it/s]
+Loading weights:  72%|███████▏  | 1398/1951 [00:01<00:00, 960.95it/s]
+Loading weights: 100%|██████████| 1951/1951 [00:01<00:00, 1376.59it/s]
+2026-10-15T05:20:59.148194239Z Successfully loaded.
+2026-10-15T05:20:59.149890781Z [WORKER] Training requests processor started (model=google/gemma-4-e2b active_set=google/gemma-4-e2b-1).
+2026-10-15T05:20:59.155444366Z 
+2026-10-15T05:20:59.155449172Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: create_model:c0c2205d-aa11-49f3-9bfe-4dafd98e0314
+2026-10-15T05:20:59.156103353Z Base model google/gemma-4-e2b already loaded.
+2026-10-15T05:20:59.156107693Z Creating LoRA adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314'...
+2026-10-15T05:20:59.582261110Z Gradient checkpointing and input require grads enabled on PEFT model.
+2026-10-15T05:20:59.589461476Z LoRA adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' created and set to active.
+2026-10-15T05:21:00.582684224Z Auto-saved adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' to /mnt/shared/open-rl/peft/c0c2205d-aa11-49f3-9bfe-4dafd98e0314
+2026-10-15T05:21:04.561103031Z 
+2026-10-15T05:21:04.561151391Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: forward_backward:78e99e90-36d1-4203-863a-1cc73a5c1ee1
+2026-10-15T05:21:08.107186365Z 
+2026-10-15T05:21:08.107226037Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: optim_step:de504127-e705-4531-a2cc-f37ca7755809
+2026-10-15T05:21:08.117344320Z Initializing AdamW optimizer for 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' with lr=0.0001
+2026-10-15T05:21:09.182889699Z Auto-saved adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' to /mnt/shared/open-rl/peft/c0c2205d-aa11-49f3-9bfe-4dafd98e0314
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json
new file mode 100644
index 00000000..c67ae5dc
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json
@@ -0,0 +1,158 @@
+{
+ "read_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "location": "us-central1-b"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:20:45Z",
+       "endTime": "2026-10-15T05:20:45Z"
+      },
+      "value": {
+       "doubleValue": 60396414.6
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:19:45Z",
+       "endTime": "2026-10-15T05:19:45Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:18:45Z",
+       "endTime": "2026-10-15T05:18:45Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ },
+ "read_ops_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_ops_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "location": "us-central1-b",
+      "project_id": "cdrollouts-sunilarora"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:20:45Z",
+       "endTime": "2026-10-15T05:20:45Z"
+      },
+      "value": {
+       "doubleValue": 888.6833333333333
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:19:45Z",
+       "endTime": "2026-10-15T05:19:45Z"
+      },
+      "value": {
+       "doubleValue": 4.666666666666667
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:18:45Z",
+       "endTime": "2026-10-15T05:18:45Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "{operation}/s"
+ },
+ "write_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/write_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:20:45Z",
+       "endTime": "2026-10-15T05:20:45Z"
+      },
+      "value": {
+       "doubleValue": 419.01666666666665
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:19:45Z",
+       "endTime": "2026-10-15T05:19:45Z"
+      },
+      "value": {
+       "doubleValue": 273.06666666666666
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T05:18:45Z",
+       "endTime": "2026-10-15T05:18:45Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.md b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.md
new file mode 100644
index 00000000..c53f4305
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.md
@@ -0,0 +1,5 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T05:18:45Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T05:19:45Z | 0.0 | 5 | 0.0 |
+| 2026-10-15T05:20:45Z | 57.6 | 889 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json
new file mode 100644
index 00000000..aa944f78
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json
@@ -0,0 +1,51 @@
+{
+ "gke-open-rl-dra-default-pool-095bf129-0flt": [],
+ "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
+ ],
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
+  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
+  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
+ ]
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json
new file mode 100644
index 00000000..ed586dc3
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json
@@ -0,0 +1,6378 @@
+{
+ "apiVersion": "v1",
+ "items": [
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-12T00:12:28Z",
+    "generateName": "open-rl-accel-timeslicer-",
+    "generation": 1,
+    "labels": {
+     "app": "open-rl-accel-timeslicer",
+     "controller-revision-hash": "74748679dc",
+     "pod-template-generation": "3",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "open-rl-accel-timeslicer-66wh7",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "open-rl-accel-timeslicer",
+      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
+     }
+    ],
+    "resourceVersion": "1791764209195247009",
+    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "args": [
+       "--listen-host",
+       "0.0.0.0",
+       "--port",
+       "9753",
+       "--backend",
+       "llmd",
+       "--llmd-snapshot-endpoint",
+       "127.0.0.1:9001",
+       "--scheduling-policy",
+       "lrs"
+      ],
+      "command": [
+       "uv",
+       "run",
+       "python",
+       "-m",
+       "accel_timeslicer.serve"
+      ],
+      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
+      "imagePullPolicy": "IfNotPresent",
+      "name": "accel-timeslicer",
+      "ports": [
+       {
+        "containerPort": 9753,
+        "hostPort": 9753,
+        "name": "snapshot",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {
+       "limits": {
+        "memory": "1Gi"
+       },
+       "requests": {
+        "cpu": "250m",
+        "memory": "256Mi"
+       }
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-cwdlp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirstWithHostNet",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 1000000,
+    "priorityClassName": "openrl-node-daemon",
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "default",
+    "serviceAccountName": "default",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
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+        "value": "expandable_segments:True"
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+        "value": "lora-google-gemma-4-e2b-0-trainer"
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+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-20T07:24:26Z",
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+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-20T07:24:14Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://8b934ecb0fae9981de1fe2f716a013d5087d23c5b680e09822db36102b76b09d",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-20T07:24:25Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-bkd68",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.194",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.194",
+    "podIPs": [
+     {
+      "ip": "10.128.15.194"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-20T07:24:14Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-09-30T18:57:25Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-lgbqp",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1790794650142511011",
+    "uid": "8e0ef9ca-5b6e-4ce8-a59e-2bc2167a9904"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-sampler-a721f127-ed3t"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-ed3t",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-966cp",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:30Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-09-30T18:57:25Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://cd5642bcb66630016bb1b35e619736d41de897d5f29607213d8f4d4150419895",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-09-30T18:57:29Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-966cp",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.0.10",
+    "hostIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.0.10",
+    "podIPs": [
+     {
+      "ip": "10.128.0.10"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-09-30T18:57:25Z"
+   }
+  },
+  {
+   "apiVersion": "v1",
+   "kind": "Pod",
+   "metadata": {
+    "creationTimestamp": "2026-10-14T02:19:20Z",
+    "generateName": "snapshot-agent-",
+    "generation": 1,
+    "labels": {
+     "app.kubernetes.io/instance": "snapshot-agent",
+     "app.kubernetes.io/name": "snapshot-agent",
+     "controller-revision-hash": "687c7f8b9f",
+     "pod-template-generation": "1",
+     "topology.kubernetes.io/region": "us-central1",
+     "topology.kubernetes.io/zone": "us-central1-a"
+    },
+    "name": "snapshot-agent-vt9ct",
+    "namespace": "openrl-system",
+    "ownerReferences": [
+     {
+      "apiVersion": "apps/v1",
+      "blockOwnerDeletion": true,
+      "controller": true,
+      "kind": "DaemonSet",
+      "name": "snapshot-agent",
+      "uid": "852816d4-070d-4086-8e5d-97cfe9b1e79e"
+     }
+    ],
+    "resourceVersion": "1791944364158111002",
+    "uid": "13db9aa6-0ca5-4e1b-bf3e-a802caab3be0"
+   },
+   "spec": {
+    "affinity": {
+     "nodeAffinity": {
+      "requiredDuringSchedulingIgnoredDuringExecution": {
+       "nodeSelectorTerms": [
+        {
+         "matchFields": [
+          {
+           "key": "metadata.name",
+           "operator": "In",
+           "values": [
+            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+           ]
+          }
+         ]
+        }
+       ]
+      }
+     }
+    },
+    "containers": [
+     {
+      "env": [
+       {
+        "name": "DEPLOYMENT_MODE",
+        "value": "k8s"
+       },
+       {
+        "name": "PATH",
+        "value": "/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin"
+       },
+       {
+        "name": "NODE_NAME",
+        "valueFrom": {
+         "fieldRef": {
+          "apiVersion": "v1",
+          "fieldPath": "spec.nodeName"
+         }
+        }
+       },
+       {
+        "name": "AGENT_PORT",
+        "value": "9001"
+       },
+       {
+        "name": "LD_LIBRARY_PATH",
+        "value": "/usr/local/nvidia/lib64"
+       },
+       {
+        "name": "NVIDIA_VISIBLE_DEVICES",
+        "value": "all"
+       },
+       {
+        "name": "NVIDIA_DRIVER_CAPABILITIES",
+        "value": "compute,utility"
+       }
+      ],
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imagePullPolicy": "Always",
+      "name": "snapshot-agent",
+      "ports": [
+       {
+        "containerPort": 9001,
+        "hostPort": 9001,
+        "name": "grpc",
+        "protocol": "TCP"
+       }
+      ],
+      "resources": {},
+      "securityContext": {
+       "privileged": true
+      },
+      "terminationMessagePath": "/dev/termination-log",
+      "terminationMessagePolicy": "File",
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true
+       }
+      ]
+     }
+    ],
+    "dnsPolicy": "ClusterFirst",
+    "enableServiceLinks": true,
+    "hostNetwork": true,
+    "hostPID": true,
+    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+    "nodeSelector": {
+     "nvidia.com/gpu.present": "true"
+    },
+    "preemptionPolicy": "PreemptLowerPriority",
+    "priority": 0,
+    "restartPolicy": "Always",
+    "schedulerName": "default-scheduler",
+    "securityContext": {},
+    "serviceAccount": "snapshot-agent",
+    "serviceAccountName": "snapshot-agent",
+    "terminationGracePeriodSeconds": 30,
+    "tolerations": [
+     {
+      "effect": "NoSchedule",
+      "key": "nvidia.com/gpu",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/not-ready",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoExecute",
+      "key": "node.kubernetes.io/unreachable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/disk-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/memory-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/pid-pressure",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/unschedulable",
+      "operator": "Exists"
+     },
+     {
+      "effect": "NoSchedule",
+      "key": "node.kubernetes.io/network-unavailable",
+      "operator": "Exists"
+     }
+    ],
+    "volumes": [
+     {
+      "hostPath": {
+       "path": "/home/kubernetes/bin/nvidia",
+       "type": "Directory"
+      },
+      "name": "nvidia-driver"
+     },
+     {
+      "hostPath": {
+       "path": "/dev",
+       "type": "Directory"
+      },
+      "name": "nvidia-devices"
+     },
+     {
+      "name": "kube-api-access-6vrn7",
+      "projected": {
+       "defaultMode": 420,
+       "sources": [
+        {
+         "serviceAccountToken": {
+          "expirationSeconds": 3607,
+          "path": "token"
+         }
+        },
+        {
+         "configMap": {
+          "items": [
+           {
+            "key": "ca.crt",
+            "path": "ca.crt"
+           }
+          ],
+          "name": "kube-root-ca.crt"
+         }
+        },
+        {
+         "downwardAPI": {
+          "items": [
+           {
+            "fieldRef": {
+             "apiVersion": "v1",
+             "fieldPath": "metadata.namespace"
+            },
+            "path": "namespace"
+           }
+          ]
+         }
+        }
+       ]
+      }
+     }
+    ]
+   },
+   "status": {
+    "conditions": [
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodReadyToStartContainers"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Initialized"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "Ready"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:24Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "ContainersReady"
+     },
+     {
+      "lastProbeTime": null,
+      "lastTransitionTime": "2026-10-14T02:19:20Z",
+      "observedGeneration": 1,
+      "status": "True",
+      "type": "PodScheduled"
+     }
+    ],
+    "containerStatuses": [
+     {
+      "containerID": "containerd://7fa2a0e83934db24f10c55b5dda1e9636dc1a3878534f1920a80734d5f23bb82",
+      "image": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent:v0.1.0",
+      "imageID": "ghcr.io/llm-d-incubation/llm-d-rl-time-slicing/snapshot-agent@sha256:84fc38b10554c5a64f7e52f8bfd98f386406a807d1647a33502e0b8a2a4cf829",
+      "lastState": {},
+      "name": "snapshot-agent",
+      "ready": true,
+      "resources": {},
+      "restartCount": 0,
+      "started": true,
+      "state": {
+       "running": {
+        "startedAt": "2026-10-14T02:19:23Z"
+       }
+      },
+      "user": {
+       "linux": {
+        "gid": 0,
+        "supplementalGroups": [
+         0
+        ],
+        "uid": 0
+       }
+      },
+      "volumeMounts": [
+       {
+        "mountPath": "/usr/local/nvidia",
+        "name": "nvidia-driver",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       },
+       {
+        "mountPath": "/dev",
+        "name": "nvidia-devices"
+       },
+       {
+        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
+        "name": "kube-api-access-6vrn7",
+        "readOnly": true,
+        "recursiveReadOnly": "Disabled"
+       }
+      ]
+     }
+    ],
+    "hostIP": "10.128.15.211",
+    "hostIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "observedGeneration": 1,
+    "phase": "Running",
+    "podIP": "10.128.15.211",
+    "podIPs": [
+     {
+      "ip": "10.128.15.211"
+     }
+    ],
+    "qosClass": "BestEffort",
+    "startTime": "2026-10-14T02:19:20Z"
+   }
+  }
+ ],
+ "kind": "List",
+ "metadata": {
+  "resourceVersion": ""
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log
new file mode 100644
index 00000000..117e2527
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log
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diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log
new file mode 100644
index 00000000..0d9bb354
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log
@@ -0,0 +1 @@
+2026-10-15T05:19:17.886+00:00	2026-10-15T05:19:17.886641912Z {"level":"info","ts":"2026-10-15T05:19:17Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-google-gemma-4-e2b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-google-gemma-4-e2b-0-trainer","reconcileID":"a1f93724-20d1-4522-94b3-1704ea3d9549","claim":"claim-lora-google-gemma-4-e2b-0-trainer-9599d8df","worker":"lora-google-gemma-4-e2b-0-trainer","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json
new file mode 100644
index 00000000..5f33434e
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json
@@ -0,0 +1,130 @@
+{
+ "case": "after-E1-gemma-e2b-h100-trainer-only",
+ "collected": "2026-10-15T05:21:15.468+00:00",
+ "client": {
+  "client.start": {
+   "ts": "2026-10-15 05:19:16.955000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "base_model": "google/gemma-4-e2b",
+   "base_url": "http://127.0.0.1:9003"
+  },
+  "client.create_model.start": {
+   "ts": "2026-10-15 05:19:16.956000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.create_model.done": {
+   "ts": "2026-10-15 05:21:00.658000+00:00",
+   "source": "client.jsonl (laptop clock)",
+   "model_id": "c0c2205d-aa11-49f3-9bfe-4dafd98e0314"
+  },
+  "client.forward_backward.start": {
+   "ts": "2026-10-15 05:21:04.495000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.forward_backward.done": {
+   "ts": "2026-10-15 05:21:08.031000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.optim_step.done": {
+   "ts": "2026-10-15 05:21:09.190000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  },
+  "client.end": {
+   "ts": "2026-10-15 05:21:09.196000+00:00",
+   "source": "client.jsonl (laptop clock)"
+  }
+ },
+ "workers": {
+  "trainer": {
+   "workload": "lora-google-gemma-4-e2b-0-trainer",
+   "model_id": "google/gemma-4-e2b",
+   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+   "pod": "orw-lora-google-gemma-4-e2b-0-trainer",
+   "marks": {
+    "trainer.workload_created": {
+     "ts": "2026-10-15 05:19:17+00:00",
+     "source": "Workload creationTimestamp (apiserver)"
+    },
+    "trainer.workload_first_seen_by_poller": {
+     "ts": "2026-10-15 05:19:17.844000+00:00",
+     "source": "workloads.tsv poller (laptop clock, 1 s)"
+    },
+    "trainer.workload_reports_pod": {
+     "ts": "2026-10-15 05:19:17.844000+00:00",
+     "source": "workloads.tsv poller: status.podName set"
+    },
+    "trainer.workload_reports_node": {
+     "ts": "2026-10-15 05:19:17.844000+00:00",
+     "source": "workloads.tsv poller: status.nodeName set"
+    },
+    "trainer.condition_Placed_True": {
+     "ts": "2026-10-15 05:19:22+00:00",
+     "source": "Workload condition Placed"
+    },
+    "trainer.pod_created": {
+     "ts": "2026-10-15 05:19:17+00:00",
+     "source": "pod creationTimestamp (apiserver)"
+    },
+    "trainer.pod_Initialized": {
+     "ts": "2026-10-15 05:19:18+00:00",
+     "source": "pod condition Initialized"
+    },
+    "trainer.pod_Ready": {
+     "ts": "2026-10-15 05:19:22+00:00",
+     "source": "pod condition Ready"
+    },
+    "trainer.pod_ContainersReady": {
+     "ts": "2026-10-15 05:19:22+00:00",
+     "source": "pod condition ContainersReady"
+    },
+    "trainer.pod_PodScheduled": {
+     "ts": "2026-10-15 05:19:18+00:00",
+     "source": "pod condition PodScheduled"
+    },
+    "trainer.container_started": {
+     "ts": "2026-10-15 05:19:22+00:00",
+     "source": "containerStatuses.state.running.startedAt"
+    },
+    "trainer.event_Scheduled": {
+     "ts": "2026-10-15 05:19:18+00:00",
+     "source": "event: Successfully assigned openrl-system/orw-lora-google-gemma-4-e2b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
+    },
+    "trainer.event_Pulled": {
+     "ts": "2026-10-15 05:19:21+00:00",
+     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
+     "kubelet_pull_s": null,
+     "pulled_from_cache": true
+    },
+    "trainer.event_Created": {
+     "ts": "2026-10-15 05:19:21+00:00",
+     "source": "event: Container created"
+    },
+    "trainer.event_Started": {
+     "ts": "2026-10-15 05:19:22+00:00",
+     "source": "event: Container started"
+    },
+    "trainer.process_first_log": {
+     "ts": "2026-10-15 05:19:26.404504+00:00",
+     "source": "container log, first line"
+    },
+    "trainer.load_start": {
+     "ts": "2026-10-15 05:19:26.629647+00:00",
+     "source": "container log: Loading base model google/gemma-4-e2b to cuda:0..."
+    },
+    "trainer.load_done": {
+     "ts": "2026-10-15 05:20:59.148194+00:00",
+     "source": "container log: Successfully loaded."
+    },
+    "trainer.processor_started": {
+     "ts": "2026-10-15 05:20:59.149890+00:00",
+     "source": "container log: [WORKER] Training requests processor started (model=google/gemma-4-e2b active_set=google/gemma-4-e2b-1)."
+    },
+    "trainer.ready_key": {
+     "ts": "2026-10-15 05:20:59+00:00",
+     "source": "redis poller: open_rl:trainer_ready:google/gemma-4-e2b"
+    }
+   },
+   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
+  }
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.md b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.md
new file mode 100644
index 00000000..a47d6d37
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.md
@@ -0,0 +1,78 @@
+# Cold start timeline: after-E1-gemma-e2b-h100-trainer-only
+
+t=0 is the client's `create_model` call at 2026-10-15T05:19:16.956+00:00 UTC. Offsets are seconds after t=0; a negative offset is before it.
+
+## trainer: `orw-lora-google-gemma-4-e2b-0-trainer` on `gke-open-rl-dra-h100-trainer-702095b4-1g3a`
+
+| Mark | Clock (UTC) | t+ s | Self-reported s | Source |
+|---|---|---|---|---|
+| trainer.workload_created | 05:19:17.000 | 0.0 |  | Workload creationTimestamp (apiserver) |
+| trainer.pod_created | 05:19:17.000 | 0.0 |  | pod creationTimestamp (apiserver) |
+| trainer.workload_first_seen_by_poller | 05:19:17.844 | 0.9 |  | workloads.tsv poller (laptop clock, 1 s) |
+| trainer.workload_reports_pod | 05:19:17.844 | 0.9 |  | workloads.tsv poller: status.podName set |
+| trainer.workload_reports_node | 05:19:17.844 | 0.9 |  | workloads.tsv poller: status.nodeName set |
+| trainer.pod_Initialized | 05:19:18.000 | 1.0 |  | pod condition Initialized |
+| trainer.pod_PodScheduled | 05:19:18.000 | 1.0 |  | pod condition PodScheduled |
+| trainer.event_Scheduled | 05:19:18.000 | 1.0 |  | event: Successfully assigned openrl-system/orw-lora-google-gemma-4-e2b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a |
+| trainer.event_Pulled | 05:19:21.000 | 4.0 | None | event: Container image "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a" already present on machine and  |
+| trainer.event_Created | 05:19:21.000 | 4.0 |  | event: Container created |
+| trainer.condition_Placed_True | 05:19:22.000 | 5.0 |  | Workload condition Placed |
+| trainer.pod_Ready | 05:19:22.000 | 5.0 |  | pod condition Ready |
+| trainer.pod_ContainersReady | 05:19:22.000 | 5.0 |  | pod condition ContainersReady |
+| trainer.container_started | 05:19:22.000 | 5.0 |  | containerStatuses.state.running.startedAt |
+| trainer.event_Started | 05:19:22.000 | 5.0 |  | event: Container started |
+| trainer.process_first_log | 05:19:26.404 | 9.4 |  | container log, first line |
+| trainer.load_start | 05:19:26.629 | 9.7 |  | container log: Loading base model google/gemma-4-e2b to cuda:0... |
+| trainer.ready_key | 05:20:59.000 | 102.0 |  | redis poller: open_rl:trainer_ready:google/gemma-4-e2b |
+| trainer.load_done | 05:20:59.148 | 102.2 |  | container log: Successfully loaded. |
+| trainer.processor_started | 05:20:59.149 | 102.2 |  | container log: [WORKER] Training requests processor started (model=google/gemma-4-e2b active_set=google/gemma-4-e2b-1). |
+
+## sampler
+
+no worker observed
+
+## client
+
+| Phase | Clock (UTC) | t+ s |
+|---|---|---|
+| client.start | 05:19:16.955 | -0.0 |
+| client.create_model.start | 05:19:16.956 | 0.0 |
+| client.create_model.done | 05:21:00.658 | 103.7 |
+| client.forward_backward.start | 05:21:04.495 | 107.5 |
+| client.forward_backward.done | 05:21:08.031 | 111.1 |
+| client.optim_step.done | 05:21:09.190 | 112.2 |
+| client.end | 05:21:09.196 | 112.2 |
+
+## Critical path (derived from the marks above)
+
+### trainer
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.0 |
+| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
+| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
+| container create | trainer.event_Pulled | trainer.container_started | 1.0 |
+| process start to load start (imports) | trainer.container_started | trainer.load_start | 4.6 |
+| weights load | trainer.load_start | trainer.load_done | 92.5 |
+| ready key | trainer.load_done | trainer.ready_key | -0.1 |
+| client: create_model blocked | client.create_model.start | client.create_model.done | 103.7 |
+| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.5 |
+
+### sampler
+
+| Phase | From | To | Seconds |
+|---|---|---|---|
+| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | unmeasured |
+| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | unmeasured |
+| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | unmeasured |
+| container create | sampler.event_Pulled | sampler.container_started | unmeasured |
+| process start to first log | sampler.container_started | sampler.process_first_log | unmeasured |
+| imports until engine init | sampler.process_first_log | sampler.engine_init_start | unmeasured |
+| engine init until load start | sampler.engine_init_start | sampler.load_start | unmeasured |
+| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | unmeasured |
+| torch.compile | sampler.weights_loaded | sampler.compile_done | unmeasured |
+| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | unmeasured |
+| ready key | sampler.engine_init_done | sampler.ready_key | unmeasured |
+| client: first sample blocked | client.sample.start | client.sample.done | unmeasured |
+
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt
new file mode 100644
index 00000000..129d7188
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt
@@ -0,0 +1,3 @@
+	age:	139
+	bytes:	10310987496 193420982 0 0 10278805070 193420982 2509480 5046 
+	        READ: 9809 9809 0 1530204 10280060636 156 1166428 1166717 0
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt
new file mode 100644
index 00000000..064712cf
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt
@@ -0,0 +1 @@
+2026-10-15T05:19:12.931+00:00
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt
new file mode 100644
index 00000000..a9917932
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt
@@ -0,0 +1 @@
+us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json
new file mode 100644
index 00000000..d4691237
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json
@@ -0,0 +1,179 @@
+{
+    "apiVersion": "v1",
+    "items": [
+        {
+            "apiVersion": "openrl.io/v1alpha1",
+            "kind": "Workload",
+            "metadata": {
+                "creationTimestamp": "2026-10-15T05:19:17Z",
+                "finalizers": [
+                    "openrl.io/placement"
+                ],
+                "generation": 2,
+                "labels": {
+                    "app.kubernetes.io/managed-by": "open-rl-api-server"
+                },
+                "name": "lora-google-gemma-4-e2b-0-trainer",
+                "namespace": "openrl-system",
+                "resourceVersion": "1792041562868847023",
+                "uid": "9599d8df-0b82-4efe-af9e-7cbe227a755f"
+            },
+            "spec": {
+                "accelerator": {
+                    "memory": "15Gi",
+                    "mode": "SingleGPU"
+                },
+                "exclusive": true,
+                "modelID": "google/gemma-4-e2b",
+                "ownerID": "google-gemma-4-e2b",
+                "role": "trainer",
+                "template": {
+                    "metadata": {},
+                    "spec": {
+                        "containers": [
+                            {
+                                "args": [
+                                    "--model-id",
+                                    "google/gemma-4-e2b",
+                                    "--active-tenant-set-id",
+                                    "google/gemma-4-e2b-1"
+                                ],
+                                "command": [
+                                    "uv",
+                                    "run",
+                                    "python",
+                                    "-u",
+                                    "-m",
+                                    "server.training_requests_processor"
+                                ],
+                                "env": [
+                                    {
+                                        "name": "REDIS_URL",
+                                        "value": "redis://redis-service:6379?max_connections=500"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TMP_DIR",
+                                        "value": "/mnt/shared/open-rl"
+                                    },
+                                    {
+                                        "name": "HF_HOME",
+                                        "value": "/mnt/shared/open-rl/huggingface"
+                                    },
+                                    {
+                                        "name": "BASE_MODEL",
+                                        "value": "google/gemma-4-e2b"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_BASE_MODEL",
+                                        "value": "google/gemma-4-e2b"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ENABLE_FFT",
+                                        "value": "false"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
+                                        "value": "lora"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
+                                        "value": "15174967296"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
+                                        "value": "delta"
+                                    },
+                                    {
+                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
+                                        "value": "expandable_segments:True"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_WORKLOAD_ID",
+                                        "value": "lora-google-gemma-4-e2b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
+                                        "value": "lora-google-gemma-4-e2b-0-trainer"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
+                                        "value": "9753"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_TIME_SLICING",
+                                        "value": "off"
+                                    },
+                                    {
+                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
+                                        "valueFrom": {
+                                            "fieldRef": {
+                                                "fieldPath": "status.hostIP"
+                                            }
+                                        }
+                                    }
+                                ],
+                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
+                                "name": "worker",
+                                "resources": {
+                                    "limits": {
+                                        "memory": "31Gi"
+                                    },
+                                    "requests": {
+                                        "memory": "31Gi"
+                                    }
+                                },
+                                "volumeMounts": [
+                                    {
+                                        "mountPath": "/mnt/shared",
+                                        "name": "shared-storage"
+                                    }
+                                ]
+                            }
+                        ],
+                        "restartPolicy": "OnFailure",
+                        "tolerations": [
+                            {
+                                "effect": "NoSchedule",
+                                "key": "nvidia.com/gpu",
+                                "operator": "Exists"
+                            }
+                        ],
+                        "volumes": [
+                            {
+                                "name": "shared-storage",
+                                "persistentVolumeClaim": {
+                                    "claimName": "open-rl-shared-pvc"
+                                }
+                            }
+                        ]
+                    }
+                },
+                "trainingKind": "lora",
+                "workerContainerName": "worker"
+            },
+            "status": {
+                "assignmentID": "b94051af-3bbd-4259-907b-8dfff64f977d",
+                "claimName": "claim-lora-google-gemma-4-e2b-0-trainer-9599d8df",
+                "conditions": [
+                    {
+                        "lastTransitionTime": "2026-10-15T05:19:22Z",
+                        "message": "worker is running on claim-lora-google-gemma-4-e2b-0-trainer-9599d8df",
+                        "reason": "Placed",
+                        "status": "True",
+                        "type": "Placed"
+                    }
+                ],
+                "deviceCount": 1,
+                "memoryPerDevice": "15Gi",
+                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
+                "observedGeneration": 2,
+                "phase": "Running",
+                "podName": "orw-lora-google-gemma-4-e2b-0-trainer"
+            }
+        }
+    ],
+    "kind": "List",
+    "metadata": {
+        "resourceVersion": ""
+    }
+}
diff --git a/runs/2026-10-15_cold_start/after-progress.txt b/runs/2026-10-15_cold_start/after-progress.txt
new file mode 100644
index 00000000..29449cc8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after-progress.txt
@@ -0,0 +1,7 @@
+after-A1-0.5b-l4-cold DONE=0 04:56:11
+after-B1-0.5b-l4-cached DONE=0 05:00:05
+after-B2-0.5b-l4-cached DONE=0 05:03:35
+after-C1-8b-h100-cold DONE=0 05:10:35
+after-D1-8b-h100-cached DONE=0 05:14:27
+after-D2-8b-h100-cached DONE=0 05:18:18
+ALL DONE 05:18:18
diff --git a/runs/2026-10-15_cold_start/after.log b/runs/2026-10-15_cold_start/after.log
new file mode 100644
index 00000000..e69de29b
diff --git a/runs/2026-10-15_cold_start/after.sh b/runs/2026-10-15_cold_start/after.sh
new file mode 100755
index 00000000..cceae12d
--- /dev/null
+++ b/runs/2026-10-15_cold_start/after.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+# The matrix again on the fixed images (coldstart1-dca985a): first run per
+# node pair pulls the new tag (cold image), the next two find it cached.
+set -u
+cd "$(dirname "$0")/../.."
+export PATH=$PATH:$HOME/.local/bin
+R=runs/2026-10-15_cold_start
+run() { scripts/cold_start_case.sh "$R/$1" "$2" "$3" "$4" > "$R/$1.run.log" 2>&1; echo "$1 DONE=$? $(date -u +%T)" >> "$R/after-progress.txt"; }
+run after-A1-0.5b-l4-cold   Qwen/Qwen2.5-0.5B lvw8 2208
+run after-B1-0.5b-l4-cached Qwen/Qwen2.5-0.5B lvw8 2208
+run after-B2-0.5b-l4-cached Qwen/Qwen2.5-0.5B lvw8 2208
+run after-C1-8b-h100-cold   Qwen/Qwen3-8B 1g3a 0853
+run after-D1-8b-h100-cached Qwen/Qwen3-8B 1g3a 0853
+run after-D2-8b-h100-cached Qwen/Qwen3-8B 1g3a 0853
+echo "ALL DONE $(date -u +%T)" >> "$R/after-progress.txt"
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt
new file mode 100644
index 00000000..4c02098a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt
@@ -0,0 +1 @@
+file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json
new file mode 100644
index 00000000..10888371
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json
@@ -0,0 +1,260 @@
+{
+  "fio version" : "fio-3.36",
+  "timestamp" : 1792039384,
+  "timestamp_ms" : 1792039384251,
+  "time" : "Thu Oct 15 04:43:04 2026",
+  "jobs" : [
+    {
+      "jobname" : "randread",
+      "groupid" : 0,
+      "job_start" : 1792039354208,
+      "error" : 0,
+      "eta" : 0,
+      "elapsed" : 31,
+      "job options" : {
+        "name" : "randread",
+        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors",
+        "rw" : "randread",
+        "bs" : "4k",
+        "direct" : "1",
+        "ioengine" : "psync",
+        "numjobs" : "1",
+        "runtime" : "30",
+        "time_based" : "1"
+      },
+      "read" : {
+        "io_bytes" : 4075520,
+        "io_kbytes" : 3980,
+        "bw_bytes" : 135714,
+        "bw" : 132,
+        "iops" : 33.133533,
+        "runtime" : 30030,
+        "total_ios" : 995,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
+          "min" : 894793,
+          "max" : 576275926,
+          "mean" : 30175894.901508,
+          "stddev" : 43069178.925758,
+          "N" : 995,
+          "percentile" : {
+            "1.000000" : 913408,
+            "5.000000" : 962560,
+            "10.000000" : 995328,
+            "20.000000" : 1036288,
+            "30.000000" : 9764864,
+            "40.000000" : 20578304,
+            "50.000000" : 24772608,
+            "60.000000" : 29491200,
+            "70.000000" : 35389440,
+            "80.000000" : 43253760,
+            "90.000000" : 61603840,
+            "95.000000" : 77070336,
+            "99.000000" : 152043520,
+            "99.500000" : 240123904,
+            "99.900000" : 574619648,
+            "99.950000" : 574619648,
+            "99.990000" : 574619648
+          }
+        },
+        "lat_ns" : {
+          "min" : 895008,
+          "max" : 576276158,
+          "mean" : 30176112.192965,
+          "stddev" : 43069176.870365,
+          "N" : 995
+        },
+        "bw_min" : 16,
+        "bw_max" : 232,
+        "bw_agg" : 99.597683,
+        "bw_mean" : 132.533333,
+        "bw_dev" : 46.352908,
+        "bw_samples" : 60,
+        "iops_min" : 4,
+        "iops_max" : 58,
+        "iops_mean" : 33.133333,
+        "iops_stddev" : 11.588227,
+        "iops_samples" : 60
+      },
+      "write" : {
+        "io_bytes" : 0,
+        "io_kbytes" : 0,
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diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-buffered.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-buffered.json
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+}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-direct.json
new file mode 100644
index 00000000..943ffb14
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-direct.json
@@ -0,0 +1,260 @@
+{
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+}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-256k-qd1-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-256k-qd1-direct.json
new file mode 100644
index 00000000..430aa12a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-256k-qd1-direct.json
@@ -0,0 +1,260 @@
+{
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+  "timestamp" : 1792039416,
+  "timestamp_ms" : 1792039416020,
+  "time" : "Thu Oct 15 04:43:36 2026",
+  "jobs" : [
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+}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/monitoring.md b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/monitoring.md
new file mode 100644
index 00000000..45d2aa87
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/monitoring.md
@@ -0,0 +1,11 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T04:38:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:39:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:40:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:41:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:42:00Z | 0.0 | 5 | 0.0 |
+| 2026-10-15T04:43:00Z | 6.8 | 100 | 0.0 |
+| 2026-10-15T04:44:00Z | 9.5 | 63 | 0.0 |
+| 2026-10-15T04:45:00Z | 19.1 | 210 | 0.0 |
+| 2026-10-15T04:46:00Z | 22.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt
new file mode 100644
index 00000000..191b93ff
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt
@@ -0,0 +1,31 @@
+device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
+	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
+	age:	232
+	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
+	sec:	flavor=1,pseudoflavor=1
+	events:	31 451 0 0 13 9 518 0 0 3630 0 0 4 0 11 0 0 11 0 0 0 0 0 0 0 0 0 
+	bytes:	3805282304 0 6688223232 0 10494554112 0 929280 0 
+	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
+	xprt:	tcp 961 1 2 0 1 15104 15104 0 30403 0 4 13 15292
+	per-op statistics
+	        NULL: 1 1 0 44 24 3 1 4 0
+	     GETATTR: 33 33 0 4720 3696 0 34 34 0
+	     SETATTR: 0 0 0 0 0 0 0 0 0
+	      LOOKUP: 17 17 0 3100 4012 0 16 17 0
+	      ACCESS: 9 9 0 1324 1080 0 9 9 0
+	    READLINK: 3 3 0 432 588 0 38 38 0
+	        READ: 15033 15033 0 2345148 10496478336 206 346790 347214 0
+	       WRITE: 0 0 0 0 0 0 0 0 0
+	      CREATE: 0 0 0 0 0 0 0 0 0
+	       MKDIR: 0 0 0 0 0 0 0 0 0
+	     SYMLINK: 0 0 0 0 0 0 0 0 0
+	       MKNOD: 0 0 0 0 0 0 0 0 0
+	      REMOVE: 0 0 0 0 0 0 0 0 0
+	       RMDIR: 0 0 0 0 0 0 0 0 0
+	      RENAME: 0 0 0 0 0 0 0 0 0
+	        LINK: 0 0 0 0 0 0 0 0 0
+	     READDIR: 0 0 0 0 0 0 0 0 0
+	 READDIRPLUS: 2 2 0 336 2764 0 2 2 0
+	      FSSTAT: 2 2 0 272 168 0 1 1 0
+	      FSINFO: 2 2 0 272 160 0 2 2 0
+	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt
new file mode 100644
index 00000000..499e4613
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt
@@ -0,0 +1,32 @@
+lrwxrwxrwx 1 root root 76 Sep 17 20:59 /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors -> ../../blobs/75311d91bb08cf0b882913da464a1e722a31fb44db35208663487efb7a3d8ed6
+device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
+	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
+	age:	13
+	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
+	sec:	flavor=1,pseudoflavor=1
+	events:	1 72 0 0 2 9 89 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
+	bytes:	0 0 0 0 0 0 0 0 
+	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
+	xprt:	tcp 961 1 2 0 1 30 30 0 30 0 2 0 0
+	per-op statistics
+	        NULL: 1 1 0 44 24 3 1 4 0
+	     GETATTR: 3 3 0 416 336 0 3 3 0
+	     SETATTR: 0 0 0 0 0 0 0 0 0
+	      LOOKUP: 9 9 0 1596 2124 0 8 8 0
+	      ACCESS: 8 8 0 1176 960 0 8 9 0
+	    READLINK: 3 3 0 432 588 0 38 38 0
+	        READ: 0 0 0 0 0 0 0 0 0
+	       WRITE: 0 0 0 0 0 0 0 0 0
+	      CREATE: 0 0 0 0 0 0 0 0 0
+	       MKDIR: 0 0 0 0 0 0 0 0 0
+	     SYMLINK: 0 0 0 0 0 0 0 0 0
+	       MKNOD: 0 0 0 0 0 0 0 0 0
+	      REMOVE: 0 0 0 0 0 0 0 0 0
+	       RMDIR: 0 0 0 0 0 0 0 0 0
+	      RENAME: 0 0 0 0 0 0 0 0 0
+	        LINK: 0 0 0 0 0 0 0 0 0
+	     READDIR: 0 0 0 0 0 0 0 0 0
+	 READDIRPLUS: 2 2 0 336 2764 0 2 2 0
+	      FSSTAT: 0 0 0 0 0 0 0 0 0
+	      FSINFO: 2 2 0 272 160 0 2 2 0
+	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/summary.md b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/summary.md
new file mode 100644
index 00000000..361873b4
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/summary.md
@@ -0,0 +1,11 @@
+# fio from fio-h100-1g3a-coldfile
+
+file: file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors
+
+| job | MiB/s | IOPS | mean latency ms | read | seconds |
+|---|---|---|---|---|---|
+| fio-seqread-1M-direct | 16.2 | 16 | 61.72 | 0.95 GiB | 60.2 |
+| fio-randread-4k-direct | 0.1 | 33 | 30.18 | 0.00 GiB | 30.0 |
+| fio-seqread-256k-qd1-direct | 44.8 | 179 | 5.58 | 1.31 GiB | 30.0 |
+| fio-seqread-1M-4jobs-direct | 134.7 | 135 | 29.66 | 3.96 GiB | 30.1 |
+| fio-seqread-1M-buffered | 60.4 | 60 | 16.55 | 3.54 GiB | 60.1 |
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt
new file mode 100644
index 00000000..9687ad99
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt
@@ -0,0 +1 @@
+file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json
new file mode 100644
index 00000000..e80f7dbb
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json
@@ -0,0 +1,260 @@
+{
+  "fio version" : "fio-3.36",
+  "timestamp" : 1792039170,
+  "timestamp_ms" : 1792039170876,
+  "time" : "Thu Oct 15 04:39:30 2026",
+  "jobs" : [
+    {
+      "jobname" : "randread",
+      "groupid" : 0,
+      "job_start" : 1792039140863,
+      "error" : 0,
+      "eta" : 0,
+      "elapsed" : 31,
+      "job options" : {
+        "name" : "randread",
+        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors",
+        "rw" : "randread",
+        "bs" : "4k",
+        "direct" : "1",
+        "ioengine" : "psync",
+        "numjobs" : "1",
+        "runtime" : "30",
+        "time_based" : "1"
+      },
+      "read" : {
+        "io_bytes" : 131043328,
+        "io_kbytes" : 127972,
+        "bw_bytes" : 4367965,
+        "bw" : 4265,
+        "iops" : 1066.397787,
+        "runtime" : 30001,
+        "total_ios" : 31993,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
+          "min" : 809541,
+          "max" : 4640366,
+          "mean" : 936167.207389,
+          "stddev" : 85513.990026,
+          "N" : 31993,
+          "percentile" : {
+            "1.000000" : 839680,
+            "5.000000" : 856064,
+            "10.000000" : 872448,
+            "20.000000" : 880640,
+            "30.000000" : 897024,
+            "40.000000" : 905216,
+            "50.000000" : 921600,
+            "60.000000" : 937984,
+            "70.000000" : 954368,
+            "80.000000" : 978944,
+            "90.000000" : 1011712,
+            "95.000000" : 1056768,
+            "99.000000" : 1155072,
+            "99.500000" : 1204224,
+            "99.900000" : 1646592,
+            "99.950000" : 2277376,
+            "99.990000" : 3719168
+          }
+        },
+        "lat_ns" : {
+          "min" : 809614,
+          "max" : 4640441,
+          "mean" : 936290.783265,
+          "stddev" : 85520.922977,
+          "N" : 31993
+        },
+        "bw_min" : 3896,
+        "bw_max" : 4408,
+        "bw_agg" : 99.986149,
+        "bw_mean" : 4265.898305,
+        "bw_dev" : 104.891026,
+        "bw_samples" : 59,
+        "iops_min" : 974,
+        "iops_max" : 1102,
+        "iops_mean" : 1066.474576,
+        "iops_stddev" : 26.222757,
+        "iops_samples" : 59
+      },
+      "write" : {
+        "io_bytes" : 0,
+        "io_kbytes" : 0,
+        "bw_bytes" : 0,
+        "bw" : 0,
+        "iops" : 0.000000,
+        "runtime" : 0,
+        "total_ios" : 0,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "lat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "bw_min" : 0,
+        "bw_max" : 0,
+        "bw_agg" : 0.000000,
+        "bw_mean" : 0.000000,
+        "bw_dev" : 0.000000,
+        "bw_samples" : 0,
+        "iops_min" : 0,
+        "iops_max" : 0,
+        "iops_mean" : 0.000000,
+        "iops_stddev" : 0.000000,
+        "iops_samples" : 0
+      },
+      "trim" : {
+        "io_bytes" : 0,
+        "io_kbytes" : 0,
+        "bw_bytes" : 0,
+        "bw" : 0,
+        "iops" : 0.000000,
+        "runtime" : 0,
+        "total_ios" : 0,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "lat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "bw_min" : 0,
+        "bw_max" : 0,
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+        "bw_mean" : 0.000000,
+        "bw_dev" : 0.000000,
+        "bw_samples" : 0,
+        "iops_min" : 0,
+        "iops_max" : 0,
+        "iops_mean" : 0.000000,
+        "iops_stddev" : 0.000000,
+        "iops_samples" : 0
+      },
+      "sync" : {
+        "total_ios" : 0,
+        "lat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        }
+      },
+      "job_runtime" : 30000,
+      "usr_cpu" : 0.253333,
+      "sys_cpu" : 1.473333,
+      "ctx" : 31994,
+      "majf" : 0,
+      "minf" : 11,
+      "iodepth_level" : {
+        "1" : 100.000000,
+        "2" : 0.000000,
+        "4" : 0.000000,
+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
+        ">=64" : 0.000000
+      },
+      "iodepth_submit" : {
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+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
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+      "iodepth_complete" : {
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+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
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+      "latency_ns" : {
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+        "500" : 0.000000,
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+      "latency_us" : {
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+        "500" : 0.000000,
+        "750" : 0.000000,
+        "1000" : 86.890882
+      },
+      "latency_ms" : {
+        "2" : 13.049730,
+        "4" : 0.050011,
+        "10" : 0.010000,
+        "20" : 0.000000,
+        "50" : 0.000000,
+        "100" : 0.000000,
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+        "750" : 0.000000,
+        "1000" : 0.000000,
+        "2000" : 0.000000,
+        ">=2000" : 0.000000
+      },
+      "latency_depth" : 1,
+      "latency_target" : 0,
+      "latency_percentile" : 100.000000,
+      "latency_window" : 0
+    }
+  ]
+}
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json
new file mode 100644
index 00000000..9dfff85b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json
@@ -0,0 +1,261 @@
+{
+  "fio version" : "fio-3.36",
+  "timestamp" : 1792039233,
+  "timestamp_ms" : 1792039233725,
+  "time" : "Thu Oct 15 04:40:33 2026",
+  "jobs" : [
+    {
+      "jobname" : "seqread-1M-4jobs",
+      "groupid" : 0,
+      "job_start" : 1792039203706,
+      "error" : 0,
+      "eta" : 0,
+      "elapsed" : 31,
+      "job options" : {
+        "name" : "seqread-1M-4jobs",
+        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors",
+        "rw" : "read",
+        "bs" : "1M",
+        "direct" : "1",
+        "ioengine" : "psync",
+        "numjobs" : "4",
+        "offset_increment" : "20%",
+        "runtime" : "30",
+        "time_based" : "1"
+      },
+      "read" : {
+        "io_bytes" : 55853449216,
+        "io_kbytes" : 54544384,
+        "bw_bytes" : 1861595480,
+        "bw" : 1817964,
+        "iops" : 1775.355798,
+        "runtime" : 30003,
+        "total_ios" : 53266,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
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+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
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+          "mean" : 2249205.334566,
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+        "iops_stddev" : 37.467428,
+        "iops_samples" : 236
+      },
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+      },
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+          "stddev" : 0.000000,
+          "N" : 0
+        }
+      },
+      "job_runtime" : 120004,
+      "usr_cpu" : 0.233326,
+      "sys_cpu" : 3.800707,
+      "ctx" : 53319,
+      "majf" : 0,
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+      "latency_depth" : 1,
+      "latency_target" : 0,
+      "latency_percentile" : 100.000000,
+      "latency_window" : 0
+    }
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+}
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+        "bw_dev" : 0.000000,
+        "bw_samples" : 0,
+        "iops_min" : 0,
+        "iops_max" : 0,
+        "iops_mean" : 0.000000,
+        "iops_stddev" : 0.000000,
+        "iops_samples" : 0
+      },
+      "trim" : {
+        "io_bytes" : 0,
+        "io_kbytes" : 0,
+        "bw_bytes" : 0,
+        "bw" : 0,
+        "iops" : 0.000000,
+        "runtime" : 0,
+        "total_ios" : 0,
+        "short_ios" : 0,
+        "drop_ios" : 0,
+        "slat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "clat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "lat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        },
+        "bw_min" : 0,
+        "bw_max" : 0,
+        "bw_agg" : 0.000000,
+        "bw_mean" : 0.000000,
+        "bw_dev" : 0.000000,
+        "bw_samples" : 0,
+        "iops_min" : 0,
+        "iops_max" : 0,
+        "iops_mean" : 0.000000,
+        "iops_stddev" : 0.000000,
+        "iops_samples" : 0
+      },
+      "sync" : {
+        "total_ios" : 0,
+        "lat_ns" : {
+          "min" : 0,
+          "max" : 0,
+          "mean" : 0.000000,
+          "stddev" : 0.000000,
+          "N" : 0
+        }
+      },
+      "job_runtime" : 30000,
+      "usr_cpu" : 0.253333,
+      "sys_cpu" : 2.500000,
+      "ctx" : 25230,
+      "majf" : 0,
+      "minf" : 75,
+      "iodepth_level" : {
+        "1" : 100.000000,
+        "2" : 0.000000,
+        "4" : 0.000000,
+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
+        ">=64" : 0.000000
+      },
+      "iodepth_submit" : {
+        "0" : 0.000000,
+        "4" : 100.000000,
+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
+        "64" : 0.000000,
+        ">=64" : 0.000000
+      },
+      "iodepth_complete" : {
+        "0" : 0.000000,
+        "4" : 100.000000,
+        "8" : 0.000000,
+        "16" : 0.000000,
+        "32" : 0.000000,
+        "64" : 0.000000,
+        ">=64" : 0.000000
+      },
+      "latency_ns" : {
+        "2" : 0.000000,
+        "4" : 0.000000,
+        "10" : 0.000000,
+        "20" : 0.000000,
+        "50" : 0.000000,
+        "100" : 0.000000,
+        "250" : 0.000000,
+        "500" : 0.000000,
+        "750" : 0.000000,
+        "1000" : 0.000000
+      },
+      "latency_us" : {
+        "2" : 0.000000,
+        "4" : 0.000000,
+        "10" : 0.000000,
+        "20" : 0.000000,
+        "50" : 0.000000,
+        "100" : 0.000000,
+        "250" : 0.000000,
+        "500" : 0.000000,
+        "750" : 0.000000,
+        "1000" : 0.000000
+      },
+      "latency_ms" : {
+        "2" : 99.944502,
+        "4" : 0.051534,
+        "10" : 0.010000,
+        "20" : 0.000000,
+        "50" : 0.000000,
+        "100" : 0.000000,
+        "250" : 0.000000,
+        "500" : 0.000000,
+        "750" : 0.000000,
+        "1000" : 0.000000,
+        "2000" : 0.000000,
+        ">=2000" : 0.000000
+      },
+      "latency_depth" : 1,
+      "latency_target" : 0,
+      "latency_percentile" : 100.000000,
+      "latency_window" : 0
+    }
+  ]
+}
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json
new file mode 100644
index 00000000..69d2783b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json
@@ -0,0 +1,302 @@
+{
+ "read_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "location": "us-central1-b",
+      "project_id": "cdrollouts-sunilarora",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:46:00Z",
+       "endTime": "2026-10-15T04:46:00Z"
+      },
+      "value": {
+       "doubleValue": 23058538.966666665
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:45:00Z",
+       "endTime": "2026-10-15T04:45:00Z"
+      },
+      "value": {
+       "doubleValue": 19997416.133333333
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:44:00Z",
+       "endTime": "2026-10-15T04:44:00Z"
+      },
+      "value": {
+       "doubleValue": 9963643.033333333
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:43:00Z",
+       "endTime": "2026-10-15T04:43:00Z"
+      },
+      "value": {
+       "doubleValue": 7131094.833333333
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:42:00Z",
+       "endTime": "2026-10-15T04:42:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:41:00Z",
+       "endTime": "2026-10-15T04:41:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:40:00Z",
+       "endTime": "2026-10-15T04:40:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:39:00Z",
+       "endTime": "2026-10-15T04:39:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:38:00Z",
+       "endTime": "2026-10-15T04:38:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ },
+ "read_ops_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/read_ops_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b",
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:45:00Z",
+       "endTime": "2026-10-15T04:45:00Z"
+      },
+      "value": {
+       "doubleValue": 210.05
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:44:00Z",
+       "endTime": "2026-10-15T04:44:00Z"
+      },
+      "value": {
+       "doubleValue": 63.083333333333336
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:43:00Z",
+       "endTime": "2026-10-15T04:43:00Z"
+      },
+      "value": {
+       "doubleValue": 100.35
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:42:00Z",
+       "endTime": "2026-10-15T04:42:00Z"
+      },
+      "value": {
+       "doubleValue": 4.55
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:41:00Z",
+       "endTime": "2026-10-15T04:41:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:40:00Z",
+       "endTime": "2026-10-15T04:40:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:39:00Z",
+       "endTime": "2026-10-15T04:39:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:38:00Z",
+       "endTime": "2026-10-15T04:38:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "{operation}/s"
+ },
+ "write_bytes_count": {
+  "timeSeries": [
+   {
+    "metric": {
+     "labels": {
+      "file_share": "vol1"
+     },
+     "type": "file.googleapis.com/nfs/server/write_bytes_count"
+    },
+    "resource": {
+     "type": "filestore_instance",
+     "labels": {
+      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
+      "project_id": "cdrollouts-sunilarora",
+      "location": "us-central1-b"
+     }
+    },
+    "metricKind": "GAUGE",
+    "valueType": "DOUBLE",
+    "points": [
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:45:00Z",
+       "endTime": "2026-10-15T04:45:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:44:00Z",
+       "endTime": "2026-10-15T04:44:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:43:00Z",
+       "endTime": "2026-10-15T04:43:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:42:00Z",
+       "endTime": "2026-10-15T04:42:00Z"
+      },
+      "value": {
+       "doubleValue": 273.06666666666666
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:41:00Z",
+       "endTime": "2026-10-15T04:41:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:40:00Z",
+       "endTime": "2026-10-15T04:40:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:39:00Z",
+       "endTime": "2026-10-15T04:39:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     },
+     {
+      "interval": {
+       "startTime": "2026-10-15T04:38:00Z",
+       "endTime": "2026-10-15T04:38:00Z"
+      },
+      "value": {
+       "doubleValue": 0
+      }
+     }
+    ]
+   }
+  ],
+  "unit": "By/s"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.md b/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.md
new file mode 100644
index 00000000..45d2aa87
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.md
@@ -0,0 +1,11 @@
+| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |
+|---|---|---|---|
+| 2026-10-15T04:38:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:39:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:40:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:41:00Z | 0.0 | 0 | 0.0 |
+| 2026-10-15T04:42:00Z | 0.0 | 5 | 0.0 |
+| 2026-10-15T04:43:00Z | 6.8 | 100 | 0.0 |
+| 2026-10-15T04:44:00Z | 9.5 | 63 | 0.0 |
+| 2026-10-15T04:45:00Z | 19.1 | 210 | 0.0 |
+| 2026-10-15T04:46:00Z | 22.0 | 0 | 0.0 |
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt
new file mode 100644
index 00000000..d17e52aa
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt
@@ -0,0 +1,31 @@
+device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
+	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
+	age:	150
+	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
+	sec:	flavor=1,pseudoflavor=1
+	events:	52 699 0 0 35 11 819 0 0 3812 0 0 4 0 33 0 0 33 0 0 0 0 0 0 0 0 0 
+	bytes:	3996123136 0 66593460224 0 70589710968 0 975648 0 
+	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
+	xprt:	tcp 918 1 2 0 1 118204 118204 0 281157 0 5 68 162921
+	per-op statistics
+	        NULL: 1 1 0 44 24 3 1 4 0
+	     GETATTR: 54 54 0 7744 6048 0 63 65 0
+	     SETATTR: 0 0 0 0 0 0 0 0 0
+	      LOOKUP: 19 19 0 3512 4484 0 19 19 0
+	      ACCESS: 9 9 0 1324 1080 0 9 9 0
+	    READLINK: 5 5 0 720 980 0 5 5 0
+	        READ: 118108 118108 0 18424848 70604828792 1928 178931 183807 0
+	       WRITE: 0 0 0 0 0 0 0 0 0
+	      CREATE: 0 0 0 0 0 0 0 0 0
+	       MKDIR: 0 0 0 0 0 0 0 0 0
+	     SYMLINK: 0 0 0 0 0 0 0 0 0
+	       MKNOD: 0 0 0 0 0 0 0 0 0
+	      REMOVE: 0 0 0 0 0 0 0 0 0
+	       RMDIR: 0 0 0 0 0 0 0 0 0
+	      RENAME: 0 0 0 0 0 0 0 0 0
+	        LINK: 0 0 0 0 0 0 0 0 0
+	     READDIR: 0 0 0 0 0 0 0 0 0
+	 READDIRPLUS: 2 2 0 336 3124 0 2 2 0
+	      FSSTAT: 2 2 0 272 168 0 2 2 0
+	      FSINFO: 2 2 0 272 160 0 2 2 0
+	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt
new file mode 100644
index 00000000..bbfbe3a8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt
@@ -0,0 +1,32 @@
+lrwxrwxrwx 1 root root 76 Sep 17 22:39 /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors -> ../../blobs/31d6a825ae35f11fb85b195b4c42c146c051e446433125a215336abdf95cbf5f
+device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
+	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
+	age:	40
+	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
+	sec:	flavor=1,pseudoflavor=1
+	events:	2 102 0 0 2 11 125 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
+	bytes:	0 0 0 0 0 0 0 0 
+	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
+	xprt:	tcp 918 1 2 0 0 36 36 0 36 0 2 0 0
+	per-op statistics
+	        NULL: 1 1 0 44 24 3 1 4 0
+	     GETATTR: 4 4 0 552 448 0 6 6 0
+	     SETATTR: 0 0 0 0 0 0 0 0 0
+	      LOOKUP: 11 11 0 2008 2596 0 11 11 0
+	      ACCESS: 8 8 0 1176 960 0 8 8 0
+	    READLINK: 5 5 0 720 980 0 5 5 0
+	        READ: 0 0 0 0 0 0 0 0 0
+	       WRITE: 0 0 0 0 0 0 0 0 0
+	      CREATE: 0 0 0 0 0 0 0 0 0
+	       MKDIR: 0 0 0 0 0 0 0 0 0
+	     SYMLINK: 0 0 0 0 0 0 0 0 0
+	       MKNOD: 0 0 0 0 0 0 0 0 0
+	      REMOVE: 0 0 0 0 0 0 0 0 0
+	       RMDIR: 0 0 0 0 0 0 0 0 0
+	      RENAME: 0 0 0 0 0 0 0 0 0
+	        LINK: 0 0 0 0 0 0 0 0 0
+	     READDIR: 0 0 0 0 0 0 0 0 0
+	 READDIRPLUS: 2 2 0 336 3124 0 2 2 0
+	      FSSTAT: 1 1 0 136 84 0 0 0 0
+	      FSINFO: 2 2 0 272 160 0 2 2 0
+	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/summary.md b/runs/2026-10-15_cold_start/fio-l4-lvw8/summary.md
new file mode 100644
index 00000000..c61a99eb
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fio-l4-lvw8/summary.md
@@ -0,0 +1,11 @@
+# fio from fio-l4-lvw8
+
+file: file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors
+
+| job | MiB/s | IOPS | mean latency ms | read | seconds |
+|---|---|---|---|---|---|
+| fio-seqread-1M-direct | 478.7 | 479 | 2.09 | 3.72 GiB | 8.0 |
+| fio-randread-4k-direct | 4.2 | 1066 | 0.94 | 0.12 GiB | 30.0 |
+| fio-seqread-256k-qd1-direct | 210.2 | 841 | 1.19 | 6.16 GiB | 30.0 |
+| fio-seqread-1M-4jobs-direct | 1775.4 | 1775 | 2.25 | 52.02 GiB | 30.0 |
+| fio-seqread-1M-buffered | 893.3 | 893 | 1.12 | 3.72 GiB | 4.3 |
diff --git a/runs/2026-10-15_cold_start/fix-image-tag.txt b/runs/2026-10-15_cold_start/fix-image-tag.txt
new file mode 100644
index 00000000..a2dbcb0a
--- /dev/null
+++ b/runs/2026-10-15_cold_start/fix-image-tag.txt
@@ -0,0 +1 @@
+TAG=coldstart1-dca985a
diff --git a/runs/2026-10-15_cold_start/node-labels-before.json b/runs/2026-10-15_cold_start/node-labels-before.json
new file mode 100644
index 00000000..ebfdfee8
--- /dev/null
+++ b/runs/2026-10-15_cold_start/node-labels-before.json
@@ -0,0 +1,42 @@
+{
+ "gke-open-rl-dra-h100-sampler-a721f127-0853": {
+  "cloud.google.com/gke-nodepool": "h100-sampler",
+  "openrl.io/enabled": "true",
+  "openrl.io/sampler": "true"
+ },
+ "gke-open-rl-dra-h100-sampler-a721f127-ed3t": {
+  "cloud.google.com/gke-nodepool": "h100-sampler",
+  "openrl.io/enabled": "true",
+  "openrl.io/sampler": "true"
+ },
+ "gke-open-rl-dra-h100-trainer-702095b4-1g3a": {
+  "cloud.google.com/gke-nodepool": "h100-trainer",
+  "openrl.io/enabled": "true",
+  "openrl.io/trainer": "true"
+ },
+ "gke-open-rl-dra-h100-trainer-702095b4-tuqu": {
+  "cloud.google.com/gke-nodepool": "h100-trainer",
+  "openrl.io/enabled": "true",
+  "openrl.io/trainer": "true"
+ },
+ "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": {
+  "cloud.google.com/gke-nodepool": "l4-sampler-2x",
+  "openrl.io/enabled": "true",
+  "openrl.io/sampler": "true"
+ },
+ "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": {
+  "cloud.google.com/gke-nodepool": "l4-sampler-2x",
+  "openrl.io/enabled": "true",
+  "openrl.io/sampler": "true"
+ },
+ "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": {
+  "cloud.google.com/gke-nodepool": "l4-trainer-2x",
+  "openrl.io/enabled": "true",
+  "openrl.io/trainer": "true"
+ },
+ "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": {
+  "cloud.google.com/gke-nodepool": "l4-trainer-2x",
+  "openrl.io/enabled": "true",
+  "openrl.io/trainer": "true"
+ }
+}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/summary.md b/runs/2026-10-15_cold_start/summary.md
new file mode 100644
index 00000000..f24c9f5b
--- /dev/null
+++ b/runs/2026-10-15_cold_start/summary.md
@@ -0,0 +1,26 @@
+| run | total | create_model | trainer pull | trainer load | first sample | sampler pull | vLLM load | compile | capture |
+|---|---|---|---|---|---|---|---|---|---|
+| A-0.5b-l4-cold | 471.3 | 186.7 | 172.0 | 4.3 | 277.0 | 172.0 | 3.3 | 31.5 | 26.6 |
+| B-0.5b-l4-cached | 132.0 | 17.6 | 4.0 | 4.2 | 106.7 | 4.0 | 3.0 | 31.4 | 26.7 |
+| C-8b-h100-cold | 1350.2 | 1008.6 | 97.0 | 903.5 | 331.4 | 99.0 | 103.6 | 36.9 | 39.3 |
+| D-8b-h100-cached | 182.6 | 52.2 | 4.0 | 39.9 | 120.7 | 3.0 | 13.5 | 37.4 | 39.5 |
+| D-8b-h100-cached-interrupted | unmeasured | 555.2 | unmeasured | unmeasured | unmeasured | unmeasured | unmeasured | unmeasured | unmeasured |
+| after-A1-0.5b-l4-cold | 493.7 | 197.1 | 172.0 | 15.0 | 289.2 | 186.0 | 2.4 | 31.5 | 26.7 |
+| after-B1-0.5b-l4-cached | 157.4 | 15.5 | 3.0 | 2.5 | 134.6 | 3.0 | 2.5 | 31.4 | 26.9 |
+| after-B2-0.5b-l4-cached | 130.5 | 15.8 | 4.0 | 2.5 | 107.4 | 4.0 | 2.6 | 31.3 | 26.8 |
+| after-C1-8b-h100-cold | 329.3 | 111.5 | 90.0 | 13.0 | 207.9 | 90.0 | 14.0 | 37.5 | 39.9 |
+| after-D1-8b-h100-cached | 154.5 | 25.3 | 3.0 | 13.5 | 119.4 | 4.0 | 12.9 | 37.6 | 39.3 |
+| after-D2-8b-h100-cached | 154.3 | 24.1 | 4.0 | 12.1 | 119.9 | 4.0 | 13.1 | 37.2 | 39.5 |
+| after-E1-gemma-e2b-h100-trainer-only | unmeasured | 103.7 | 3.0 | 92.5 | unmeasured | unmeasured | unmeasured | unmeasured | unmeasured |
+
+| group | n | total median (min-max) | create_model median (min-max) | trainer pull median (min-max) | trainer load median (min-max) | first sample median (min-max) | sampler pull median (min-max) | vLLM load median (min-max) | compile median (min-max) | capture median (min-max) |
+|---|---|---|---|---|---|---|---|---|---|---|
+| after A | 1 | 493.7 (493.7-493.7) | 197.1 (197.1-197.1) | 172.0 (172.0-172.0) | 15.0 (15.0-15.0) | 289.2 (289.2-289.2) | 186.0 (186.0-186.0) | 2.4 (2.4-2.4) | 31.5 (31.5-31.5) | 26.7 (26.7-26.7) |
+| after B | 2 | 143.9 (130.5-157.4) | 15.7 (15.5-15.8) | 3.5 (3.0-4.0) | 2.5 (2.5-2.5) | 121.0 (107.4-134.6) | 3.5 (3.0-4.0) | 2.5 (2.5-2.6) | 31.4 (31.3-31.4) | 26.9 (26.8-26.9) |
+| after C | 1 | 329.3 (329.3-329.3) | 111.5 (111.5-111.5) | 90.0 (90.0-90.0) | 13.0 (13.0-13.0) | 207.9 (207.9-207.9) | 90.0 (90.0-90.0) | 14.0 (14.0-14.0) | 37.5 (37.5-37.5) | 39.9 (39.9-39.9) |
+| after D | 2 | 154.4 (154.3-154.5) | 24.7 (24.1-25.3) | 3.5 (3.0-4.0) | 12.8 (12.1-13.5) | 119.7 (119.4-119.9) | 4.0 (4.0-4.0) | 13.0 (12.9-13.1) | 37.4 (37.2-37.6) | 39.4 (39.3-39.5) |
+| after E | 1 | unmeasured | 103.7 (103.7-103.7) | 3.0 (3.0-3.0) | 92.5 (92.5-92.5) | unmeasured | unmeasured | unmeasured | unmeasured | unmeasured |
+| before A | 1 | 471.3 (471.3-471.3) | 186.7 (186.7-186.7) | 172.0 (172.0-172.0) | 4.3 (4.3-4.3) | 277.0 (277.0-277.0) | 172.0 (172.0-172.0) | 3.3 (3.3-3.3) | 31.5 (31.5-31.5) | 26.6 (26.6-26.6) |
+| before B | 1 | 132.0 (132.0-132.0) | 17.6 (17.6-17.6) | 4.0 (4.0-4.0) | 4.2 (4.2-4.2) | 106.7 (106.7-106.7) | 4.0 (4.0-4.0) | 3.0 (3.0-3.0) | 31.4 (31.4-31.4) | 26.7 (26.7-26.7) |
+| before C | 1 | 1350.2 (1350.2-1350.2) | 1008.6 (1008.6-1008.6) | 97.0 (97.0-97.0) | 903.5 (903.5-903.5) | 331.4 (331.4-331.4) | 99.0 (99.0-99.0) | 103.6 (103.6-103.6) | 36.9 (36.9-36.9) | 39.3 (39.3-39.3) |
+| before D | 2 | 182.6 (182.6-182.6) | 303.7 (52.2-555.2) | 4.0 (4.0-4.0) | 39.9 (39.9-39.9) | 120.7 (120.7-120.7) | 3.0 (3.0-3.0) | 13.5 (13.5-13.5) | 37.4 (37.4-37.4) | 39.5 (39.5-39.5) |
diff --git a/scripts/cold_start_fio.sh b/scripts/cold_start_fio.sh
index bd407c98..2c3d40cf 100755
--- a/scripts/cold_start_fio.sh
+++ b/scripts/cold_start_fio.sh
@@ -47,13 +47,17 @@ echo "file: $FILE" | tee "$OUT/file.txt"
 kubectl -n "$NS" exec $POD -- bash -c "ls -l $FILE; grep -A30 ' /mnt/shared ' /proc/self/mountstats" > "$OUT/mountstats-before.txt"
 kubectl -n "$NS" exec $POD -- fio --name=seqread --filename="$FILE" --rw=read --bs=1M --direct=1 --ioengine=psync --numjobs=1 --runtime=60 --time_based=0 --output-format=json > "$OUT/fio-seqread-1M-direct.json"
 kubectl -n "$NS" exec $POD -- fio --name=randread --filename="$FILE" --rw=randread --bs=4k --direct=1 --ioengine=psync --numjobs=1 --runtime=30 --time_based=1 --output-format=json > "$OUT/fio-randread-4k-direct.json"
+# The trainer's observed pattern: one synchronous ~256 KiB read at a time.
+kubectl -n "$NS" exec $POD -- fio --name=seqread-256k-qd1 --filename="$FILE" --rw=read --bs=256k --direct=1 --ioengine=psync --numjobs=1 --runtime=30 --time_based=1 --output-format=json > "$OUT/fio-seqread-256k-qd1-direct.json"
+# Headroom: four readers at once, 1 MiB each, different offsets of the same file.
+kubectl -n "$NS" exec $POD -- fio --name=seqread-1M-4jobs --filename="$FILE" --rw=read --bs=1M --direct=1 --ioengine=psync --numjobs=4 --offset_increment=20% --runtime=30 --time_based=1 --group_reporting --output-format=json > "$OUT/fio-seqread-1M-4jobs-direct.json"
 kubectl -n "$NS" exec $POD -- fio --name=seqread-buffered --filename="$FILE" --rw=read --bs=1M --direct=0 --ioengine=psync --numjobs=1 --runtime=60 --time_based=0 --output-format=json > "$OUT/fio-seqread-1M-buffered.json"
 kubectl -n "$NS" exec $POD -- bash -c "grep -A30 ' /mnt/shared ' /proc/self/mountstats" > "$OUT/mountstats-after.txt"
 kubectl -n "$NS" delete pod "$POD" --wait=false >/dev/null
 python3 - "$OUT" <<'EOF'
 import json, sys, pathlib
 out = pathlib.Path(sys.argv[1])
-for name in ("fio-seqread-1M-direct", "fio-randread-4k-direct", "fio-seqread-1M-buffered"):
+for name in ("fio-seqread-1M-direct", "fio-randread-4k-direct", "fio-seqread-256k-qd1-direct", "fio-seqread-1M-4jobs-direct", "fio-seqread-1M-buffered"):
   d = json.load(open(out / f"{name}.json"))["jobs"][0]["read"]
   print(f"{name:26} {d['bw_bytes']/2**20:8.1f} MiB/s  {d['iops']:9.1f} IOPS  mean lat {d['lat_ns']['mean']/1e6:7.2f} ms  read {d['io_bytes']/2**30:.2f} GiB in {d['runtime']/1000:.1f} s")
 EOF
diff --git a/scripts/cold_start_monitoring.py b/scripts/cold_start_monitoring.py
new file mode 100644
index 00000000..b0e8b67c
--- /dev/null
+++ b/scripts/cold_start_monitoring.py
@@ -0,0 +1,73 @@
+"""Filestore read throughput and IOPS from Cloud Monitoring over a time window.
+
+  python3 scripts/cold_start_monitoring.py --start 2026-10-15T03:00:00Z --end 2026-10-15T03:10:00Z --out runs/<dir>/<case>
+
+Reads file.googleapis.com/nfs/server/read_bytes_count and read_ops_count for
+every Filestore instance in the project, aligned to 60 s rates (the finest
+Filestore publishes), and writes monitoring.json plus a per-minute table.
+Uses application-default credentials (`gcloud auth application-default
+print-access-token`); the plain user token is refused by this API.
+"""
+
+import argparse
+import json
+import subprocess
+import urllib.parse
+from pathlib import Path
+
+PROJECT = "cdrollouts-sunilarora"
+METRICS = {
+  "read_bytes_count": "file.googleapis.com/nfs/server/read_bytes_count",
+  "read_ops_count": "file.googleapis.com/nfs/server/read_ops_count",
+  "write_bytes_count": "file.googleapis.com/nfs/server/write_bytes_count",
+}
+
+
+def token() -> str:
+  return subprocess.run(["gcloud", "auth", "application-default", "print-access-token"], check=True, capture_output=True, text=True).stdout.strip()
+
+
+def fetch(metric: str, start: str, end: str, tok: str) -> dict:
+  # curl rather than urllib: the system Python here has no CA bundle.
+  params = {
+    "filter": f'metric.type="{metric}"',
+    "interval.startTime": start,
+    "interval.endTime": end,
+    "aggregation.alignmentPeriod": "60s",
+    "aggregation.perSeriesAligner": "ALIGN_RATE",
+  }
+  url = f"https://monitoring.googleapis.com/v3/projects/{PROJECT}/timeSeries?" + urllib.parse.urlencode(params)
+  out = subprocess.run(["curl", "-sS", "-H", f"Authorization: Bearer {tok}", url], check=True, capture_output=True, text=True).stdout
+  return json.loads(out)
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser()
+  parser.add_argument("--start", required=True)
+  parser.add_argument("--end", required=True)
+  parser.add_argument("--out", required=True, type=Path)
+  args = parser.parse_args()
+  tok = token()
+  result = {name: fetch(metric, args.start, args.end, tok) for name, metric in METRICS.items()}
+  args.out.mkdir(parents=True, exist_ok=True)
+  (args.out / "monitoring.json").write_text(json.dumps(result, indent=1))
+  per_minute: dict[str, dict[str, float]] = {}
+  for name, body in result.items():
+    for series in body.get("timeSeries", []):
+      for point in series["points"]:
+        row = per_minute.setdefault(point["interval"]["endTime"], {})
+        row[name] = float(point["value"].get("doubleValue", 0.0))
+  lines = ["| minute ending (UTC) | read MiB/s | read ops/s | write MiB/s |", "|---|---|---|---|"]
+  for end_time in sorted(per_minute):
+    row = per_minute[end_time]
+    lines.append(
+      f"| {end_time} | {row.get('read_bytes_count', 0) / 2**20:.1f} | {row.get('read_ops_count', 0):.0f} "
+      f"| {row.get('write_bytes_count', 0) / 2**20:.1f} |"
+    )
+  table = "\n".join(lines) + "\n"
+  (args.out / "monitoring.md").write_text(table)
+  print(table)
+
+
+if __name__ == "__main__":
+  main()
diff --git a/scripts/cold_start_resident.py b/scripts/cold_start_resident.py
new file mode 100644
index 00000000..0f928bd8
--- /dev/null
+++ b/scripts/cold_start_resident.py
@@ -0,0 +1,52 @@
+"""How much of each checkpoint file is resident in this node's page cache.
+
+  python3 scripts/cold_start_resident.py '/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/*/*.safetensors'
+
+Run inside a pod that mounts the shared volume (kubectl cp it in). mincore
+answers per page without reading anything, so it does not disturb what it
+measures. Used in runs/2026-10-15_cold_start to show that a pod's reads
+survive in the page cache only while the volume stays mounted on the node.
+"""
+
+import ctypes
+import glob
+import mmap
+import os
+import sys
+
+libc = ctypes.CDLL(None, use_errno=True)
+PAGE = os.sysconf("SC_PAGE_SIZE")
+
+
+def resident_pages(path: str) -> tuple[int, int]:
+  size = os.path.getsize(path)
+  fd = os.open(path, os.O_RDONLY)
+  try:
+    mm = mmap.mmap(fd, size, flags=mmap.MAP_PRIVATE, prot=mmap.PROT_READ | mmap.PROT_WRITE)
+    try:
+      pages = (size + PAGE - 1) // PAGE
+      vec = (ctypes.c_ubyte * pages)()
+      addr = ctypes.addressof(ctypes.c_char.from_buffer(mm))
+      if libc.mincore(ctypes.c_void_p(addr), ctypes.c_size_t(size), vec) != 0:
+        raise OSError(ctypes.get_errno(), "mincore failed")
+      resident = sum(1 for b in vec if b & 1)
+      del vec
+      return resident, pages
+    finally:
+      mm.close()
+  finally:
+    os.close(fd)
+
+
+def main() -> None:
+  total_resident = total_pages = 0
+  for path in sorted(glob.glob(sys.argv[1])):
+    resident, pages = resident_pages(path)
+    total_resident += resident
+    total_pages += pages
+    print(f"{os.path.basename(path):40} {pages * PAGE / 2**30:6.2f} GiB  resident {100 * resident / max(pages, 1):5.1f}%")
+  print(f"TOTAL resident {100 * total_resident / max(total_pages, 1):.1f}% of {total_pages * PAGE / 2**30:.1f} GiB")
+
+
+if __name__ == "__main__":
+  main()
diff --git a/scripts/cold_start_summary.py b/scripts/cold_start_summary.py
new file mode 100644
index 00000000..c364ba93
--- /dev/null
+++ b/scripts/cold_start_summary.py
@@ -0,0 +1,74 @@
+"""Summarize cold-start timelines across cases: one row per run, medians per group.
+
+  python3 scripts/cold_start_summary.py runs/2026-10-15_cold_start
+
+Reads every <case>/timeline.json the timeline tool produced and prints a
+markdown table of the phases that matter for the demo, then medians and
+ranges for groups of runs whose directory names share a stem after the
+`after-` prefix and before a trailing run number (B1/B2 -> B).
+"""
+
+import json
+import re
+import statistics
+import sys
+from datetime import datetime
+from pathlib import Path
+
+PHASES = [
+  ("total", "client.create_model.start", "client.sample.done"),
+  ("create_model", "client.create_model.start", "client.create_model.done"),
+  ("trainer pull", "trainer.pod_PodScheduled", "trainer.event_Pulled"),
+  ("trainer load", "trainer.load_start", "trainer.load_done"),
+  ("first sample", "client.sample.start", "client.sample.done"),
+  ("sampler pull", "sampler.pod_PodScheduled", "sampler.event_Pulled"),
+  ("vLLM load", "sampler.load_start", "sampler.weights_loaded"),
+  ("compile", "sampler.weights_loaded", "sampler.compile_done"),
+  ("capture", "sampler.compile_done", "sampler.engine_init_done"),
+]
+
+
+def ts(value):
+  if not value:
+    return None
+  return datetime.fromisoformat(value.replace("Z", "+00:00"))
+
+
+def phases_of(report: dict) -> dict[str, float | None]:
+  marks = dict(report["client"])
+  for w in report["workers"].values():
+    marks.update(w["marks"])
+  out = {}
+  for name, a, b in PHASES:
+    ta, tb = ts(marks.get(a, {}).get("ts")), ts(marks.get(b, {}).get("ts"))
+    out[name] = round((tb - ta).total_seconds(), 1) if ta and tb else None
+  return out
+
+
+def main() -> None:
+  root = Path(sys.argv[1])
+  rows = []
+  for path in sorted(root.glob("*/timeline.json")):
+    report = json.loads(path.read_text())
+    rows.append((path.parent.name, phases_of(report)))
+  names = [p[0] for p in PHASES]
+  print("| run | " + " | ".join(names) + " |")
+  print("|---|" + "---|" * len(names))
+  for case, ph in rows:
+    print(f"| {case} | " + " | ".join("unmeasured" if ph[n] is None else f"{ph[n]:.1f}" for n in names) + " |")
+  groups: dict[str, list[dict]] = {}
+  for case, ph in rows:
+    stem = re.sub(r"^(after-)?([A-Z])\d*-.*$", lambda m: ("after " if m.group(1) else "before ") + m.group(2), case)
+    groups.setdefault(stem, []).append(ph)
+  print("\n| group | n | " + " | ".join(f"{n} median (min-max)" for n in names) + " |")
+  print("|---|---|" + "---|" * len(names))
+  for stem, phs in sorted(groups.items()):
+    cells = []
+    for n in names:
+      vals = [p[n] for p in phs if p[n] is not None]
+      cells.append("unmeasured" if not vals else f"{statistics.median(vals):.1f} ({min(vals):.1f}-{max(vals):.1f})")
+    print(f"| {stem} | {len(phs)} | " + " | ".join(cells) + " |")
+
+
+if __name__ == "__main__":
+  main()
diff --git a/scripts/cold_start_timeline.py b/scripts/cold_start_timeline.py
index 3e9123ab..9f19b8bd 100644
--- a/scripts/cold_start_timeline.py
+++ b/scripts/cold_start_timeline.py
@@ -118,15 +118,23 @@ def cmd_watch(out: Path) -> None:
     poll_loop(["kubectl", "-n", NS, "get", "pods", "-o", f"jsonpath={POD_JSONPATH}"], out / "pods.tsv"),
     stamped_follower(
       [
-        "kubectl", "-n", NS, "exec", "deploy/redis-store", "--", "sh", "-c",
-        'while true; do t=$(date -u +%Y-%m-%dT%H:%M:%SZ); for k in $(redis-cli --scan --pattern "open_rl:*_ready:*"); do echo "$t $k"; done; sleep 1; done',
+        "kubectl",
+        "-n",
+        NS,
+        "exec",
+        "deploy/redis-store",
+        "--",
+        "sh",
+        "-c",
+        "while true; do t=$(date -u +%Y-%m-%dT%H:%M:%SZ); "
+        'for k in $(redis-cli --scan --pattern "open_rl:*_ready:*"); do echo "$t $k"; done; sleep 1; done',
       ],
       out / "redis-ready.log",
     ),
     stamped_follower(["kubectl", "-n", NS, "logs", "-f", "--timestamps", "--tail=0", "deploy/open-rl-api-server"], out / "api-server.log"),
     stamped_follower(["kubectl", "-n", NS, "logs", "-f", "--timestamps", "--tail=0", "deploy/open-rl-scheduler"], out / "scheduler.log"),
   ]
-  pids = [p.pid for p in procs] + [getattr(p, "producer").pid for p in procs if hasattr(p, "producer")]
+  pids = [p.pid for p in procs] + [p.producer.pid for p in procs if hasattr(p, "producer")]  # type: ignore[attr-defined]
   (out / "watch.pids").write_text("\n".join(map(str, pids)) + "\n")
   print(f"watching; recorders {pids} write into {out}")
 
@@ -194,6 +202,9 @@ def duration_s(text: str) -> float | None:
 
 SAMPLER_MARKS = [
   ("sampler.process_first_log", None),
+  ("sampler.engine_init_start", r"Initializing a V1 LLM engine"),
+  ("sampler.load_start", r"Loading model from scratch"),
+  ("sampler.prefetch_start", r"Prefetching checkpoint files into page cache started"),
   ("sampler.weights_loaded", r"Loading weights took ([\d.]+) seconds"),
   ("sampler.model_loaded", r"Model loading took .* and ([\d.]+) seconds"),
   ("sampler.compile_done", r"torch\.compile took ([\d.]+) s"),
@@ -266,20 +277,28 @@ def ready_keys(path: Path) -> dict[str, datetime]:
   return seen
 
 
-def pod_events(events: dict[str, Any], pod: str) -> list[dict[str, Any]]:
+def pod_events(events: dict[str, Any], pod: dict[str, Any]) -> list[dict[str, Any]]:
+  """Events for this pod object, not for an earlier pod of the same name: the
+  workload names repeat across runs, so match the pod's uid."""
+  name, uid = pod["metadata"]["name"], pod["metadata"].get("uid")
   rows = []
   for e in events.get("items", []):
-    if e["involvedObject"].get("name") != pod:
+    obj = e["involvedObject"]
+    if obj.get("name") != name or (uid and obj.get("uid") and obj["uid"] != uid):
       continue
     rows.append({"reason": e["reason"], "ts": parse_ts(e.get("firstTimestamp") or e.get("eventTime")), "message": e.get("message", "")})
-  return sorted(rows, key=lambda r: (r["ts"] or datetime.min.replace(tzinfo=UTC)))
+  return sorted(rows, key=lambda r: r["ts"] or datetime.min.replace(tzinfo=UTC))
 
 
 def cmd_timeline(out: Path) -> None:
   client = [json.loads(l) for l in (out / "client.jsonl").read_text().splitlines() if l.strip()] if (out / "client.jsonl").exists() else []
   marks: dict[str, dict[str, Any]] = {}
   for row in client:
-    marks[f"client.{row['phase']}"] = {"ts": parse_ts(row["ts"]), "source": "client.jsonl (laptop clock)", **{k: v for k, v in row.items() if k not in ("ts", "t", "phase")}}
+    marks[f"client.{row['phase']}"] = {
+      "ts": parse_ts(row["ts"]),
+      "source": "client.jsonl (laptop clock)",
+      **{k: v for k, v in row.items() if k not in ("ts", "t", "phase")},
+    }
 
   pods = json.loads((out / "pods.json").read_text()) if (out / "pods.json").exists() else {"items": []}
   events = json.loads((out / "events.json").read_text()) if (out / "events.json").exists() else {"items": []}
@@ -293,7 +312,13 @@ def cmd_timeline(out: Path) -> None:
   for wl in workloads.get("items", []):
     role = wl["spec"]["role"]
     name = wl["metadata"]["name"]
-    w: dict[str, Any] = {"workload": name, "model_id": wl["spec"].get("modelID"), "node": wl.get("status", {}).get("nodeName"), "pod": wl.get("status", {}).get("podName"), "marks": {}}
+    w: dict[str, Any] = {
+      "workload": name,
+      "model_id": wl["spec"].get("modelID"),
+      "node": wl.get("status", {}).get("nodeName"),
+      "pod": wl.get("status", {}).get("podName"),
+      "marks": {},
+    }
     w["marks"][f"{role}.workload_created"] = {"ts": parse_ts(wl["metadata"]["creationTimestamp"]), "source": "Workload creationTimestamp (apiserver)"}
     if name in wl_first_seen:
       w["marks"][f"{role}.workload_first_seen_by_poller"] = {"ts": wl_first_seen[name], "source": "workloads.tsv poller (laptop clock, 1 s)"}
@@ -302,7 +327,10 @@ def cmd_timeline(out: Path) -> None:
     if name in wl_first_node:
       w["marks"][f"{role}.workload_reports_node"] = {"ts": wl_first_node[name], "source": "workloads.tsv poller: status.nodeName set"}
     for cond in wl.get("status", {}).get("conditions", []):
-      w["marks"][f"{role}.condition_{cond['type']}_{cond['status']}"] = {"ts": parse_ts(cond.get("lastTransitionTime")), "source": f"Workload condition {cond.get('reason', '')}"}
+      w["marks"][f"{role}.condition_{cond['type']}_{cond['status']}"] = {
+        "ts": parse_ts(cond.get("lastTransitionTime")),
+        "source": f"Workload condition {cond.get('reason', '')}",
+      }
     workers[role] = w
 
   for pod in pods.get("items", []):
@@ -322,7 +350,7 @@ def cmd_timeline(out: Path) -> None:
       if running.get("startedAt"):
         w["marks"][f"{role}.container_started"] = {"ts": parse_ts(running["startedAt"]), "source": "containerStatuses.state.running.startedAt"}
       w["image_id"] = cs.get("imageID")
-    for ev in pod_events(events, name):
+    for ev in pod_events(events, pod):
       key = f"{role}.event_{ev['reason']}"
       if key in w["marks"]:
         continue
@@ -333,7 +361,6 @@ def cmd_timeline(out: Path) -> None:
       w["marks"][key] = entry
     log = out / f"log-{name}.txt"
     w["marks"].update(scan_log(log, SAMPLER_MARKS if role == "sampler" else TRAINER_MARKS))
-    model_id = w.get("model_id") or (workers.get("trainer", {}).get("model_id"))
     for key, when in ready.items():
       if key.startswith(f"open_rl:{role}_ready:"):
         w["marks"][f"{role}.ready_key"] = {"ts": when, "source": f"redis poller: {key}"}
@@ -353,14 +380,22 @@ def render(report: dict[str, Any]) -> str:
   t0 = client.get("client.create_model.start", {}).get("ts")
   lines = [f"# Cold start timeline: {report['case']}", ""]
   if t0:
-    lines.append(f"t=0 is the client's `create_model` call at {t0.isoformat(timespec='milliseconds')} UTC. Offsets are seconds after t=0; a negative offset is before it.")
+    lines.append(
+      f"t=0 is the client's `create_model` call at {t0.isoformat(timespec='milliseconds')} UTC. "
+      "Offsets are seconds after t=0; a negative offset is before it."
+    )
   lines.append("")
   for role in ("trainer", "sampler"):
     w = report["workers"].get(role)
     if not w:
       lines += [f"## {role}", "", "no worker observed", ""]
       continue
-    lines += [f"## {role}: `{w.get('pod')}` on `{w.get('node')}`", "", "| Mark | Clock (UTC) | t+ s | Self-reported s | Source |", "|---|---|---|---|---|"]
+    lines += [
+      f"## {role}: `{w.get('pod')}` on `{w.get('node')}`",
+      "",
+      "| Mark | Clock (UTC) | t+ s | Self-reported s | Source |",
+      "|---|---|---|---|---|",
+    ]
     rows = sorted(w["marks"].items(), key=lambda kv: (kv[1].get("ts") is None, kv[1].get("ts") or datetime.max.replace(tzinfo=UTC)))
     for name, m in rows:
       ts = m.get("ts")
@@ -398,7 +433,9 @@ def critical_path(report: dict[str, Any]) -> list[str]:
       ("sampler.pod_PodScheduled", "sampler.event_Pulled", "image pull (0 if cached)"),
       ("sampler.event_Pulled", "sampler.container_started", "container create"),
       ("sampler.container_started", "sampler.process_first_log", "process start to first log"),
-      ("sampler.process_first_log", "sampler.weights_loaded", "imports and engine setup until weights read"),
+      ("sampler.process_first_log", "sampler.engine_init_start", "imports until engine init"),
+      ("sampler.engine_init_start", "sampler.load_start", "engine init until load start"),
+      ("sampler.load_start", "sampler.weights_loaded", "weights load (vLLM prefetch into page cache + load)"),
       ("sampler.weights_loaded", "sampler.compile_done", "torch.compile"),
       ("sampler.compile_done", "sampler.engine_init_done", "profiling, KV cache, graph capture"),
       ("sampler.engine_init_done", "sampler.ready_key", "ready key"),

From 231c9348a638c74cc929ac451db92405a43744a3 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 09:16:22 -0700
Subject: [PATCH 03/19] scripts: render and report N in-cluster GSM8K GRPO
 client Jobs for the fleet demo

---
 scripts/demo_jobs.py   | 123 +++++++++++++++++++++++++++++++++++++++++
 scripts/demo_report.py |  92 ++++++++++++++++++++++++++++++
 2 files changed, 215 insertions(+)
 create mode 100644 scripts/demo_jobs.py
 create mode 100644 scripts/demo_report.py

diff --git a/scripts/demo_jobs.py b/scripts/demo_jobs.py
new file mode 100644
index 00000000..818f7175
--- /dev/null
+++ b/scripts/demo_jobs.py
@@ -0,0 +1,123 @@
+"""Render N in-cluster RL client Jobs for the fleet demo, from a short spec.
+
+  python3 scripts/demo_jobs.py --image <client image> --run demo-01 \\
+      --job lora:Qwen/Qwen3-0.6B:3 --job fft:google/gemma-4-e2b:2 --steps 3 | kubectl apply -f -
+
+Each --job is kind:model:count. kind is lora or fft. Every Job runs the GSM8K
+GRPO recipe (scripts/run_training_e2e.py, scenario lora-gsm8k-rl or
+fft-gsm8k-rl) against the API server's in-cluster Service, so no port-forward
+is involved. Jobs are named <run>-<kind>-<model slug>-<n> and labeled
+openrl.io/demo-run=<run>, so one selector lists, watches or deletes them all.
+Each Job writes its recipe output under
+/mnt/shared/open-rl/runs/demo/<run>/<job>/, where scripts/demo_report.py
+reads the step timings.
+"""
+
+import argparse
+import re
+import sys
+
+TEMPLATE = """---
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: {name}
+  namespace: {namespace}
+  labels:
+    app: openrl-demo
+    openrl.io/demo-run: "{run}"
+    openrl.io/demo-kind: "{kind}"
+    openrl.io/demo-model: "{slug}"
+spec:
+  backoffLimit: 0
+  ttlSecondsAfterFinished: 172800
+  template:
+    metadata:
+      labels:
+        app: openrl-demo
+        openrl.io/demo-run: "{run}"
+    spec:
+      restartPolicy: Never
+      serviceAccountName: open-rl-sa
+      tolerations:
+      - key: nvidia.com/gpu
+        operator: Exists
+        effect: NoSchedule
+      containers:
+      - name: client
+        image: {image}
+        imagePullPolicy: IfNotPresent
+        args:
+        - "scenario={scenario}"
+        - "uv_extra=cpu"
+        - "base_url=http://open-rl-api-server-service:8000"
+        - "base_model={model}"
+        - "steps={steps}"
+        - "group_size={group_size}"
+        - "groups_per_batch={groups_per_batch}"
+        - "max_tokens={max_tokens}"
+        - "log_dir=/mnt/shared/open-rl/runs/demo/{run}/{name}"
+        env:
+        - name: PYTHONUNBUFFERED
+          value: "1"
+        - name: HF_HOME
+          value: "/mnt/shared/open-rl/huggingface"
+        resources:
+          requests:
+            cpu: "1"
+            memory: "4Gi"
+          limits:
+            memory: "8Gi"
+        volumeMounts:
+        - name: shared-storage
+          mountPath: /mnt/shared
+      volumes:
+      - name: shared-storage
+        persistentVolumeClaim:
+          claimName: open-rl-shared-pvc
+"""
+
+
+def slug(model: str) -> str:
+  return re.sub(r"[^a-z0-9]+", "-", model.lower()).strip("-")[:30]
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter)
+  parser.add_argument("--image", required=True)
+  parser.add_argument("--run", required=True, help="name of this demo run; also the label value")
+  parser.add_argument("--job", action="append", required=True, help="kind:model:count, kind in {lora, fft}")
+  parser.add_argument("--steps", type=int, default=3)
+  parser.add_argument("--group-size", type=int, default=8)
+  parser.add_argument("--groups-per-batch", type=int, default=8)
+  parser.add_argument("--max-tokens", type=int, default=512)
+  parser.add_argument("--namespace", default="openrl-system")
+  args = parser.parse_args()
+  out = []
+  for spec in args.job:
+    kind, model, count = spec.rsplit(":", 2)
+    if kind not in ("lora", "fft"):
+      sys.exit(f"kind must be lora or fft, got {kind!r}")
+    for n in range(1, int(count) + 1):
+      name = f"{args.run}-{kind}-{slug(model)}-{n:02d}"
+      out.append(
+        TEMPLATE.format(
+          name=name,
+          namespace=args.namespace,
+          run=args.run,
+          kind=kind,
+          slug=slug(model),
+          image=args.image,
+          scenario=f"{kind}-gsm8k-rl",
+          model=model,
+          steps=args.steps,
+          group_size=args.group_size,
+          groups_per_batch=args.groups_per_batch,
+          max_tokens=args.max_tokens,
+        )
+      )
+  sys.stdout.write("".join(out))
+
+
+if __name__ == "__main__":
+  main()
diff --git a/scripts/demo_report.py b/scripts/demo_report.py
new file mode 100644
index 00000000..7d943006
--- /dev/null
+++ b/scripts/demo_report.py
@@ -0,0 +1,92 @@
+"""Per-job step timings for a demo run, from the Jobs and the recipes' metrics.
+
+  python3 scripts/demo_report.py --run demo-01 [--namespace openrl-system]
+
+For every Job labeled openrl.io/demo-run=<run>: when the pod started, when the
+first and last step finished, and the recipe's own per-step times
+(time/sampling, time/train_step, time/total) from metrics.jsonl on the shared
+volume, read through the API server pod. Prints one row per job and the share
+of jobs that finished N steps within a budget.
+"""
+
+import argparse
+import json
+import subprocess
+from datetime import datetime
+
+
+def sh(*args: str) -> str:
+  return subprocess.run(args, check=True, capture_output=True, text=True).stdout
+
+
+def ts(value: str | None) -> datetime | None:
+  return datetime.fromisoformat(value.replace("Z", "+00:00")) if value else None
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser()
+  parser.add_argument("--run", required=True)
+  parser.add_argument("--namespace", default="openrl-system")
+  parser.add_argument("--budget", type=float, default=180.0, help="seconds from pod start for the finish-rate line")
+  parser.add_argument("--steps", type=int, default=2, help="steps that count as finished for the finish-rate line")
+  args = parser.parse_args()
+  ns = args.namespace
+  jobs = json.loads(sh("kubectl", "-n", ns, "get", "jobs", "-l", f"openrl.io/demo-run={args.run}", "-o", "json"))["items"]
+  pods = json.loads(sh("kubectl", "-n", ns, "get", "pods", "-l", f"openrl.io/demo-run={args.run}", "-o", "json"))["items"]
+  pod_by_job = {p["metadata"]["labels"].get("job-name"): p for p in pods}
+  # One cat per job through the API server pod, which mounts the volume.
+  names = [j["metadata"]["name"] for j in jobs]
+  script = (
+    'for n in %s; do for f in /mnt/shared/open-rl/runs/demo/%s/$n/open-rl-tmp/*_gsm8k_rl/metrics.jsonl; do [ -f "$f" ] && { echo "== $n"; cat "$f"; }; done; done'
+    % (
+      " ".join(names),
+      args.run,
+    )
+  )
+  raw = sh("kubectl", "-n", ns, "exec", "deploy/open-rl-api-server", "--", "sh", "-c", script) if names else ""
+  metrics: dict[str, list[dict]] = {}
+  current = None
+  for line in raw.splitlines():
+    if line.startswith("== "):
+      current = line[3:].strip()
+      metrics[current] = []
+    elif current and line.strip():
+      try:
+        metrics[current].append(json.loads(line))
+      except ValueError:
+        pass
+  print(f"| job | pod start | status | steps | first step at +s | step {args.steps} at +s | sampling s/step | train s/step | total s/step |")
+  print("|---|---|---|---|---|---|---|---|---|")
+  finished = 0
+  for job in sorted(jobs, key=lambda j: j["metadata"]["name"]):
+    name = job["metadata"]["name"]
+    pod = pod_by_job.get(name, {})
+    start = ts(pod.get("status", {}).get("startTime"))
+    status = (
+      "succeeded" if job["status"].get("succeeded") else "failed" if job["status"].get("failed") else pod.get("status", {}).get("phase", "?").lower()
+    )
+    rows = [r for r in metrics.get(name, []) if "time/total" in r]
+    first = step_n = None
+    if rows and start:
+      # metrics rows carry no wall clock; derive from the pod start plus cumulative time/total,
+      # which the recipe measures per step including startup of the first.
+      elapsed = 0.0
+      for i, r in enumerate(rows, 1):
+        elapsed += float(r.get("time/total", 0))
+        if i == 1:
+          first = elapsed
+        if i == args.steps:
+          step_n = elapsed
+    if step_n is not None and step_n <= args.budget:
+      finished += 1
+    mean = lambda key: f"{sum(float(r.get(key, 0)) for r in rows) / len(rows):.1f}" if rows else ""
+    print(
+      f"| {name} | {start.strftime('%H:%M:%S') if start else ''} | {status} | {len(rows)} | {'' if first is None else f'{first:.0f}'} | "
+      f"{'' if step_n is None else f'{step_n:.0f}'} | {mean('time/sampling')} | {mean('time/train_step')} | {mean('time/total')} |"
+    )
+  if jobs:
+    print(f"\n{finished}/{len(jobs)} jobs reached step {args.steps} within {args.budget:.0f} s of pod start ({100 * finished / len(jobs):.0f}%).")
+
+
+if __name__ == "__main__":
+  main()

From 65350ba5512f814cde1b48c48349f77708c7145e Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 09:30:08 -0700
Subject: [PATCH 04/19] scripts: per-step rows in the demo report

---
 scripts/demo_report.py | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/scripts/demo_report.py b/scripts/demo_report.py
index 7d943006..4f4c9a05 100644
--- a/scripts/demo_report.py
+++ b/scripts/demo_report.py
@@ -29,6 +29,7 @@ def main() -> None:
   parser.add_argument("--namespace", default="openrl-system")
   parser.add_argument("--budget", type=float, default=180.0, help="seconds from pod start for the finish-rate line")
   parser.add_argument("--steps", type=int, default=2, help="steps that count as finished for the finish-rate line")
+  parser.add_argument("--per-step", action="store_true", help="also print every step of every job")
   args = parser.parse_args()
   ns = args.namespace
   jobs = json.loads(sh("kubectl", "-n", ns, "get", "jobs", "-l", f"openrl.io/demo-run={args.run}", "-o", "json"))["items"]
@@ -86,6 +87,15 @@ def main() -> None:
     )
   if jobs:
     print(f"\n{finished}/{len(jobs)} jobs reached step {args.steps} within {args.budget:.0f} s of pod start ({100 * finished / len(jobs):.0f}%).")
+  if args.per_step:
+    print("\n| job | step | sampling s | train s | save s | total s |")
+    print("|---|---|---|---|---|---|")
+    for name in sorted(metrics):
+      for i, r in enumerate([r for r in metrics[name] if "time/total" in r], 1):
+        print(
+          f"| {name} | {i} | {float(r.get('time/sampling', 0)):.1f} | {float(r.get('time/train_step', 0)):.1f} | "
+          f"{float(r.get('time/save_checkpoint', 0)):.1f} | {float(r.get('time/total', 0)):.1f} |"
+        )
 
 
 if __name__ == "__main__":

From 22fa006d1485e8f484f011b69f2d167b0ae52d5c Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 12:30:07 -0700
Subject: [PATCH 05/19] trainer: size the per-pass token budget from the
 vocabulary and free device memory

The cluster deployments never set OPEN_RL_TRAIN_TOKEN_BUDGET, so every
forward_backward ran one sequence per pass: 64 passes for a 64-rollout GRPO
step, 20 s of training per step for a 0.6B model on an H100. One fleet-wide
number does not work either: 65536 tokens of gemma-4-e2b logits (262k
vocabulary) is 22 GiB and OOMs an H100. The trainer now computes the budget
from the model's vocab_size and the free memory on its device, and caps an
explicit setting the same way. Measured: 0.6B training 20 s -> 4 s, gemma
31-35 s -> 8-10 s per step on H100 (runs/2026-10-17_demo_baselines).
---
 src/training/automodel_worker.py |  4 +--
 src/training/trainer_worker.py   | 46 +++++++++++++++++++++++++++++---
 tests/test_prefetch.py           | 30 +++++++++++++++++++++
 3 files changed, 74 insertions(+), 6 deletions(-)

diff --git a/src/training/automodel_worker.py b/src/training/automodel_worker.py
index abaf6e22..645e6229 100644
--- a/src/training/automodel_worker.py
+++ b/src/training/automodel_worker.py
@@ -412,11 +412,11 @@ def close_cp_context(self) -> None:
       self.cp_context.close()
       self.cp_context = None
 
-  def make_training_batches(self, data: list[Datum]) -> list[list[tuple[int, Datum]]]:
+  def make_training_batches(self, data: list[Datum], token_budget: int | None = None) -> list[list[tuple[int, Datum]]]:
     # The CP shard takes one unpadded sequence per pass.
     if self.cp_size > 1:
       return [[(idx, datum)] for idx, datum in enumerate(data)]
-    return super().make_training_batches(data)
+    return super().make_training_batches(data, token_budget)
 
   def compute_target_logprobs(
     self, model: torch.nn.Module, input_ids: torch.Tensor, attention_mask: torch.Tensor, target_token_ids: torch.Tensor
diff --git a/src/training/trainer_worker.py b/src/training/trainer_worker.py
index 0178cde1..053d69b6 100644
--- a/src/training/trainer_worker.py
+++ b/src/training/trainer_worker.py
@@ -107,7 +107,7 @@ def _run_batches(
     shard_count = self.shard_count()
     local_indices = shard_datum_indices(len(data), self.shard_rank(), shard_count)
     local_data = [data[idx] for idx in local_indices]
-    local_batches = self.make_training_batches(local_data)
+    local_batches = self.make_training_batches(local_data, self.train_token_budget(model))
     if shard_count > 1 and self.backward_runs_collectives:
       filler_passes = self.shard_all_reduce_max(len(local_batches)) - len(local_batches)
       filler = local_data[0] if local_data else data[0]
@@ -184,12 +184,50 @@ def _finish(self, data: list[Datum], loss_fn_outputs: list[dict[str, Any] | None
       "loss_fn_output_type": "ArrayRecord",
     }
 
-  def make_training_batches(self, data: list[Datum]) -> list[list[tuple[int, Datum]]]:
-    """Group examples for the single padded forward/backward path."""
+  def train_token_budget(self, model: PreTrainedModel) -> int:
+    """Padded tokens per forward/backward pass.
+
+    Unset or `auto`: sized from the model's vocabulary and the free device
+    memory, because the logits are what a batch costs. A step of 64 sequences
+    then runs as a few passes instead of 64 (measured on an H100: 20 s to 4 s
+    for a 0.6B model). A number is used as given, but still capped by the
+    same bound, because one number cannot fit every model: 65536 tokens of
+    gemma-4-e2b logits (262k vocabulary) is 22 GiB and does not fit an H100.
+    `0` keeps one sequence per pass.
+    """
+    raw = os.getenv("OPEN_RL_TRAIN_TOKEN_BUDGET", "auto").strip().lower()
+    if raw in ("0", "off"):
+      return 0
+    cap = self.logits_token_cap(model)
+    if raw == "auto" or not raw:
+      return cap
+    return min(int(raw), cap) if cap else int(raw)
+
+  # Bytes a token costs at the output layer: logits in the model dtype, the
+  # log-softmax, and what autograd keeps for backward. Half the free memory
+  # is left for activations and the optimizer.
+  LOGITS_BYTES_PER_VOCAB_ENTRY = 6
+  LOGITS_MEMORY_SHARE = 0.5
+  DEFAULT_TOKEN_CAP = 65536
+
+  def logits_token_cap(self, model: PreTrainedModel) -> int:
+    config = getattr(model, "config", None)
+    text_config = config.get_text_config() if config is not None and hasattr(config, "get_text_config") else config
+    vocab = int(getattr(text_config, "vocab_size", 0) or 0)
+    if vocab <= 0 or self.device.type != "cuda":
+      return self.DEFAULT_TOKEN_CAP
+    free_bytes, _ = torch.cuda.mem_get_info(self.device)
+    return max(1024, int(free_bytes * self.LOGITS_MEMORY_SHARE / (vocab * self.LOGITS_BYTES_PER_VOCAB_ENTRY)))
+
+  def make_training_batches(self, data: list[Datum], token_budget: int | None = None) -> list[list[tuple[int, Datum]]]:
+    """Group examples for the single padded forward/backward path. Without an
+    explicit budget the environment's number applies, 0 meaning one per pass."""
     if len(data) <= 1:
       return [[(idx, datum)] for idx, datum in enumerate(data)]
 
-    token_budget = int(os.getenv("OPEN_RL_TRAIN_TOKEN_BUDGET", "0"))
+    if token_budget is None:
+      raw = os.getenv("OPEN_RL_TRAIN_TOKEN_BUDGET", "0").strip().lower()
+      token_budget = 0 if raw in ("auto", "off", "") else int(raw)
 
     if token_budget <= 0:
       return [[(idx, datum)] for idx, datum in enumerate(data)]
diff --git a/tests/test_prefetch.py b/tests/test_prefetch.py
index a3df9ec1..3daf96fe 100644
--- a/tests/test_prefetch.py
+++ b/tests/test_prefetch.py
@@ -64,3 +64,33 @@ def test_large_files_are_split_across_threads(self):
 
 if __name__ == "__main__":
   unittest.main()
+
+
+class TrainTokenBudgetTest(unittest.TestCase):
+  """The per-pass token budget follows the vocabulary and the free memory unless pinned."""
+
+  def setUp(self):
+    from training.trainer_worker import BaseTrainerWorker
+
+    self.worker = BaseTrainerWorker()
+    self.model = type("Model", (), {"config": type("Config", (), {"vocab_size": 262144})()})()
+
+  def test_auto_is_the_logits_cap(self):
+    with patch.dict(os.environ, {"OPEN_RL_TRAIN_TOKEN_BUDGET": "auto"}), patch.object(type(self.worker), "logits_token_cap", return_value=7000):
+      self.assertEqual(self.worker.train_token_budget(self.model), 7000)
+    with patch.dict(os.environ, {}, clear=False), patch.object(type(self.worker), "logits_token_cap", return_value=7000):
+      os.environ.pop("OPEN_RL_TRAIN_TOKEN_BUDGET", None)
+      self.assertEqual(self.worker.train_token_budget(self.model), 7000)
+
+  def test_a_number_is_capped_by_what_the_logits_fit(self):
+    with patch.dict(os.environ, {"OPEN_RL_TRAIN_TOKEN_BUDGET": "65536"}), patch.object(type(self.worker), "logits_token_cap", return_value=7000):
+      self.assertEqual(self.worker.train_token_budget(self.model), 7000)
+    with patch.dict(os.environ, {"OPEN_RL_TRAIN_TOKEN_BUDGET": "4096"}), patch.object(type(self.worker), "logits_token_cap", return_value=7000):
+      self.assertEqual(self.worker.train_token_budget(self.model), 4096)
+
+  def test_zero_keeps_one_sequence_per_pass(self):
+    with patch.dict(os.environ, {"OPEN_RL_TRAIN_TOKEN_BUDGET": "0"}):
+      self.assertEqual(self.worker.train_token_budget(self.model), 0)
+
+  def test_cap_without_cuda_or_vocabulary_is_the_default(self):
+    self.assertEqual(self.worker.logits_token_cap(object()), self.worker.DEFAULT_TOKEN_CAP)

From 6ff6b6f6a691376bfc57323dce915ed83c28949b Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 13:10:53 -0700
Subject: [PATCH 06/19] trainer: log the token budget and pass count once

---
 src/training/trainer_worker.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/src/training/trainer_worker.py b/src/training/trainer_worker.py
index 053d69b6..46a280dc 100644
--- a/src/training/trainer_worker.py
+++ b/src/training/trainer_worker.py
@@ -30,6 +30,7 @@ def __init__(self):
     # When the model load started and finished, and what the page-cache
     # prefetch did; the request processor publishes it with the ready key.
     self.load_phases: dict[str, Any] = {}
+    self.token_budget_logged = False
 
     if torch.cuda.is_available():
       self.device = torch.device("cuda", local_rank())
@@ -107,7 +108,11 @@ def _run_batches(
     shard_count = self.shard_count()
     local_indices = shard_datum_indices(len(data), self.shard_rank(), shard_count)
     local_data = [data[idx] for idx in local_indices]
-    local_batches = self.make_training_batches(local_data, self.train_token_budget(model))
+    token_budget = self.train_token_budget(model)
+    local_batches = self.make_training_batches(local_data, token_budget)
+    if not self.token_budget_logged:
+      print(f"[trainer] token budget per pass: {token_budget or 'one sequence'}; {len(local_data)} sequences in {len(local_batches)} pass(es)")
+      self.token_budget_logged = True
     if shard_count > 1 and self.backward_runs_collectives:
       filler_passes = self.shard_all_reduce_max(len(local_batches)) - len(local_batches)
       filler = local_data[0] if local_data else data[0]

From 3f5d1bb6377e021312f755d79ebf69c964231c2b Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 13:36:49 -0700
Subject: [PATCH 07/19] deploy: pre-pull the worker image on every node; keep
 vLLM's compile cache on the node

A worker pull is 92 s on an H100 node and 169 s on an L4 node, paid twice by
a cold job (runs/2026-10-15_cold_start). The open-rl-worker-prepull DaemonSet
in the base bundle pulls the image at deploy time on every openrl.io/enabled
node, and workers now default to imagePullPolicy IfNotPresent so the pulled
image is what runs.

vLLM compiles the model on every sampler start, 28-37 s on an H100 and 122 s
on an L4 for gemma-4-e2b, and kept the result in the container. Samplers now
mount a hostPath (/var/lib/openrl/vllm-cache, OPEN_RL_VLLM_CACHE_HOSTPATH)
as VLLM_CACHE_ROOT, so the second sampler of a model on a node skips it.
---
 k8s/deploy/base/kustomization.yaml     |  1 +
 k8s/deploy/base/worker-prepull.yaml    | 44 ++++++++++++++++++++++++++
 src/server/scheduler_worker_manager.py | 25 +++++++++++++--
 tests/test_scheduler_worker_manager.py | 31 ++++++++++++++++++
 4 files changed, 99 insertions(+), 2 deletions(-)
 create mode 100644 k8s/deploy/base/worker-prepull.yaml

diff --git a/k8s/deploy/base/kustomization.yaml b/k8s/deploy/base/kustomization.yaml
index 1c95858c..ef4e9924 100644
--- a/k8s/deploy/base/kustomization.yaml
+++ b/k8s/deploy/base/kustomization.yaml
@@ -9,6 +9,7 @@ resources:
   - rbac.yaml
   - redis.yaml
   - api-server.yaml
+  - worker-prepull.yaml
 
 generatorOptions:
   disableNameSuffixHash: true
diff --git a/k8s/deploy/base/worker-prepull.yaml b/k8s/deploy/base/worker-prepull.yaml
new file mode 100644
index 00000000..41a70cd3
--- /dev/null
+++ b/k8s/deploy/base/worker-prepull.yaml
@@ -0,0 +1,44 @@
+# Pulls the worker image onto every node the scheduler may use, at deploy time
+# instead of inside the first job. Measured on GKE (runs/2026-10-15_cold_start):
+# a worker pull is 92 s on an H100 node with local SSD and 169 s on an L4 node
+# with a pd-balanced boot disk, and a cold job pays it twice, trainer and
+# sampler. The container only sleeps; it holds no GPU. The image reference is
+# rewritten by the kustomize images transformer like every other OpenRL image,
+# so a tag bump in the bundle re-pulls on every node as the DaemonSet rolls.
+apiVersion: apps/v1
+kind: DaemonSet
+metadata:
+  name: open-rl-worker-prepull
+  labels:
+    app: open-rl-worker-prepull
+spec:
+  selector:
+    matchLabels:
+      app: open-rl-worker-prepull
+  updateStrategy:
+    type: RollingUpdate
+    rollingUpdate:
+      # Every node pulls at once; there is nothing to protect by rolling slowly.
+      maxUnavailable: 100%
+  template:
+    metadata:
+      labels:
+        app: open-rl-worker-prepull
+    spec:
+      nodeSelector:
+        openrl.io/enabled: "true"
+      tolerations:
+      - key: "nvidia.com/gpu"
+        operator: "Exists"
+        effect: "NoSchedule"
+      containers:
+      - name: prepull
+        image: ghcr.io/gke-labs/open-rl/server:latest
+        imagePullPolicy: IfNotPresent
+        command: ["sleep", "infinity"]
+        resources:
+          requests:
+            cpu: "10m"
+            memory: "16Mi"
+          limits:
+            memory: "64Mi"
diff --git a/src/server/scheduler_worker_manager.py b/src/server/scheduler_worker_manager.py
index 29743bed..c0b59ea6 100644
--- a/src/server/scheduler_worker_manager.py
+++ b/src/server/scheduler_worker_manager.py
@@ -126,6 +126,8 @@ def pod_env(worker: Worker) -> list[dict[str, Any]]:
   # No other worker shares an exclusive worker's GPUs, so it never parks.
   if worker.exclusive:
     values["OPEN_RL_TIME_SLICING"] = "off"
+  if worker.role == "sampler" and vllm_cache_hostpath():
+    values["VLLM_CACHE_ROOT"] = VLLM_CACHE_MOUNT
   env: list[dict[str, Any]] = [{"name": name, "value": value} for name, value in values.items()]
   env.append({"name": "OPEN_RL_ACCEL_TIMESLICER_HOST", "valueFrom": {"fieldRef": {"fieldPath": "status.hostIP"}}})
   return env
@@ -177,11 +179,30 @@ def pod_template(worker: Worker) -> dict[str, Any]:
     template["spec"]["containers"][0]["volumeMounts"].append({"name": "dshm", "mountPath": "/dev/shm"})
     template["spec"]["volumes"].append({"name": "dshm", "emptyDir": {"medium": "Memory"}})
 
-  if pull_policy := os.getenv("OPEN_RL_WORKER_IMAGE_PULL_POLICY"):
-    template["spec"]["containers"][0]["imagePullPolicy"] = pull_policy
+  # Explicit, because Kubernetes defaults a :latest tag to Always and every
+  # worker start would then re-pull. The prepull DaemonSet puts the image on
+  # the node ahead of time; IfNotPresent is what makes that count.
+  template["spec"]["containers"][0]["imagePullPolicy"] = os.getenv("OPEN_RL_WORKER_IMAGE_PULL_POLICY", "IfNotPresent")
+  if worker.role == "sampler" and (cache_dir := vllm_cache_hostpath()):
+    # vLLM keeps its torch.compile artifacts and kernel autotune results under
+    # VLLM_CACHE_ROOT, keyed by model, GPU and engine config. In the container
+    # they die with the pod and every sampler start compiles again: measured
+    # 28-37 s on an H100 and 122 s on an L4 for gemma-4-e2b. A directory on
+    # the node's disk keeps them for the next sampler of that model there.
+    template["spec"]["containers"][0]["volumeMounts"].append({"name": "vllm-cache", "mountPath": VLLM_CACHE_MOUNT})
+    template["spec"]["volumes"].append({"name": "vllm-cache", "hostPath": {"path": cache_dir, "type": "DirectoryOrCreate"}})
   return template
 
 
+VLLM_CACHE_MOUNT = "/var/cache/openrl/vllm"
+
+
+def vllm_cache_hostpath() -> str | None:
+  """Where samplers keep vLLM's compile cache on the node, or None when turned off."""
+  value = os.getenv("OPEN_RL_VLLM_CACHE_HOSTPATH", "/var/lib/openrl/vllm-cache").strip()
+  return None if value.lower() in ("", "off", "none") else value
+
+
 def accelerator_spec(worker: Worker) -> dict[str, Any]:
   """A torchrun group asks for its devices, each sized for a whole replica."""
   if worker.devices > 1:
diff --git a/tests/test_scheduler_worker_manager.py b/tests/test_scheduler_worker_manager.py
index 40becf0e..2cc320a0 100644
--- a/tests/test_scheduler_worker_manager.py
+++ b/tests/test_scheduler_worker_manager.py
@@ -130,6 +130,37 @@ def test_mutable_worker_images_use_the_requested_pull_policy(self) -> None:
     # Reusing kind-dev must fetch the rebuilt worker rather than its cached predecessor.
     self.assertEqual(container["imagePullPolicy"], "Always")
 
+  def test_workers_default_to_if_not_present_so_a_prepulled_image_counts(self) -> None:
+    s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
+    with patch("server.worker_manager.get_state_store", return_value=s), patch.dict(os.environ, {}, clear=False):
+      os.environ.pop("OPEN_RL_WORKER_IMAGE_PULL_POLICY", None)
+      self.manager.ensure("job-lora-1", "trainer")
+    container = self.api.created[0]["spec"]["template"]["spec"]["containers"][0]
+    self.assertEqual(container["imagePullPolicy"], "IfNotPresent")
+
+  def test_samplers_keep_vllms_compile_cache_on_the_node(self) -> None:
+    s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
+    with patch("server.worker_manager.get_state_store", return_value=s), patch.dict(os.environ, {}, clear=False):
+      os.environ.pop("OPEN_RL_VLLM_CACHE_HOSTPATH", None)
+      self.manager.ensure("job-lora-1", "sampler")
+      self.manager.ensure("job-lora-1", "trainer")
+    sampler, trainer = (pod["spec"]["template"]["spec"] for pod in self.api.created)
+    env = {e["name"]: e.get("value") for e in sampler["containers"][0]["env"]}
+    self.assertEqual(env["VLLM_CACHE_ROOT"], "/var/cache/openrl/vllm")
+    self.assertIn({"name": "vllm-cache", "mountPath": "/var/cache/openrl/vllm"}, sampler["containers"][0]["volumeMounts"])
+    self.assertIn({"name": "vllm-cache", "hostPath": {"path": "/var/lib/openrl/vllm-cache", "type": "DirectoryOrCreate"}}, sampler["volumes"])
+    # The trainer does not run vLLM and gets nothing.
+    self.assertNotIn("VLLM_CACHE_ROOT", {e["name"] for e in trainer["containers"][0]["env"]})
+    self.assertNotIn("vllm-cache", {v["name"] for v in trainer["volumes"]})
+
+  def test_the_compile_cache_can_be_turned_off(self) -> None:
+    s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
+    with patch("server.worker_manager.get_state_store", return_value=s), patch.dict(os.environ, {"OPEN_RL_VLLM_CACHE_HOSTPATH": "off"}):
+      self.manager.ensure("job-lora-1", "sampler")
+    spec = self.api.created[0]["spec"]["template"]["spec"]
+    self.assertNotIn("vllm-cache", {v["name"] for v in spec["volumes"]})
+    self.assertNotIn("VLLM_CACHE_ROOT", {e["name"] for e in spec["containers"][0]["env"]})
+
   def test_workers_get_the_deployment_settings(self) -> None:
     s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
     settings = {"VLLM_MAX_MODEL_LEN": "131072", "OPEN_RL_TRAIN_TOKEN_BUDGET": "131072", "MAX_JOBS": "4"}

From aa45d406092059a862917b927f31a72658560ed9 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 14:02:49 -0700
Subject: [PATCH 08/19] scripts: one-screen watch for a demo run

---
 scripts/demo_watch.py | 113 ++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 113 insertions(+)
 create mode 100644 scripts/demo_watch.py

diff --git a/scripts/demo_watch.py b/scripts/demo_watch.py
new file mode 100644
index 00000000..23248be2
--- /dev/null
+++ b/scripts/demo_watch.py
@@ -0,0 +1,113 @@
+"""One screen for the fleet demo: the jobs, their steps, the workers, the GPUs, the storage.
+
+  python3 scripts/demo_watch.py --run drill-1 [--interval 5] [--once]
+
+Refreshes until Ctrl-C. Steps come from each job's metrics.jsonl on the shared
+volume (one `wc -l` through the API server pod per refresh), workers from the
+Workload objects, GPU occupancy from Workloads per node, storage from `df` on
+the volume. Everything shown is what kubectl would show; this only puts it on
+one page.
+"""
+
+import argparse
+import json
+import os
+import subprocess
+import sys
+import time
+from collections import Counter
+from datetime import UTC, datetime
+
+
+def sh(*args: str, timeout: float = 25) -> str:
+  try:
+    return subprocess.run(args, check=True, capture_output=True, text=True, timeout=timeout).stdout
+  except Exception:
+    return ""
+
+
+def ts(value):
+  return datetime.fromisoformat(value.replace("Z", "+00:00")) if value else None
+
+
+def snapshot(ns: str, run: str) -> dict:
+  jobs = json.loads(sh("kubectl", "-n", ns, "get", "jobs", "-l", f"openrl.io/demo-run={run}", "-o", "json") or '{"items":[]}')["items"]
+  pods = json.loads(sh("kubectl", "-n", ns, "get", "pods", "-l", f"openrl.io/demo-run={run}", "-o", "json") or '{"items":[]}')["items"]
+  workloads = json.loads(sh("kubectl", "-n", ns, "get", "workloads", "-o", "json") or '{"items":[]}')["items"]
+  names = [j["metadata"]["name"] for j in jobs]
+  script = (
+    f"cd /mnt/shared/open-rl/runs/demo/{run} 2>/dev/null || exit 0; "
+    + "for n in "
+    + " ".join(names)
+    + "; do f=$(ls $n/open-rl-tmp/*_gsm8k_rl/metrics.jsonl 2>/dev/null | head -1); "
+    + 'if [ -n "$f" ]; then echo "$n $(wc -l < $f)"; fi; done; df -h /mnt/shared | tail -1'
+  )
+  raw = sh("kubectl", "-n", ns, "exec", "deploy/open-rl-api-server", "--", "sh", "-c", script) if names else ""
+  steps, disk = {}, ""
+  for line in raw.splitlines():
+    parts = line.split()
+    if len(parts) == 2 and parts[0] in names:
+      steps[parts[0]] = int(parts[1])
+    elif line.startswith("10.") or "/mnt/shared" in line:
+      disk = line
+  pod_by_job = {p["metadata"]["labels"].get("job-name"): p for p in pods}
+  return {"jobs": jobs, "pod_by_job": pod_by_job, "workloads": workloads, "steps": steps, "disk": disk}
+
+
+def render(snap: dict, run: str, budget: float, target_steps: int) -> str:
+  now = datetime.now(UTC)
+  lines = [f"OpenRL fleet demo  run={run}  {now.strftime('%H:%M:%S')} UTC", ""]
+  lines.append(f"{'job':44} {'status':10} {'age':>6} {'steps':>5}")
+  done_in_time = total = 0
+  for job in sorted(snap["jobs"], key=lambda j: j["metadata"]["name"]):
+    name = job["metadata"]["name"]
+    pod = snap["pod_by_job"].get(name, {})
+    start = ts(pod.get("status", {}).get("startTime")) or ts(job["metadata"]["creationTimestamp"])
+    age = (now - start).total_seconds() if start else 0
+    status = (
+      "done" if job["status"].get("succeeded") else "FAILED" if job["status"].get("failed") else pod.get("status", {}).get("phase", "pending").lower()
+    )
+    n = snap["steps"].get(name, 0)
+    total += 1
+    if n >= target_steps and age <= budget or (job["status"].get("succeeded") and n >= target_steps and age <= budget):
+      done_in_time += 1
+    bar = "#" * n + "." * max(0, target_steps - n)
+    lines.append(f"{name[:44]:44} {status:10} {age:6.0f} {n:>3} {bar}")
+  lines.append("")
+  by_node: Counter = Counter()
+  phases: Counter = Counter()
+  for wl in snap["workloads"]:
+    st = wl.get("status", {})
+    phases[st.get("phase", "Pending")] += 1
+    if st.get("nodeName"):
+      by_node[st["nodeName"].replace("gke-open-rl-dra-", "")] += st.get("deviceCount") or 1
+  lines.append(f"workers: {len(snap['workloads'])}  " + "  ".join(f"{k}={v}" for k, v in sorted(phases.items())))
+  lines.append("GPUs in use by node: " + ", ".join(f"{n}:{c}" for n, c in sorted(by_node.items())))
+  lines.append(f"storage: {snap['disk'] or 'n/a'}")
+  lines.append("")
+  lines.append(f"{done_in_time}/{total} jobs at >= {target_steps} steps within {budget:.0f} s")
+  return "\n".join(lines)
+
+
+def main() -> None:
+  parser = argparse.ArgumentParser()
+  parser.add_argument("--run", required=True)
+  parser.add_argument("--namespace", default="openrl-system")
+  parser.add_argument("--interval", type=float, default=5.0)
+  parser.add_argument("--budget", type=float, default=180.0)
+  parser.add_argument("--steps", type=int, default=3)
+  parser.add_argument("--once", action="store_true")
+  args = parser.parse_args()
+  while True:
+    text = render(snapshot(args.namespace, args.run), args.run, args.budget, args.steps)
+    if args.once:
+      print(text)
+      return
+    os.system("clear")
+    sys.stdout.write(text + "\n")
+    sys.stdout.flush()
+    time.sleep(args.interval)
+
+
+if __name__ == "__main__":
+  main()

From 459e718a313356ee67fc074bc5b45de49b523330 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 14:21:31 -0700
Subject: [PATCH 09/19] deploy: let the vLLM compile cache live on a shared
 directory (OPEN_RL_VLLM_CACHE_DIR)

---
 src/server/scheduler_worker_manager.py | 14 +++++++++++---
 tests/test_scheduler_worker_manager.py | 12 ++++++++++++
 2 files changed, 23 insertions(+), 3 deletions(-)

diff --git a/src/server/scheduler_worker_manager.py b/src/server/scheduler_worker_manager.py
index c0b59ea6..c9a11d9b 100644
--- a/src/server/scheduler_worker_manager.py
+++ b/src/server/scheduler_worker_manager.py
@@ -126,8 +126,14 @@ def pod_env(worker: Worker) -> list[dict[str, Any]]:
   # No other worker shares an exclusive worker's GPUs, so it never parks.
   if worker.exclusive:
     values["OPEN_RL_TIME_SLICING"] = "off"
-  if worker.role == "sampler" and vllm_cache_hostpath():
-    values["VLLM_CACHE_ROOT"] = VLLM_CACHE_MOUNT
+  if worker.role == "sampler":
+    # OPEN_RL_VLLM_CACHE_DIR names a directory the worker already sees, such
+    # as one on the shared volume, so a cache can be fleet-wide; otherwise the
+    # node-local hostPath mounted below.
+    if shared := os.getenv("OPEN_RL_VLLM_CACHE_DIR"):
+      values["VLLM_CACHE_ROOT"] = shared
+    elif vllm_cache_hostpath():
+      values["VLLM_CACHE_ROOT"] = VLLM_CACHE_MOUNT
   env: list[dict[str, Any]] = [{"name": name, "value": value} for name, value in values.items()]
   env.append({"name": "OPEN_RL_ACCEL_TIMESLICER_HOST", "valueFrom": {"fieldRef": {"fieldPath": "status.hostIP"}}})
   return env
@@ -183,7 +189,9 @@ def pod_template(worker: Worker) -> dict[str, Any]:
   # worker start would then re-pull. The prepull DaemonSet puts the image on
   # the node ahead of time; IfNotPresent is what makes that count.
   template["spec"]["containers"][0]["imagePullPolicy"] = os.getenv("OPEN_RL_WORKER_IMAGE_PULL_POLICY", "IfNotPresent")
-  if worker.role == "sampler" and (cache_dir := vllm_cache_hostpath()):
+  if worker.role == "sampler" and os.getenv("OPEN_RL_VLLM_CACHE_DIR"):
+    pass  # a path inside an existing mount, typically the shared volume; nothing to add
+  elif worker.role == "sampler" and (cache_dir := vllm_cache_hostpath()):
     # vLLM keeps its torch.compile artifacts and kernel autotune results under
     # VLLM_CACHE_ROOT, keyed by model, GPU and engine config. In the container
     # they die with the pod and every sampler start compiles again: measured
diff --git a/tests/test_scheduler_worker_manager.py b/tests/test_scheduler_worker_manager.py
index 2cc320a0..1d4a4d7d 100644
--- a/tests/test_scheduler_worker_manager.py
+++ b/tests/test_scheduler_worker_manager.py
@@ -153,6 +153,18 @@ def test_samplers_keep_vllms_compile_cache_on_the_node(self) -> None:
     self.assertNotIn("VLLM_CACHE_ROOT", {e["name"] for e in trainer["containers"][0]["env"]})
     self.assertNotIn("vllm-cache", {v["name"] for v in trainer["volumes"]})
 
+  def test_the_compile_cache_can_live_on_the_shared_volume_instead(self) -> None:
+    s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
+    with (
+      patch("server.worker_manager.get_state_store", return_value=s),
+      patch.dict(os.environ, {"OPEN_RL_VLLM_CACHE_DIR": "/mnt/shared/open-rl/vllm-cache"}),
+    ):
+      self.manager.ensure("job-lora-1", "sampler")
+    spec = self.api.created[0]["spec"]["template"]["spec"]
+    env = {e["name"]: e.get("value") for e in spec["containers"][0]["env"]}
+    self.assertEqual(env["VLLM_CACHE_ROOT"], "/mnt/shared/open-rl/vllm-cache")
+    self.assertNotIn("vllm-cache", {v["name"] for v in spec["volumes"]})
+
   def test_the_compile_cache_can_be_turned_off(self) -> None:
     s = self.store_with("job-lora-1", {"base_model": "Qwen/Qwen2.5-0.5B", "fine_tuning_type": "lora"})
     with patch("server.worker_manager.get_state_store", return_value=s), patch.dict(os.environ, {"OPEN_RL_VLLM_CACHE_HOSTPATH": "off"}):

From 0e025fa69e78ff81d3cd0466b56009812ebb4c34 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 14:34:38 -0700
Subject: [PATCH 10/19] deploy: share vLLM's compile cache on the shared volume
 by default

Measured on open-rl-dra: a sampler of a model already compiled on any node
loads the AOT artifact in 1.1 s instead of compiling for 56-67 s, and its
engine initializes in 20 s instead of 88-106 s. The cache is 61 MB per model
and GPU type. The per-node hostPath remains for installs without a shared
volume (unset OPEN_RL_VLLM_CACHE_DIR).
---
 k8s/deploy/base/api-server.yaml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/k8s/deploy/base/api-server.yaml b/k8s/deploy/base/api-server.yaml
index de9f6c17..09e435db 100644
--- a/k8s/deploy/base/api-server.yaml
+++ b/k8s/deploy/base/api-server.yaml
@@ -53,6 +53,11 @@ spec:
               key: BASE_MODEL
         - name: OPEN_RL_TMP_DIR
           value: "/mnt/shared/open-rl"
+        # vLLM's compile cache, shared by every sampler in the fleet: the first
+        # sampler of a model on a GPU type compiles (about a minute), the rest
+        # load the result in a second. Unset it to keep a per-node hostPath instead.
+        - name: OPEN_RL_VLLM_CACHE_DIR
+          value: "/mnt/shared/open-rl/vllm-cache"
         # vLLM sampling enabled on cluster.
         - name: SAMPLING_BACKEND
           value: "vllm"

From 8736ff044bccba1aa8865e199afa5ba710a7f9fb Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 14:54:55 -0700
Subject: [PATCH 11/19] sampler: capture CUDA graphs for power-of-two batch
 sizes only

vLLM's default list captured dozens of sizes on every sampler start, 12-40 s
of it (runs/2026-10-17_demo_baselines). GRPO sends a few shapes that pad to
the next power of two; VLLM_CUDAGRAPH_CAPTURE_SIZES overrides the list or
keeps vLLM's with "default". The deployment can now also forward
VLLM_ENABLE_V1_MULTIPROCESSING to try the in-process engine.
---
 src/server/scheduler_worker_manager.py |  9 ++++++++-
 src/server/vllm_options.py             | 26 ++++++++++++++++++++++++++
 src/server/vllm_sampler.py             |  3 ++-
 tests/test_vllm_options.py             | 19 +++++++++++++++++++
 4 files changed, 55 insertions(+), 2 deletions(-)

diff --git a/src/server/scheduler_worker_manager.py b/src/server/scheduler_worker_manager.py
index c9a11d9b..09a17cbe 100644
--- a/src/server/scheduler_worker_manager.py
+++ b/src/server/scheduler_worker_manager.py
@@ -120,7 +120,14 @@ def pod_env(worker: Worker) -> list[dict[str, Any]]:
   }
   # MAX_JOBS caps FlashInfer's JIT build, which otherwise runs one ~3GB
   # compiler per core and blows through the pod's host memory limit.
-  for name in ("VLLM_GPU_MEMORY_UTILIZATION", "VLLM_MAX_MODEL_LEN", "OPEN_RL_TRAIN_TOKEN_BUDGET", "MAX_JOBS"):
+  for name in (
+    "VLLM_GPU_MEMORY_UTILIZATION",
+    "VLLM_MAX_MODEL_LEN",
+    "VLLM_CUDAGRAPH_CAPTURE_SIZES",
+    "VLLM_ENABLE_V1_MULTIPROCESSING",
+    "OPEN_RL_TRAIN_TOKEN_BUDGET",
+    "MAX_JOBS",
+  ):
     if os.getenv(name):
       values[name] = os.environ[name]
   # No other worker shares an exclusive worker's GPUs, so it never parks.
diff --git a/src/server/vllm_options.py b/src/server/vllm_options.py
index a62a6dbb..d742239c 100644
--- a/src/server/vllm_options.py
+++ b/src/server/vllm_options.py
@@ -2,6 +2,7 @@
 
 import os
 from collections.abc import Sequence
+from typing import Any
 
 
 def text_only_engine_kwargs() -> dict:
@@ -83,3 +84,28 @@ def detected_device_memory_bytes() -> int:
   except Exception:
     pass
   return 0
+
+
+# Batch sizes vLLM records a CUDA graph for. Its default list has dozens of
+# entries up to max_num_seqs and capturing them took 12-40 s on every sampler
+# start (runs/2026-10-17_demo_baselines). A GRPO step sends a handful of
+# shapes; powers of two up to max_num_seqs cover them with padding and cut the
+# capture to a few sizes. VLLM_CUDAGRAPH_CAPTURE_SIZES: "default" keeps vLLM's
+# list, otherwise a comma-separated list of sizes.
+def cudagraph_capture_sizes(max_num_seqs: int) -> list[int] | None:
+  raw = os.getenv("VLLM_CUDAGRAPH_CAPTURE_SIZES", "").strip().lower()
+  if raw == "default":
+    return None
+  if raw:
+    sizes = sorted({int(s) for s in raw.split(",") if s.strip()})
+  else:
+    sizes, size = [], 1
+    while size <= max_num_seqs:
+      sizes.append(size)
+      size *= 2
+  return [s for s in sizes if s <= max_num_seqs] or [max_num_seqs]
+
+
+def compilation_kwargs(max_num_seqs: int) -> dict[str, Any]:
+  sizes = cudagraph_capture_sizes(max_num_seqs)
+  return {} if sizes is None else {"compilation_config": {"cudagraph_capture_sizes": sizes}}
diff --git a/src/server/vllm_sampler.py b/src/server/vllm_sampler.py
index 84b461f0..811d1a65 100644
--- a/src/server/vllm_sampler.py
+++ b/src/server/vllm_sampler.py
@@ -27,7 +27,7 @@
 from accel_timeslicer.time_slicer import TimeSlicerClient, time_slicer_client_from_env, time_slicing_enabled, workload_from_env
 from accel_timeslicer.workload import SAMPLER_CLAIM, WorkloadRef, local_workload_name
 from server.store import RequestStore, StateStore, get_state_store, get_store
-from server.vllm_options import gpu_memory_utilization, sampler_batch_limits, split_stop, text_only_engine_kwargs
+from server.vllm_options import compilation_kwargs, gpu_memory_utilization, sampler_batch_limits, split_stop, text_only_engine_kwargs
 
 tracer = trace.get_tracer("vllm.inference.worker")
 SHUTDOWN_SENTINEL = "SHUTDOWN_SENTINEL"
@@ -52,6 +52,7 @@ def engine_kwargs_from_env(fft_enabled: bool) -> dict[str, Any]:
     "max_model_len": int(os.getenv("VLLM_MAX_MODEL_LEN", "8192")),
     **sampler_batch_limits(),
     "gpu_memory_utilization": gpu_memory_utilization(),
+    **compilation_kwargs(sampler_batch_limits()["max_num_seqs"]),
     "enable_prefix_caching": False,
     "enforce_eager": os.getenv("VLLM_ENFORCE_EAGER", "0") == "1",
     **text_only_engine_kwargs(),
diff --git a/tests/test_vllm_options.py b/tests/test_vllm_options.py
index d81f23dc..d43af9cc 100644
--- a/tests/test_vllm_options.py
+++ b/tests/test_vllm_options.py
@@ -2,6 +2,7 @@
 import unittest
 from unittest.mock import patch
 
+from server import vllm_options
 from server.vllm_options import gpu_memory_utilization, split_stop
 
 
@@ -46,3 +47,21 @@ def test_placement_claim_does_not_cap_the_device(self) -> None:
   def test_without_a_budget_the_default_holds(self) -> None:
     with patch.dict(os.environ, {}, clear=True):
       self.assertEqual(gpu_memory_utilization(), 0.90)
+
+
+class CudagraphCaptureSizesTest(unittest.TestCase):
+  def test_powers_of_two_up_to_the_sequence_limit_by_default(self):
+    with patch.dict(os.environ, {}, clear=False):
+      os.environ.pop("VLLM_CUDAGRAPH_CAPTURE_SIZES", None)
+      self.assertEqual(vllm_options.cudagraph_capture_sizes(64), [1, 2, 4, 8, 16, 32, 64])
+      self.assertEqual(vllm_options.cudagraph_capture_sizes(256)[-1], 256)
+      self.assertEqual(vllm_options.compilation_kwargs(8), {"compilation_config": {"cudagraph_capture_sizes": [1, 2, 4, 8]}})
+
+  def test_an_explicit_list_is_sorted_and_capped(self):
+    with patch.dict(os.environ, {"VLLM_CUDAGRAPH_CAPTURE_SIZES": "64, 8,16,512"}):
+      self.assertEqual(vllm_options.cudagraph_capture_sizes(128), [8, 16, 64])
+
+  def test_default_keeps_vllms_own_list(self):
+    with patch.dict(os.environ, {"VLLM_CUDAGRAPH_CAPTURE_SIZES": "default"}):
+      self.assertIsNone(vllm_options.cudagraph_capture_sizes(64))
+      self.assertEqual(vllm_options.compilation_kwargs(64), {})

From d5361edcf913544ada9231efd7dd0c8e954b8e8e Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 18:05:35 -0700
Subject: [PATCH 12/19] sampler: keep room for the weight update's dense
 staging copy

An FFT sampler applies each sparse delta through vLLM's checkpoint patch
loader, which stages a dense copy of every patched checkpoint tensor on
the device. gemma-4-e2b's per-layer input embedding is 4.38 GiB of that,
and vLLM's default share leaves 2.2 GiB free on an L4: the sampler died at
its first update (runs/2026-10-17_demo_baselines, solo gemma probe).

The sampler now reads the largest tensor from the checkpoint's safetensors
headers and takes that much, plus a margin, off vLLM's share of the
device, never below a floor; OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB overrides
it. The estimator adds the same room to the FFT sampler's placement claim
from a per-model table, so the claim and the runtime agree. LoRA samplers
never update base weights and are unchanged.
---
 src/server/estimator.py    |  40 +++++++++++++-
 src/server/vllm_options.py | 107 +++++++++++++++++++++++++++++++++++--
 src/server/vllm_sampler.py |  13 ++++-
 tests/test_estimator.py    |  27 +++++++++-
 tests/test_vllm_options.py |  64 ++++++++++++++++++++++
 5 files changed, 243 insertions(+), 8 deletions(-)

diff --git a/src/server/estimator.py b/src/server/estimator.py
index 37383b3c..77bb37a3 100644
--- a/src/server/estimator.py
+++ b/src/server/estimator.py
@@ -41,6 +41,27 @@
   "gemma-4-e2b": 7_168,  # 7 of 35 layers are full attention, 1 kv head, head dim 256
   "gemma-4-e4b": 14_336,  # 7 of 42 layers are full attention, 2 kv heads, head dim 256
 }
+# Elements in the largest checkpoint tensor. A full-fine-tuning sampler applies
+# each weight update through vLLM's patch loader, which stages a dense copy of
+# every patched checkpoint tensor on the device, so the sampler must keep that
+# much free on top of what vLLM profiles. Read from the safetensors headers for
+# the models in the cache; the rest are vocab x hidden from config.json. Gemma-4
+# models carry a per-layer input embedding, vocab x (256 x layers), that is far
+# larger than the token embedding.
+MODEL_TO_LARGEST_TENSOR_ELEMENTS: dict[str, int] = {
+  "qwen2.5-0.5b": 136_134_656,  # embed_tokens [151936, 896]
+  "qwen3-0.6b": 155_582_464,  # embed_tokens [151936, 1024]
+  "qwen2.5-1.5b": 233_373_696,  # [151936, 1536]
+  "qwen3-1.7b": 311_164_928,  # [151936, 2048]
+  "qwen3-4b": 388_956_160,  # embed_tokens [151936, 2560]
+  "qwen2.5-7b": 544_997_376,  # [152064, 3584]
+  "qwen3-8b": 622_329_856,  # embed_tokens [151936, 4096]
+  "qwen3.5-9b": 1_017_118_720,  # [248320, 4096]
+  "qwen3.5-27b": 1_271_398_400,  # [248320, 5120]
+  "gemma-3-1b": 301_989_888,  # [262144, 1152]
+  "gemma-4-e2b": 2_348_810_240,  # embed_tokens_per_layer [262144, 8960]
+  "gemma-4-e4b": 2_818_572_288,  # embed_tokens_per_layer [262144, 10752]
+}
 UNKNOWN_MODEL = "qwen3-8b"  # unknown models are sized large, not small
 VARIANT_SUFFIXES = ("-instruct", "-it", "-pt", "-base", "-chat")
 
@@ -78,6 +99,12 @@ def parameter_count(base_model: str) -> int | None:
 SAMPLER_LORA_SLOT_BYTES = GIB
 SAMPLER_LORA_SLOT_BYTES_PER_PARAM = 0.25
 SAMPLER_KV_TOKENS = 8 * 8192  # eight max-length requests in flight
+# A full-fine-tuning sampler's weight update: the largest checkpoint tensor
+# staged densely in bf16, plus the sparse delta and the loader's working set.
+# Measured: gemma-4-e2b's update asked for 4.38 GiB on an L4 that had 1.86 GiB
+# free and died (runs/2026-10-17_demo_baselines).
+SAMPLER_WEIGHT_UPDATE_BYTES_PER_ELEMENT = 2
+SAMPLER_WEIGHT_UPDATE_MARGIN_BYTES = GIB // 2
 # Parked in host memory: fft trainer 12 B/param + a weight copy in flight;
 # plus process overhead. Measured: 0.5B trainer 28Gi, sampler 20Gi; 8B FFT
 # sampler 39Gi steady; 7B FFT trainer OOM-killed at 110Gi.
@@ -108,14 +135,23 @@ def resources(self) -> dict:
     return {"requests": {"memory": gib(self.host_request_bytes)}, "limits": {"memory": gib(self.host_limit_bytes)}}
 
 
-def sampler_device_bytes(params: int, kv_bytes_per_token: int, kind: str) -> int:
+def sampler_device_bytes(params: int, kv_bytes_per_token: int, kind: str, largest_tensor_elements: int = 0) -> int:
   device = params * SAMPLER_WEIGHT_BYTES_PER_PARAM
   device += SAMPLER_OVERHEAD_BYTES + int(params * SAMPLER_OVERHEAD_BYTES_PER_PARAM)
   if kind == "lora":
     device += SAMPLER_LORA_SLOT_BYTES + int(params * SAMPLER_LORA_SLOT_BYTES_PER_PARAM)
+  else:
+    device += weight_update_bytes(largest_tensor_elements)
   return device + kv_bytes_per_token * SAMPLER_KV_TOKENS
 
 
+def weight_update_bytes(largest_tensor_elements: int) -> int:
+  """What a full-fine-tuning sampler keeps free for applying a weight update."""
+  if largest_tensor_elements <= 0:
+    return 0
+  return largest_tensor_elements * SAMPLER_WEIGHT_UPDATE_BYTES_PER_ELEMENT + SAMPLER_WEIGHT_UPDATE_MARGIN_BYTES
+
+
 def footprint(base_model: str, fine_tuning_type: str, role: str) -> Footprint:
   model = normalize_model_id(base_model)
   if model not in MODEL_TO_PARAM_COUNT:
@@ -126,6 +162,6 @@ def footprint(base_model: str, fine_tuning_type: str, role: str) -> Footprint:
   if role == "trainer":
     device = params * TRAINER_DEVICE_BYTES_PER_PARAM[kind] + TRAINER_DEVICE_RESERVE_BYTES
   else:
-    device = sampler_device_bytes(params, MODEL_TO_KV_BYTES_PER_TOKEN[model], kind)
+    device = sampler_device_bytes(params, MODEL_TO_KV_BYTES_PER_TOKEN[model], kind, MODEL_TO_LARGEST_TENSOR_ELEMENTS[model])
   host = params * HOST_BYTES_PER_PARAM[(kind, role)] + HOST_OVERHEAD_BYTES[role]
   return Footprint(device, host, int(host * HOST_LIMIT_FACTOR))
diff --git a/src/server/vllm_options.py b/src/server/vllm_options.py
index d742239c..13e37604 100644
--- a/src/server/vllm_options.py
+++ b/src/server/vllm_options.py
@@ -1,6 +1,8 @@
 """Engine and sampling options shared by the two vLLM sampler workers."""
 
+import json
 import os
+import struct
 from collections.abc import Sequence
 from typing import Any
 
@@ -37,8 +39,32 @@ def split_stop(stop: str | Sequence[str] | Sequence[int] | None) -> tuple[list[s
   return (strings or None), (token_ids or None)
 
 
-def gpu_memory_utilization() -> float:
-  """vLLM's share of the device: an explicit VLLM_GPU_MEMORY_UTILIZATION, else 0.90.
+DEFAULT_GPU_MEMORY_UTILIZATION = 0.90
+# vLLM must keep at least this much of the device, whatever the headroom asks.
+MIN_GPU_MEMORY_UTILIZATION = 0.40
+# What a weight update needs beyond the largest staged tensor: the sparse
+# delta's values and indices, and the loader's working set.
+WEIGHT_UPDATE_MARGIN_BYTES = 512 * 2**20
+SAFETENSORS_DTYPE_BYTES = {
+  "F64": 8,
+  "I64": 8,
+  "U64": 8,
+  "F32": 4,
+  "I32": 4,
+  "U32": 4,
+  "BF16": 2,
+  "F16": 2,
+  "I16": 2,
+  "U16": 2,
+  "I8": 1,
+  "U8": 1,
+  "BOOL": 1,
+}
+
+
+def gpu_memory_utilization(headroom_bytes: int = 0, device_memory_bytes: int | None = None) -> float:
+  """vLLM's share of the device: an explicit VLLM_GPU_MEMORY_UTILIZATION, else 0.90
+  less whatever headroom the caller must keep free.
 
   OPEN_RL_ACCELERATOR_MEMORY is deliberately not consulted. It is the placement
   claim the scheduler sized this worker for, not a runtime cap: workers that
@@ -46,11 +72,86 @@ def gpu_memory_utilization() -> float:
   use all of it. Sizing vLLM from the claim starved the sampler of KV cache on
   large devices and made Gemma-4's first engine init fail when the cold
   torch.compile transient did not fit in the claim.
+
+  Headroom is different: it is memory a later transient needs that vLLM's own
+  profiling never sees. An FFT sampler applies each weight update through
+  vLLM's checkpoint patch loader, which stages a dense copy of every patched
+  checkpoint tensor on the device; gemma-4-e2b's per-layer embedding is 4.4 GiB
+  of that, and on an L4 the 10% vLLM leaves free is 2.2 GiB. The sampler died at
+  its first update (runs/2026-10-17_demo_baselines). The headroom comes off
+  vLLM's share so the update fits, and never pushes the share below the floor.
   """
   explicit = os.getenv("VLLM_GPU_MEMORY_UTILIZATION")
   if explicit:
     return float(explicit)
-  return 0.90
+  if headroom_bytes <= 0:
+    return DEFAULT_GPU_MEMORY_UTILIZATION
+  if device_memory_bytes is None:
+    device_memory_bytes = detected_device_memory_bytes()
+  if device_memory_bytes <= 0:
+    return DEFAULT_GPU_MEMORY_UTILIZATION
+  share = DEFAULT_GPU_MEMORY_UTILIZATION - headroom_bytes / device_memory_bytes
+  return round(max(MIN_GPU_MEMORY_UTILIZATION, min(DEFAULT_GPU_MEMORY_UTILIZATION, share)), 4)
+
+
+def weight_update_headroom_bytes(model: str) -> int:
+  """Device memory a full-fine-tuning sampler must keep free for weight updates.
+
+  OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB overrides the estimate; "0" disables it.
+  Otherwise it is the largest tensor in the model's checkpoint, the dense
+  staging copy the patch loader allocates, plus a fixed margin. The checkpoint
+  is already in the local Hugging Face cache because the engine loads from it.
+  """
+  explicit = os.getenv("OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB")
+  if explicit:
+    return int(float(explicit) * 2**30)
+  largest = largest_checkpoint_tensor_bytes(model)
+  if largest <= 0:
+    return 0
+  return largest + WEIGHT_UPDATE_MARGIN_BYTES
+
+
+def largest_checkpoint_tensor_bytes(model: str) -> int:
+  """The biggest tensor in the model's safetensors files, from their headers only.
+
+  Returns 0 when the checkpoint cannot be found locally or holds no safetensors.
+  """
+  directory = model if os.path.isdir(model) else local_snapshot(model)
+  if not directory:
+    return 0
+  largest = 0
+  for name in sorted(os.listdir(directory)):
+    if not name.endswith(".safetensors"):
+      continue
+    try:
+      largest = max(largest, largest_tensor_in_header(os.path.join(directory, name)))
+    except (OSError, ValueError, KeyError):
+      continue
+  return largest
+
+
+def local_snapshot(model: str) -> str | None:
+  try:
+    from huggingface_hub import snapshot_download
+
+    return snapshot_download(model, local_files_only=True, allow_patterns=["*.safetensors"])
+  except Exception:
+    return None
+
+
+def largest_tensor_in_header(path: str) -> int:
+  with open(path, "rb") as f:
+    (header_len,) = struct.unpack("<Q", f.read(8))
+    header = json.loads(f.read(header_len))
+  largest = 0
+  for name, info in header.items():
+    if name == "__metadata__":
+      continue
+    numel = 1
+    for dim in info["shape"]:
+      numel *= dim
+    largest = max(largest, numel * SAFETENSORS_DTYPE_BYTES.get(info["dtype"], 2))
+  return largest
 
 
 def sampler_batch_limits(device_memory_bytes: int | None = None) -> dict[str, int]:
diff --git a/src/server/vllm_sampler.py b/src/server/vllm_sampler.py
index 811d1a65..40ea91bb 100644
--- a/src/server/vllm_sampler.py
+++ b/src/server/vllm_sampler.py
@@ -27,7 +27,14 @@
 from accel_timeslicer.time_slicer import TimeSlicerClient, time_slicer_client_from_env, time_slicing_enabled, workload_from_env
 from accel_timeslicer.workload import SAMPLER_CLAIM, WorkloadRef, local_workload_name
 from server.store import RequestStore, StateStore, get_state_store, get_store
-from server.vllm_options import compilation_kwargs, gpu_memory_utilization, sampler_batch_limits, split_stop, text_only_engine_kwargs
+from server.vllm_options import (
+  compilation_kwargs,
+  gpu_memory_utilization,
+  sampler_batch_limits,
+  split_stop,
+  text_only_engine_kwargs,
+  weight_update_headroom_bytes,
+)
 
 tracer = trace.get_tracer("vllm.inference.worker")
 SHUTDOWN_SENTINEL = "SHUTDOWN_SENTINEL"
@@ -51,7 +58,9 @@ def engine_kwargs_from_env(fft_enabled: bool) -> dict[str, Any]:
     "enable_lora": not fft_enabled,
     "max_model_len": int(os.getenv("VLLM_MAX_MODEL_LEN", "8192")),
     **sampler_batch_limits(),
-    "gpu_memory_utilization": gpu_memory_utilization(),
+    # An FFT sampler keeps room for the dense staging copy each weight update
+    # allocates; a LoRA sampler never updates base weights.
+    "gpu_memory_utilization": gpu_memory_utilization(weight_update_headroom_bytes(model_name) if fft_enabled else 0),
     **compilation_kwargs(sampler_batch_limits()["max_num_seqs"]),
     "enable_prefix_caching": False,
     "enforce_eager": os.getenv("VLLM_ENFORCE_EAGER", "0") == "1",
diff --git a/tests/test_estimator.py b/tests/test_estimator.py
index ebd14d1d..f8e79b43 100644
--- a/tests/test_estimator.py
+++ b/tests/test_estimator.py
@@ -2,7 +2,16 @@
 import unittest
 from unittest.mock import patch
 
-from server.estimator import GIB, MODEL_TO_KV_BYTES_PER_TOKEN, SAMPLER_KV_TOKENS, footprint, normalize_model_id, parameter_count
+from server.estimator import (
+  GIB,
+  MODEL_TO_KV_BYTES_PER_TOKEN,
+  MODEL_TO_LARGEST_TENSOR_ELEMENTS,
+  SAMPLER_KV_TOKENS,
+  footprint,
+  normalize_model_id,
+  parameter_count,
+  weight_update_bytes,
+)
 
 
 def kv_cache_bytes(model: str) -> int:
@@ -35,6 +44,22 @@ def test_sampler_matches_the_live_samplers(self) -> None:
       predicted_kv = kv_cache_bytes(model) - (fp.accelerator_bytes - budget * GIB)
       self.assertAlmostEqual(predicted_kv / GIB, kv, delta=0.3, msg=model)
 
+  def test_fft_sampler_keeps_room_for_its_weight_update(self) -> None:
+    # gemma-4-e2b's sparse update stages its 4.38 GiB per-layer embedding
+    # densely on the device; sized without it the sampler landed on an L4 and
+    # died at the first update. The claim carries it, and still fits the L4
+    # (so does vLLM's share once it is told to leave the room, see
+    # vllm_options.gpu_memory_utilization). LoRA samplers never update base
+    # weights and pay nothing.
+    room = weight_update_bytes(MODEL_TO_LARGEST_TENSOR_ELEMENTS["gemma-4-e2b"])
+    self.assertGreater(room, 4 * GIB)
+    full = footprint("google/gemma-4-e2b", "full", "sampler").accelerator_bytes
+    self.assertGreater(full, 16 * GIB)
+    self.assertLess(full, 22 * GIB)
+    self.assertLess(
+      footprint("Qwen/Qwen3-0.6B", "full", "sampler").accelerator_bytes, footprint("Qwen/Qwen3-0.6B", "lora", "sampler").accelerator_bytes
+    )
+
   def test_sampler_kv_cache_grows_with_the_model(self) -> None:
     # An 8B LoRA sampler sized at 22Gi landed on an L4 with 0.23 GiB of KV
     # cache left and crash-looped; it belongs on the 80GB tier. 4B still fits,
diff --git a/tests/test_vllm_options.py b/tests/test_vllm_options.py
index d43af9cc..0a26f7dc 100644
--- a/tests/test_vllm_options.py
+++ b/tests/test_vllm_options.py
@@ -1,10 +1,15 @@
+import json
 import os
+import struct
+import tempfile
 import unittest
 from unittest.mock import patch
 
 from server import vllm_options
 from server.vllm_options import gpu_memory_utilization, split_stop
 
+GIB = 1024**3
+
 
 class SplitStopTest(unittest.TestCase):
   def test_none(self):
@@ -48,6 +53,65 @@ def test_without_a_budget_the_default_holds(self) -> None:
     with patch.dict(os.environ, {}, clear=True):
       self.assertEqual(gpu_memory_utilization(), 0.90)
 
+  def test_headroom_comes_off_vllms_share(self) -> None:
+    # gemma-4-e2b's weight update stages a 4.38 GiB tensor; on a 22 GiB L4 vLLM
+    # must leave that free on top of its own 10%, and on an 80 GB H100 a little.
+    with patch.dict(os.environ, {}, clear=True):
+      l4 = gpu_memory_utilization(headroom_bytes=int(4.88 * GIB), device_memory_bytes=int(22.03 * GIB))
+      h100 = gpu_memory_utilization(headroom_bytes=int(4.88 * GIB), device_memory_bytes=80 * GIB)
+    self.assertAlmostEqual(l4, 0.90 - 4.88 / 22.03, places=3)
+    self.assertAlmostEqual(h100, 0.90 - 4.88 / 80, places=3)
+    self.assertLess((0.90 - l4) * 22.03, 4.88 + 0.01)
+
+  def test_headroom_never_pushes_the_share_below_the_floor(self) -> None:
+    with patch.dict(os.environ, {}, clear=True):
+      self.assertEqual(gpu_memory_utilization(headroom_bytes=20 * GIB, device_memory_bytes=22 * GIB), vllm_options.MIN_GPU_MEMORY_UTILIZATION)
+
+  def test_explicit_fraction_ignores_headroom(self) -> None:
+    with patch.dict(os.environ, {"VLLM_GPU_MEMORY_UTILIZATION": "0.5"}, clear=True):
+      self.assertEqual(gpu_memory_utilization(headroom_bytes=10 * GIB, device_memory_bytes=22 * GIB), 0.5)
+
+  def test_unknown_device_keeps_the_default(self) -> None:
+    with patch.dict(os.environ, {}, clear=True):
+      self.assertEqual(gpu_memory_utilization(headroom_bytes=5 * GIB, device_memory_bytes=0), 0.90)
+
+
+def write_safetensors(path: str, tensors: dict[str, tuple[str, list[int]]]) -> None:
+  """A safetensors file with the given header and zero-filled data."""
+  header, offset = {}, 0
+  for name, (dtype, shape) in tensors.items():
+    numel = 1
+    for dim in shape:
+      numel *= dim
+    size = numel * vllm_options.SAFETENSORS_DTYPE_BYTES[dtype]
+    header[name] = {"dtype": dtype, "shape": shape, "data_offsets": [offset, offset + size]}
+    offset += size
+  raw = json.dumps(header).encode()
+  with open(path, "wb") as f:
+    f.write(struct.pack("<Q", len(raw)))
+    f.write(raw)
+    f.write(b"\0" * offset)
+
+
+class WeightUpdateHeadroomTest(unittest.TestCase):
+  def test_largest_tensor_is_read_from_the_headers(self) -> None:
+    with tempfile.TemporaryDirectory() as d:
+      write_safetensors(os.path.join(d, "model-00001.safetensors"), {"embed": ("BF16", [1024, 64]), "norm": ("F32", [64])})
+      write_safetensors(os.path.join(d, "model-00002.safetensors"), {"head": ("BF16", [2048, 64])})
+      self.assertEqual(vllm_options.largest_checkpoint_tensor_bytes(d), 2048 * 64 * 2)
+      with patch.dict(os.environ, {}, clear=True):
+        self.assertEqual(vllm_options.weight_update_headroom_bytes(d), 2048 * 64 * 2 + vllm_options.WEIGHT_UPDATE_MARGIN_BYTES)
+
+  def test_missing_checkpoint_means_no_headroom(self) -> None:
+    with patch.dict(os.environ, {}, clear=True), patch.object(vllm_options, "local_snapshot", return_value=None):
+      self.assertEqual(vllm_options.weight_update_headroom_bytes("nobody/no-such-model"), 0)
+
+  def test_explicit_headroom_wins(self) -> None:
+    with patch.dict(os.environ, {"OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB": "1.5"}, clear=True):
+      self.assertEqual(vllm_options.weight_update_headroom_bytes("nobody/no-such-model"), int(1.5 * GIB))
+    with patch.dict(os.environ, {"OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB": "0"}, clear=True):
+      self.assertEqual(vllm_options.weight_update_headroom_bytes("nobody/no-such-model"), 0)
+
 
 class CudagraphCaptureSizesTest(unittest.TestCase):
   def test_powers_of_two_up_to_the_sequence_limit_by_default(self):

From ed0f6298b53d456bc2c2ceee0dc949074e976e6b Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 18:05:35 -0700
Subject: [PATCH 13/19] scripts: give each demo client its own Hugging Face
 cache

Twelve clients taking filelock locks in one cache directory on NFS lost a
client to a stale file handle (drill 2). An init container now seeds an
emptyDir per client with the dataset and the model's tokenizer and config
files, skipping weight files; 38 MB for gemma-4-e2b. Also clears two lint
findings in demo_report.py.
---
 scripts/demo_jobs.py   | 34 +++++++++++++++++++++++++++++++++-
 scripts/demo_report.py | 13 +++++++------
 2 files changed, 40 insertions(+), 7 deletions(-)

diff --git a/scripts/demo_jobs.py b/scripts/demo_jobs.py
index 818f7175..4cf12c74 100644
--- a/scripts/demo_jobs.py
+++ b/scripts/demo_jobs.py
@@ -61,7 +61,7 @@
         - name: PYTHONUNBUFFERED
           value: "1"
         - name: HF_HOME
-          value: "/mnt/shared/open-rl/huggingface"
+          value: "/hf"
         resources:
           requests:
             cpu: "1"
@@ -71,10 +71,41 @@
         volumeMounts:
         - name: shared-storage
           mountPath: /mnt/shared
+        - name: hf-cache
+          mountPath: /hf
+      # Each client gets its own Hugging Face cache on an emptyDir, seeded from the
+      # shared one. Twelve clients locking one cache directory on NFS at the same
+      # time lost a client to "Stale file handle" in filelock (drill 2). The seed
+      # is the dataset plus the model's tokenizer and config files; weight files
+      # (anything over 64 MiB) are skipped, the client never reads them.
+      initContainers:
+      - name: seed-hf-cache
+        image: busybox:1.36
+        command: ["sh", "-c"]
+        args:
+        - |
+          set -e
+          S=/mnt/shared/open-rl/huggingface; D=/hf; M={hub_dir}
+          mkdir -p $D/hub $D/datasets
+          [ -d $S/datasets ] && cp -a $S/datasets/. $D/datasets/
+          [ -d $S/hub/datasets--openai--gsm8k ] && cp -a $S/hub/datasets--openai--gsm8k $D/hub/
+          if [ -d $S/hub/$M ]; then
+            cd $S/hub
+            find $M -type d -exec mkdir -p $D/hub/{{}} \\;
+            find $M \\( -type l -o \\( -type f -size -65536k \\) \\) -exec cp -a {{}} $D/hub/{{}} \\;
+          fi
+          du -sh $D
+        volumeMounts:
+        - name: shared-storage
+          mountPath: /mnt/shared
+        - name: hf-cache
+          mountPath: /hf
       volumes:
       - name: shared-storage
         persistentVolumeClaim:
           claimName: open-rl-shared-pvc
+      - name: hf-cache
+        emptyDir: {{}}
 """
 
 
@@ -110,6 +141,7 @@ def main() -> None:
           image=args.image,
           scenario=f"{kind}-gsm8k-rl",
           model=model,
+          hub_dir="models--" + model.replace("/", "--"),
           steps=args.steps,
           group_size=args.group_size,
           groups_per_batch=args.groups_per_batch,
diff --git a/scripts/demo_report.py b/scripts/demo_report.py
index 4f4c9a05..cd469577 100644
--- a/scripts/demo_report.py
+++ b/scripts/demo_report.py
@@ -37,12 +37,10 @@ def main() -> None:
   pod_by_job = {p["metadata"]["labels"].get("job-name"): p for p in pods}
   # One cat per job through the API server pod, which mounts the volume.
   names = [j["metadata"]["name"] for j in jobs]
+  job_list = " ".join(names)
   script = (
-    'for n in %s; do for f in /mnt/shared/open-rl/runs/demo/%s/$n/open-rl-tmp/*_gsm8k_rl/metrics.jsonl; do [ -f "$f" ] && { echo "== $n"; cat "$f"; }; done; done'
-    % (
-      " ".join(names),
-      args.run,
-    )
+    f"for n in {job_list}; do for f in /mnt/shared/open-rl/runs/demo/{args.run}/$n/open-rl-tmp/*_gsm8k_rl/metrics.jsonl; "
+    'do [ -f "$f" ] && { echo "== $n"; cat "$f"; }; done; done'
   )
   raw = sh("kubectl", "-n", ns, "exec", "deploy/open-rl-api-server", "--", "sh", "-c", script) if names else ""
   metrics: dict[str, list[dict]] = {}
@@ -80,7 +78,10 @@ def main() -> None:
           step_n = elapsed
     if step_n is not None and step_n <= args.budget:
       finished += 1
-    mean = lambda key: f"{sum(float(r.get(key, 0)) for r in rows) / len(rows):.1f}" if rows else ""
+
+    def mean(key: str, rows=rows) -> str:
+      return f"{sum(float(r.get(key, 0)) for r in rows) / len(rows):.1f}" if rows else ""
+
     print(
       f"| {name} | {start.strftime('%H:%M:%S') if start else ''} | {status} | {len(rows)} | {'' if first is None else f'{first:.0f}'} | "
       f"{'' if step_n is None else f'{step_n:.0f}'} | {mean('time/sampling')} | {mean('time/train_step')} | {mean('time/total')} |"

From 87417c27eb05923994faf329ec0e25e990c28aed Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 18:30:17 -0700
Subject: [PATCH 14/19] sampler: wake the KV cache after the weight update, and
 size the update's room at its peak

vLLM's patch loader stages each patched checkpoint tensor densely, then its
NaN-masked copy_ builds a bool mask and the merged result: 2.5x the tensor,
all live at once. For gemma-4-e2b's per-layer embedding that is 11 GiB.
Measured on an L4 (runs/2026-10-17_demo_baselines): 1x headroom still died
at the 2.19 GiB mask; the update went through with 10.7 GiB free.

The sampler now wakes only the weights when it takes the GPU and wakes the
KV cache after ensure_weights, vLLM's documented order for RL updates, so
the parked KV cache is not in the way. The runtime headroom is 2.5x the
largest tensor plus a margin, and vLLM's share never drops below what the
resident weights need. The estimator's claim uses the same factor: a gemma
FFT sampler no longer fits a 24 GB device and goes to the 80 GB tier by its
own size.
---
 src/server/estimator.py     | 15 +++++----
 src/server/vllm_options.py  | 65 +++++++++++++++++++++++--------------
 src/server/vllm_sampler.py  | 55 +++++++++++++++++++++----------
 tests/test_estimator.py     | 24 +++++++-------
 tests/test_sampler_patch.py | 23 ++++++++++++-
 tests/test_vllm_options.py  | 13 +++++++-
 6 files changed, 132 insertions(+), 63 deletions(-)

diff --git a/src/server/estimator.py b/src/server/estimator.py
index 77bb37a3..11e03627 100644
--- a/src/server/estimator.py
+++ b/src/server/estimator.py
@@ -99,12 +99,15 @@ def parameter_count(base_model: str) -> int | None:
 SAMPLER_LORA_SLOT_BYTES = GIB
 SAMPLER_LORA_SLOT_BYTES_PER_PARAM = 0.25
 SAMPLER_KV_TOKENS = 8 * 8192  # eight max-length requests in flight
-# A full-fine-tuning sampler's weight update: the largest checkpoint tensor
-# staged densely in bf16, plus the sparse delta and the loader's working set.
-# Measured: gemma-4-e2b's update asked for 4.38 GiB on an L4 that had 1.86 GiB
-# free and died (runs/2026-10-17_demo_baselines).
-SAMPLER_WEIGHT_UPDATE_BYTES_PER_ELEMENT = 2
-SAMPLER_WEIGHT_UPDATE_MARGIN_BYTES = GIB // 2
+# A full-fine-tuning sampler's weight update: vLLM's patch loader stages the
+# largest checkpoint tensor densely in bf16 (2 B/element), and its NaN-masked
+# copy adds a bool mask (1 B) and the merged result (2 B), all live at once;
+# plus the sparse delta and the loader's working set. Measured on gemma-4-e2b's
+# 2.35 B-element per-layer embedding: the update died on an L4 with 1.9 and
+# then 5.7 GiB free, and went through with 10.7 GiB free
+# (runs/2026-10-17_demo_baselines).
+SAMPLER_WEIGHT_UPDATE_BYTES_PER_ELEMENT = 5
+SAMPLER_WEIGHT_UPDATE_MARGIN_BYTES = GIB
 # Parked in host memory: fft trainer 12 B/param + a weight copy in flight;
 # plus process overhead. Measured: 0.5B trainer 28Gi, sampler 20Gi; 8B FFT
 # sampler 39Gi steady; 7B FFT trainer OOM-killed at 110Gi.
diff --git a/src/server/vllm_options.py b/src/server/vllm_options.py
index 13e37604..b8600175 100644
--- a/src/server/vllm_options.py
+++ b/src/server/vllm_options.py
@@ -42,9 +42,16 @@ def split_stop(stop: str | Sequence[str] | Sequence[int] | None) -> tuple[list[s
 DEFAULT_GPU_MEMORY_UTILIZATION = 0.90
 # vLLM must keep at least this much of the device, whatever the headroom asks.
 MIN_GPU_MEMORY_UTILIZATION = 0.40
-# What a weight update needs beyond the largest staged tensor: the sparse
-# delta's values and indices, and the loader's working set.
-WEIGHT_UPDATE_MARGIN_BYTES = 512 * 2**20
+# vLLM's patch loader stages each patched checkpoint tensor densely (its bytes
+# once), then its NaN-masked copy_ builds a bool mask (half) and the merged
+# result (once more): 2.5x the tensor, all live at the same moment. Measured on
+# gemma-4-e2b's 4.38 GiB per-layer embedding: 1x headroom still died at the
+# 2.19 GiB mask, and the update went through with 10.7 GiB free.
+WEIGHT_UPDATE_STAGING_FACTOR = 2.5
+# The sparse delta's values and indices and the loader's working set.
+WEIGHT_UPDATE_MARGIN_BYTES = 2**30
+# vLLM's share must still hold the weights with room for a small KV cache.
+WEIGHTS_RESIDENT_MARGIN_BYTES = 2**30
 SAFETENSORS_DTYPE_BYTES = {
   "F64": 8,
   "I64": 8,
@@ -62,7 +69,7 @@ def split_stop(stop: str | Sequence[str] | Sequence[int] | None) -> tuple[list[s
 }
 
 
-def gpu_memory_utilization(headroom_bytes: int = 0, device_memory_bytes: int | None = None) -> float:
+def gpu_memory_utilization(headroom_bytes: int = 0, device_memory_bytes: int | None = None, resident_bytes: int = 0) -> float:
   """vLLM's share of the device: an explicit VLLM_GPU_MEMORY_UTILIZATION, else 0.90
   less whatever headroom the caller must keep free.
 
@@ -75,11 +82,12 @@ def gpu_memory_utilization(headroom_bytes: int = 0, device_memory_bytes: int | N
 
   Headroom is different: it is memory a later transient needs that vLLM's own
   profiling never sees. An FFT sampler applies each weight update through
-  vLLM's checkpoint patch loader, which stages a dense copy of every patched
-  checkpoint tensor on the device; gemma-4-e2b's per-layer embedding is 4.4 GiB
-  of that, and on an L4 the 10% vLLM leaves free is 2.2 GiB. The sampler died at
-  its first update (runs/2026-10-17_demo_baselines). The headroom comes off
-  vLLM's share so the update fits, and never pushes the share below the floor.
+  vLLM's checkpoint patch loader, which stages dense copies of every patched
+  checkpoint tensor on the device; gemma-4-e2b's per-layer embedding needs 11
+  GiB of that, and on an L4 the 10% vLLM leaves free is 2.2 GiB. The sampler
+  died at its first update (runs/2026-10-17_demo_baselines). The headroom comes
+  off vLLM's share so the update fits, and never pushes the share below the
+  floor or below what the resident weights need.
   """
   explicit = os.getenv("VLLM_GPU_MEMORY_UTILIZATION")
   if explicit:
@@ -91,43 +99,49 @@ def gpu_memory_utilization(headroom_bytes: int = 0, device_memory_bytes: int | N
   if device_memory_bytes <= 0:
     return DEFAULT_GPU_MEMORY_UTILIZATION
   share = DEFAULT_GPU_MEMORY_UTILIZATION - headroom_bytes / device_memory_bytes
-  return round(max(MIN_GPU_MEMORY_UTILIZATION, min(DEFAULT_GPU_MEMORY_UTILIZATION, share)), 4)
+  floor = max(MIN_GPU_MEMORY_UTILIZATION, (resident_bytes + WEIGHTS_RESIDENT_MARGIN_BYTES) / device_memory_bytes if resident_bytes > 0 else 0)
+  return round(max(floor, min(DEFAULT_GPU_MEMORY_UTILIZATION, share)), 4)
 
 
 def weight_update_headroom_bytes(model: str) -> int:
   """Device memory a full-fine-tuning sampler must keep free for weight updates.
 
   OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB overrides the estimate; "0" disables it.
-  Otherwise it is the largest tensor in the model's checkpoint, the dense
-  staging copy the patch loader allocates, plus a fixed margin. The checkpoint
-  is already in the local Hugging Face cache because the engine loads from it.
+  Otherwise it is the staging the patch loader allocates for the largest tensor
+  in the model's checkpoint, plus a fixed margin. The checkpoint is already in
+  the local Hugging Face cache because the engine loads from it.
   """
   explicit = os.getenv("OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB")
   if explicit:
     return int(float(explicit) * 2**30)
-  largest = largest_checkpoint_tensor_bytes(model)
+  largest, _ = checkpoint_tensor_bytes(model)
   if largest <= 0:
     return 0
-  return largest + WEIGHT_UPDATE_MARGIN_BYTES
+  return int(largest * WEIGHT_UPDATE_STAGING_FACTOR) + WEIGHT_UPDATE_MARGIN_BYTES
 
 
 def largest_checkpoint_tensor_bytes(model: str) -> int:
-  """The biggest tensor in the model's safetensors files, from their headers only.
+  return checkpoint_tensor_bytes(model)[0]
 
-  Returns 0 when the checkpoint cannot be found locally or holds no safetensors.
+
+def checkpoint_tensor_bytes(model: str) -> tuple[int, int]:
+  """(largest tensor, all tensors) in the model's safetensors files, from their headers only.
+
+  Both are 0 when the checkpoint cannot be found locally or holds no safetensors.
   """
   directory = model if os.path.isdir(model) else local_snapshot(model)
   if not directory:
-    return 0
-  largest = 0
+    return 0, 0
+  largest = total = 0
   for name in sorted(os.listdir(directory)):
     if not name.endswith(".safetensors"):
       continue
     try:
-      largest = max(largest, largest_tensor_in_header(os.path.join(directory, name)))
+      file_largest, file_total = tensor_bytes_in_header(os.path.join(directory, name))
     except (OSError, ValueError, KeyError):
       continue
-  return largest
+    largest, total = max(largest, file_largest), total + file_total
+  return largest, total
 
 
 def local_snapshot(model: str) -> str | None:
@@ -139,19 +153,20 @@ def local_snapshot(model: str) -> str | None:
     return None
 
 
-def largest_tensor_in_header(path: str) -> int:
+def tensor_bytes_in_header(path: str) -> tuple[int, int]:
   with open(path, "rb") as f:
     (header_len,) = struct.unpack("<Q", f.read(8))
     header = json.loads(f.read(header_len))
-  largest = 0
+  largest = total = 0
   for name, info in header.items():
     if name == "__metadata__":
       continue
     numel = 1
     for dim in info["shape"]:
       numel *= dim
-    largest = max(largest, numel * SAFETENSORS_DTYPE_BYTES.get(info["dtype"], 2))
-  return largest
+    size = numel * SAFETENSORS_DTYPE_BYTES.get(info["dtype"], 2)
+    largest, total = max(largest, size), total + size
+  return largest, total
 
 
 def sampler_batch_limits(device_memory_bytes: int | None = None) -> dict[str, int]:
diff --git a/src/server/vllm_sampler.py b/src/server/vllm_sampler.py
index 40ea91bb..f1e7cffa 100644
--- a/src/server/vllm_sampler.py
+++ b/src/server/vllm_sampler.py
@@ -28,6 +28,7 @@
 from accel_timeslicer.workload import SAMPLER_CLAIM, WorkloadRef, local_workload_name
 from server.store import RequestStore, StateStore, get_state_store, get_store
 from server.vllm_options import (
+  checkpoint_tensor_bytes,
   compilation_kwargs,
   gpu_memory_utilization,
   sampler_batch_limits,
@@ -60,7 +61,10 @@ def engine_kwargs_from_env(fft_enabled: bool) -> dict[str, Any]:
     **sampler_batch_limits(),
     # An FFT sampler keeps room for the dense staging copy each weight update
     # allocates; a LoRA sampler never updates base weights.
-    "gpu_memory_utilization": gpu_memory_utilization(weight_update_headroom_bytes(model_name) if fft_enabled else 0),
+    "gpu_memory_utilization": gpu_memory_utilization(
+      headroom_bytes=weight_update_headroom_bytes(model_name) if fft_enabled else 0,
+      resident_bytes=checkpoint_tensor_bytes(model_name)[1] if fft_enabled else 0,
+    ),
     **compilation_kwargs(sampler_batch_limits()["max_num_seqs"]),
     "enable_prefix_caching": False,
     "enforce_eager": os.getenv("VLLM_ENFORCE_EAGER", "0") == "1",
@@ -128,31 +132,48 @@ def __init__(self, engine: AsyncLLMEngine) -> None:
     self.engine = engine
     self.weights_path: str | None = None
     self.update_failed = False
+    # A fresh engine is fully awake; sleep() parks weights and KV cache both.
+    self.kv_cache_awake = True
 
   async def wake(self) -> None:
-    await self.engine.wake_up(tags=["weights", "kv_cache"])
+    """Bring the weights back; the KV cache follows once the weights are current.
+
+    A weight update stages dense copies of the patched tensors on the device
+    (gemma-4-e2b: 11 GiB for its per-layer embedding). With the KV cache still
+    parked that memory is free; woken first, it is not, and the update died on
+    an L4 (runs/2026-10-17_demo_baselines). This is vLLM's documented order for
+    RL weight updates: wake weights, update, wake the KV cache.
+    """
+    await self.engine.wake_up(tags=["weights"])
+    self.kv_cache_awake = False
+
+  async def wake_kv_cache(self) -> None:
+    if not self.kv_cache_awake:
+      await self.engine.wake_up(tags=["kv_cache"])
+      self.kv_cache_awake = True
 
   async def sleep(self) -> None:
     await self.engine.sleep(level=1)
+    self.kv_cache_awake = False
 
   async def ensure_weights(self, weights_path: str | None) -> None:
-    """Make the engine hold weights_path; None keeps whatever it holds."""
+    """Make the engine hold weights_path and be ready to generate; None keeps whatever it holds."""
     if self.update_failed:
       raise RuntimeError("Weight update failed; restart the sampler before serving")
-    if weights_path is None or weights_path == self.weights_path:
-      return
-    # No finally/resume on failure: partially updated weights must not be served.
-    try:
-      await self.engine.pause_generation(mode="wait", clear_cache=True)
-      await self.engine.start_weight_update()
-      await self.engine.update_weights(WeightTransferUpdateRequest(update_info={"target_weights_path": weights_path}))
-      await self.engine.finish_weight_update(weight_version=weights_path)
-      await self.engine.reset_encoder_cache()
-      await self.engine.resume_generation()
-    except BaseException:
-      self.update_failed = True
-      raise
-    self.weights_path = weights_path
+    if weights_path is not None and weights_path != self.weights_path:
+      # No finally/resume on failure: partially updated weights must not be served.
+      try:
+        await self.engine.pause_generation(mode="wait", clear_cache=True)
+        await self.engine.start_weight_update()
+        await self.engine.update_weights(WeightTransferUpdateRequest(update_info={"target_weights_path": weights_path}))
+        await self.engine.finish_weight_update(weight_version=weights_path)
+        await self.engine.reset_encoder_cache()
+        await self.engine.resume_generation()
+      except BaseException:
+        self.update_failed = True
+        raise
+      self.weights_path = weights_path
+    await self.wake_kv_cache()
 
   async def generate(self, request: dict[str, Any]) -> dict[str, Any]:
     request_id = request["request_id"]
diff --git a/tests/test_estimator.py b/tests/test_estimator.py
index f8e79b43..64e38648 100644
--- a/tests/test_estimator.py
+++ b/tests/test_estimator.py
@@ -45,20 +45,18 @@ def test_sampler_matches_the_live_samplers(self) -> None:
       self.assertAlmostEqual(predicted_kv / GIB, kv, delta=0.3, msg=model)
 
   def test_fft_sampler_keeps_room_for_its_weight_update(self) -> None:
-    # gemma-4-e2b's sparse update stages its 4.38 GiB per-layer embedding
-    # densely on the device; sized without it the sampler landed on an L4 and
-    # died at the first update. The claim carries it, and still fits the L4
-    # (so does vLLM's share once it is told to leave the room, see
-    # vllm_options.gpu_memory_utilization). LoRA samplers never update base
-    # weights and pay nothing.
+    # gemma-4-e2b's sparse update stages its 2.35 B-element per-layer embedding
+    # densely on the device, 11 GiB at the peak; sized without it the sampler
+    # landed on an L4 and died at the first update. With it the claim no longer
+    # fits a 24 GB device, so gemma FFT sampling belongs on the 80 GB tier. A
+    # 0.6B model's update is small and its FFT sampler still fits an L4. LoRA
+    # samplers never update base weights and pay nothing.
     room = weight_update_bytes(MODEL_TO_LARGEST_TENSOR_ELEMENTS["gemma-4-e2b"])
-    self.assertGreater(room, 4 * GIB)
-    full = footprint("google/gemma-4-e2b", "full", "sampler").accelerator_bytes
-    self.assertGreater(full, 16 * GIB)
-    self.assertLess(full, 22 * GIB)
-    self.assertLess(
-      footprint("Qwen/Qwen3-0.6B", "full", "sampler").accelerator_bytes, footprint("Qwen/Qwen3-0.6B", "lora", "sampler").accelerator_bytes
-    )
+    self.assertGreater(room, 11 * GIB)
+    self.assertGreater(footprint("google/gemma-4-e2b", "full", "sampler").accelerator_bytes, 22 * GIB)
+    self.assertLess(footprint("google/gemma-4-e2b", "full", "sampler").accelerator_bytes, 79 * GIB)
+    self.assertLess(footprint("Qwen/Qwen3-0.6B", "full", "sampler").accelerator_bytes, 22 * GIB)
+    self.assertEqual(weight_update_bytes(0), 0)
 
   def test_sampler_kv_cache_grows_with_the_model(self) -> None:
     # An 8B LoRA sampler sized at 22Gi landed on an L4 with 0.23 GiB of KV
diff --git a/tests/test_sampler_patch.py b/tests/test_sampler_patch.py
index e8d22cf9..bb776ae3 100644
--- a/tests/test_sampler_patch.py
+++ b/tests/test_sampler_patch.py
@@ -71,6 +71,25 @@ async def test_unchanged_weights_skip_update(self):
     self.engine.sleep.assert_not_called()
     self.engine.wake_up.assert_not_called()
 
+  async def test_kv_cache_wakes_after_the_weight_update(self):
+    # The update stages dense copies of the patched tensors; with the KV cache
+    # still parked that memory is free (gemma-4-e2b needs 11 GiB of it).
+    seen = []
+    self.engine.wake_up.side_effect = lambda tags: seen.append(("wake", tuple(tags)))
+    self.engine.update_weights.side_effect = lambda req: seen.append(("update", req.update_info["target_weights_path"]))
+    await self.sampler.sleep()
+    await self.sampler.wake()
+    await process_batch(self.sampler, self.store, [{"request_id": "1", "weights_path": "a"}])
+    self.assertEqual(seen, [("wake", ("weights",)), ("update", "a"), ("wake", ("kv_cache",))])
+    # A second batch on the same weights neither updates nor wakes again.
+    await process_batch(self.sampler, self.store, [{"request_id": "2", "weights_path": "a"}])
+    self.assertEqual(len(seen), 3)
+    # After the next sleep and wake the KV cache is brought back even with no update to do.
+    await self.sampler.sleep()
+    await self.sampler.wake()
+    await process_batch(self.sampler, self.store, [{"request_id": "3", "weights_path": "a"}])
+    self.assertEqual(seen[3:], [("wake", ("weights",)), ("wake", ("kv_cache",))])
+
   async def test_failed_update_poisons_sampler_without_committing(self):
     self.engine.update_weights.side_effect = RuntimeError("invalid patch")
     await process_batch(self.sampler, self.store, [{"request_id": "bad", "weights_path": "a"}])
@@ -157,7 +176,9 @@ async def test_initialization_and_batches_own_slots_and_cleanup_once(self):
     await serve_time_sliced("test", self.store, self.factory)
     self.assertEqual(self.events, ["acquire", "create", "release", "acquire", "release"])
     self.assertEqual(self.engine.sleep.await_count, 2)
-    self.engine.wake_up.assert_awaited_once()
+    # Weights come back when the slot is taken; the KV cache only once the
+    # weights are known to be current, so a weight update has the room.
+    self.assertEqual([c.kwargs["tags"] for c in self.engine.wake_up.await_args_list], [["weights"], ["kv_cache"]])
     self.engine.shutdown.assert_called_once()
     self.slicer.register.assert_awaited_once_with(self.workload)
     self.slicer.unregister.assert_awaited_once_with(self.workload)
diff --git a/tests/test_vllm_options.py b/tests/test_vllm_options.py
index 0a26f7dc..400b31fa 100644
--- a/tests/test_vllm_options.py
+++ b/tests/test_vllm_options.py
@@ -63,6 +63,13 @@ def test_headroom_comes_off_vllms_share(self) -> None:
     self.assertAlmostEqual(h100, 0.90 - 4.88 / 80, places=3)
     self.assertLess((0.90 - l4) * 22.03, 4.88 + 0.01)
 
+  def test_the_share_still_holds_the_resident_weights(self) -> None:
+    # gemma-4-e2b on an L4: 11 GiB of headroom would leave 0.40 of 22 GiB, less
+    # than the 9 GiB of weights vLLM must load. The resident weights win.
+    with patch.dict(os.environ, {}, clear=True):
+      share = gpu_memory_utilization(headroom_bytes=12 * GIB, device_memory_bytes=22 * GIB, resident_bytes=9 * GIB)
+    self.assertAlmostEqual(share, 10 / 22, places=3)
+
   def test_headroom_never_pushes_the_share_below_the_floor(self) -> None:
     with patch.dict(os.environ, {}, clear=True):
       self.assertEqual(gpu_memory_utilization(headroom_bytes=20 * GIB, device_memory_bytes=22 * GIB), vllm_options.MIN_GPU_MEMORY_UTILIZATION)
@@ -99,8 +106,12 @@ def test_largest_tensor_is_read_from_the_headers(self) -> None:
       write_safetensors(os.path.join(d, "model-00001.safetensors"), {"embed": ("BF16", [1024, 64]), "norm": ("F32", [64])})
       write_safetensors(os.path.join(d, "model-00002.safetensors"), {"head": ("BF16", [2048, 64])})
       self.assertEqual(vllm_options.largest_checkpoint_tensor_bytes(d), 2048 * 64 * 2)
+      self.assertEqual(vllm_options.checkpoint_tensor_bytes(d), (2048 * 64 * 2, 1024 * 64 * 2 + 64 * 4 + 2048 * 64 * 2))
       with patch.dict(os.environ, {}, clear=True):
-        self.assertEqual(vllm_options.weight_update_headroom_bytes(d), 2048 * 64 * 2 + vllm_options.WEIGHT_UPDATE_MARGIN_BYTES)
+        self.assertEqual(
+          vllm_options.weight_update_headroom_bytes(d),
+          int(2048 * 64 * 2 * vllm_options.WEIGHT_UPDATE_STAGING_FACTOR) + vllm_options.WEIGHT_UPDATE_MARGIN_BYTES,
+        )
 
   def test_missing_checkpoint_means_no_headroom(self) -> None:
     with patch.dict(os.environ, {}, clear=True), patch.object(vllm_options, "local_snapshot", return_value=None):

From 943eb383ec523ab0673d2f3ec123152d5b092113 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 18:46:54 -0700
Subject: [PATCH 15/19] scheduler: cap the seats a shared claim may hold

Host memory bounds how many workers park on a node, but says nothing about
time: six FFT samplers on one H100 ran each step six times slower while
other GPUs sat idle (runs/2026-10-17_demo_baselines, drill 3).

--max-seats-per-claim (OPEN_RL_MAX_SEATS_PER_CLAIM, default 0 for no
limit) is a hard policy limit. A ledger at the limit is not a selection
candidate, and the ledger CAS loop refuses a join past it so two joiners
on one snapshot cannot both take the last seat. A worker that finds every
eligible ledger full cuts its own claim; with no free device it stays
Pending, the reason names the limit, and it waits until a node arrives or
a seat frees. Under binpack this fills one claim to the limit and moves
to the next free device.
---
 scheduler/controller/cmd/manager/main.go      |  6 +-
 .../controller/internal/controller/ledger.go  |  5 ++
 .../internal/controller/ledger_test.go        | 24 +++++++
 .../controller/workload_controller.go         | 11 +++-
 .../controller/workload_controller_test.go    | 63 +++++++++++++++++++
 .../internal/placement/placement.go           | 17 +++++
 .../internal/placement/placement_test.go      | 30 +++++++++
 scheduler/docs/design.md                      | 37 ++++++++---
 8 files changed, 181 insertions(+), 12 deletions(-)

diff --git a/scheduler/controller/cmd/manager/main.go b/scheduler/controller/cmd/manager/main.go
index 6c734ab7..43d51dce 100644
--- a/scheduler/controller/cmd/manager/main.go
+++ b/scheduler/controller/cmd/manager/main.go
@@ -47,6 +47,7 @@ func main() {
 		retryInterval    time.Duration
 		placementTimeout time.Duration
 		strategy         string
+		maxSeats         int
 		maxConcurrent    int
 	)
 
@@ -62,6 +63,8 @@ func main() {
 		"How long a worker may go unplaced before the request is declared unsatisfiable. 0 waits forever.")
 	flag.StringVar(&strategy, "placement-strategy", env("OPEN_RL_PLACEMENT_STRATEGY", string(placement.StrategyBinPack)),
 		"binpack shares eligible FFT claims first; spread requests a GPU first, then falls back to FFT sharing. LoRA never shares.")
+	flag.IntVar(&maxSeats, "max-seats-per-claim", envInt("OPEN_RL_MAX_SEATS_PER_CLAIM", 0),
+		"Most workers that may share one claim; 0 is no limit. A worker that finds every eligible claim full cuts its own and waits Pending until a GPU is added or a seat frees.")
 	flag.IntVar(&maxConcurrent, "max-concurrent-reconciles", envInt("OPEN_RL_MAX_CONCURRENT_RECONCILES", 4),
 		"How many workers place at once. Seat booking is CAS-arbitrated, so concurrency risks only transient over-cut claims, which the sharing fallback drains.")
 
@@ -116,6 +119,7 @@ func main() {
 		RetryInterval:           retryInterval,
 		PlacementTimeout:        placementTimeout,
 		PlacementStrategy:       parsedStrategy,
+		MaxSeatsPerClaim:        maxSeats,
 		MaxConcurrentReconciles: maxConcurrent,
 	}
 	if err := reconciler.SetupWithManager(mgr); err != nil {
@@ -133,7 +137,7 @@ func main() {
 		os.Exit(1)
 	}
 
-	setupLog.Info("placing workers", "namespace", namespace, "deviceClass", deviceClass, "deviceDriver", deviceDriver, "strategy", strategy)
+	setupLog.Info("placing workers", "namespace", namespace, "deviceClass", deviceClass, "deviceDriver", deviceDriver, "strategy", strategy, "maxSeatsPerClaim", maxSeats)
 	if err := mgr.Start(ctrl.SetupSignalHandler()); err != nil {
 		setupLog.Error(err, "manager exited")
 		os.Exit(1)
diff --git a/scheduler/controller/internal/controller/ledger.go b/scheduler/controller/internal/controller/ledger.go
index 03e3dece..55d47a6d 100644
--- a/scheduler/controller/internal/controller/ledger.go
+++ b/scheduler/controller/internal/controller/ledger.go
@@ -97,6 +97,11 @@ func (r *WorkloadReconciler) ensureSeat(ctx context.Context, claimName string, s
 				return nil, nil, errBookingContended
 			}
 		}
+		// The seat limit is re-checked here for the same reason: two joiners
+		// selecting from one snapshot must not both land the last seat.
+		if existing == nil && !createMissing && r.MaxSeatsPerClaim > 0 && len(claimLedger.Spec.Seats) >= r.MaxSeatsPerClaim {
+			return nil, nil, errBookingContended
+		}
 		if existing != nil {
 			*existing = seat
 		} else {
diff --git a/scheduler/controller/internal/controller/ledger_test.go b/scheduler/controller/internal/controller/ledger_test.go
index 60341acf..28a4f9a4 100644
--- a/scheduler/controller/internal/controller/ledger_test.go
+++ b/scheduler/controller/internal/controller/ledger_test.go
@@ -123,6 +123,30 @@ func TestRebookingAdoptsTheRecordedSeat(t *testing.T) {
 	}
 }
 
+// The seat limit is enforced inside the ledger's CAS loop, so a joiner
+// selecting from a snapshot that predates the last booking is refused.
+func TestBookingRefusesASeatPastTheLimit(t *testing.T) {
+	r := newReconciler(t, append(enabledNode(), trainerWorker("w-a", "model-a"), trainerWorker("w-b", "model-b"), trainerWorker("w-c", "model-c"))...)
+	r.PlacementStrategy = placement.StrategyBinPack
+	r.MaxSeatsPerClaim = 2
+	settle(t, r, "w-a")
+	claim := claimOf(t, r, "w-a")
+	allocateClaim(t, r, claim)
+	settle(t, r, "w-b")
+	if got := claimOf(t, r, "w-b"); got != claim {
+		t.Fatalf("w-b on %q, want %q", got, claim)
+	}
+	c := getWorker(t, r, "w-c")
+	if _, _, err := r.ensureSeat(context.Background(), claim, newSeat(c, requestFrom(c)), false); err != errBookingContended {
+		t.Fatalf("booking a third seat under a limit of two returned %v, want errBookingContended", err)
+	}
+	// The founder's own re-book is not a join and is never refused.
+	a := getWorker(t, r, "w-a")
+	if _, _, err := r.ensureSeat(context.Background(), claim, newSeat(a, requestFrom(a)), true); err != nil {
+		t.Fatalf("re-booking the founder: %v", err)
+	}
+}
+
 func TestSharingRechecksTheLedgerAfterSelection(t *testing.T) {
 	resident, incoming := trainerWorker("resident", "model-a"), trainerWorker("incoming", "model-b")
 	r := newReconciler(t, append(enabledNode(), resident, incoming)...)
diff --git a/scheduler/controller/internal/controller/workload_controller.go b/scheduler/controller/internal/controller/workload_controller.go
index d8dfe885..aa46f1f6 100644
--- a/scheduler/controller/internal/controller/workload_controller.go
+++ b/scheduler/controller/internal/controller/workload_controller.go
@@ -54,6 +54,13 @@ type WorkloadReconciler struct {
 	// PlacementStrategy orders the two placement moves; the zero value reads
 	// as binpack.
 	PlacementStrategy placement.Strategy
+	// MaxSeatsPerClaim caps how many workers share one claim; zero means no
+	// limit. A worker that finds every eligible ledger at the limit cuts its
+	// own claim and, if no device is free, stays Pending until one is added or
+	// a seat frees. It bounds a time-sliced step at the limit times the
+	// single-worker time, and it turns a full fleet into standing claims an
+	// autoscaler can see.
+	MaxSeatsPerClaim int
 	// MaxConcurrentReconciles is how many workers place at once.
 	MaxConcurrentReconciles int
 
@@ -109,7 +116,9 @@ func (r *WorkloadReconciler) Reconcile(ctx context.Context, req ctrl.Request) (c
 		return ctrl.Result{}, fmt.Errorf("cannot read the fleet, placing nothing this pass: %w", err)
 	}
 
-	return r.place(ctx, &worker, requestFrom(&worker), fleet)
+	request := requestFrom(&worker)
+	request.MaxSeats = r.MaxSeatsPerClaim
+	return r.place(ctx, &worker, request, fleet)
 }
 
 type placementScope struct {
diff --git a/scheduler/controller/internal/controller/workload_controller_test.go b/scheduler/controller/internal/controller/workload_controller_test.go
index a9658d6d..bd9c4c9a 100644
--- a/scheduler/controller/internal/controller/workload_controller_test.go
+++ b/scheduler/controller/internal/controller/workload_controller_test.go
@@ -687,6 +687,69 @@ func TestReconcileBinPacksOntoExistingClaims(t *testing.T) {
 	}
 }
 
+// With a seat limit, binpack fills a claim to the limit, moves to a free
+// device, and once every device is at the limit the next worker waits on a
+// standing claim of its own until a seat frees. Two devices, limit two: a and
+// b share the first, c and d the second, e stands pending; when b leaves, e
+// takes its seat.
+func TestReconcileStopsPackingAtTheSeatLimit(t *testing.T) {
+	r := newReconciler(t, append(enabledNode(),
+		trainerWorker("w-a", "model-a"), trainerWorker("w-b", "model-b"), trainerWorker("w-c", "model-c"),
+		trainerWorker("w-d", "model-d"), trainerWorker("w-e", "model-e"))...)
+	r.PlacementStrategy = placement.StrategyBinPack
+	r.MaxSeatsPerClaim = 2
+
+	settle(t, r, "w-a")
+	allocateClaim(t, r, claimOf(t, r, "w-a"))
+	settle(t, r, "w-b")
+	first := claimOf(t, r, "w-a")
+	if got := claimOf(t, r, "w-b"); got != first {
+		t.Fatalf("w-b landed on %q, want w-a's claim %q (under the limit)", got, first)
+	}
+
+	settle(t, r, "w-c")
+	second := claimOf(t, r, "w-c")
+	if second == first {
+		t.Fatal("w-c joined a claim at the limit, want a claim of its own")
+	}
+	allocateClaim(t, r, second)
+	settle(t, r, "w-d")
+	if got := claimOf(t, r, "w-d"); got != second {
+		t.Fatalf("w-d landed on %q, want w-c's claim %q (under the limit)", got, second)
+	}
+
+	// Both devices are claimed and both ledgers are full: w-e cuts a claim
+	// that cannot allocate, kube-scheduler declines its pod, and the sharing
+	// fallback finds no ledger under the limit. It stays Pending on its own
+	// claim with the limit in the reason.
+	settle(t, r, "w-e")
+	own := claimOf(t, r, "w-e")
+	if own == first || own == second {
+		t.Fatalf("w-e landed on %q, want a standing claim of its own", own)
+	}
+	fallBackToSharing(t, r, "w-e")
+	if got := claimOf(t, r, "w-e"); got != own {
+		t.Fatalf("w-e moved to %q past the limit, want it waiting on %q", got, own)
+	}
+	w := getWorker(t, r, "w-e")
+	if w.Status.Phase != openrlv1alpha1.PhasePending || !strings.Contains(w.Status.Reason, "at most 2 workers") {
+		t.Fatalf("w-e is %s %q, want Pending with the limit named", w.Status.Phase, w.Status.Reason)
+	}
+
+	// A seat frees: w-b leaves the first claim and the next pass seats w-e.
+	if err := r.releaseSeatAndReclaim(context.Background(), first, "w-b"); err != nil {
+		t.Fatal(err)
+	}
+	fallBackToSharing(t, r, "w-e")
+	if got := claimOf(t, r, "w-e"); got != first {
+		t.Fatalf("w-e is on %q after a seat freed, want %q", got, first)
+	}
+	ledger := getLedger(t, r, ledgerNameFor(first))
+	if len(ledger.Spec.Seats) != 2 {
+		t.Fatalf("first ledger holds %d seats, want 2: %+v", len(ledger.Spec.Seats), ledger.Spec.Seats)
+	}
+}
+
 // A trainer and a sampler on one accelerator, once the devices are contended.
 // Role selects which node pools may host a worker and nothing else -- in
 // particular it does not partition claims -- so on a node labelled for both,
diff --git a/scheduler/controller/internal/placement/placement.go b/scheduler/controller/internal/placement/placement.go
index 4cd5479e..4627c9c3 100644
--- a/scheduler/controller/internal/placement/placement.go
+++ b/scheduler/controller/internal/placement/placement.go
@@ -200,6 +200,17 @@ type Request struct {
 	// HostRequestBytes is the pod template's memory request: what this
 	// worker's pod asks the node for, resident or parked.
 	HostRequestBytes int64
+	// MaxSeats is the most workers a shared claim may hold once this one
+	// joins; zero means no limit. A ledger at the limit is not a candidate:
+	// the worker cuts its own claim, and if no device is free it waits. Set
+	// from the controller's flag, not from the spec: it is fleet policy.
+	MaxSeats int
+}
+
+// AtSeatLimit reports whether a claim already holds as many workers as the
+// request allows a shared claim to hold.
+func (r Request) AtSeatLimit(claim *Claim) bool {
+	return r.MaxSeats > 0 && claim.Workers() >= r.MaxSeats
 }
 
 // OwnerKey is the fairness unit the timeslicer serves this worker under; a
@@ -317,6 +328,9 @@ func SelectClaim(req Request, fleet *Fleet) *Claim {
 		if req.Memory > node.DeviceMemoryBytes {
 			continue
 		}
+		if req.AtSeatLimit(claim) {
+			continue
+		}
 		// Node-wide: every pod on the node draws from one allocatable pool.
 		// A node reporting no memory skips the check rather than refusing all.
 		if node.HostMemoryBytes > 0 && hostByNode[node.Name]+req.HostRequestBytes > node.HostMemoryBytes {
@@ -359,6 +373,9 @@ func Explain(req Request, fleet *Fleet, detail string) string {
 	case len(candidateNodes(req, fleet)) > 0:
 		// The hardware exists; it is busy. Retrying is the right move.
 		reason = "WaitingForCapacity: a pool fits this workload but none has a free seat or a free accelerator"
+		if req.MaxSeats > 0 {
+			reason += fmt.Sprintf("; shared claims hold at most %d workers", req.MaxSeats)
+		}
 	default:
 		biggest := pools[0]
 		for _, node := range pools[1:] {
diff --git a/scheduler/controller/internal/placement/placement_test.go b/scheduler/controller/internal/placement/placement_test.go
index f1c3c515..e0c871ad 100644
--- a/scheduler/controller/internal/placement/placement_test.go
+++ b/scheduler/controller/internal/placement/placement_test.go
@@ -184,6 +184,36 @@ func TestSelectClaimPrefersFewestWorkersThenName(t *testing.T) {
 // Tight fit lives in the tier order: the tier wasting the least device
 // memory leads, so small work prefers small devices -- a preference DRA
 // honors when it can, never a survey of what is free.
+func TestSelectClaimSkipsLedgersAtTheSeatLimit(t *testing.T) {
+	// Two shared ledgers on one node: one holds two workers, one holds one.
+	// With a limit of two the full ledger is not a candidate even though it
+	// would otherwise be preferred by name; with no limit it would still lose
+	// to the emptier one, so the test fills both to the limit as well.
+	fleet := NewFleet()
+	fleet.Nodes["n"] = &Node{Name: "n", DeviceCount: 2, DeviceMemoryBytes: 96 << 30, Roles: map[string]bool{"trainer": true}}
+	full := &Claim{Name: "a", Node: "n", DeviceCount: 1}
+	full.Book("w1", "o1", 0, true)
+	full.Book("w2", "o2", 0, true)
+	light := &Claim{Name: "b", Node: "n", DeviceCount: 1}
+	light.Book("w3", "o3", 0, true)
+	fleet.Claims["a"], fleet.Claims["b"] = full, light
+
+	req := Request{Shareable: true, Role: "trainer", Memory: 24 << 30, WorkerID: "w4", MaxSeats: 2}
+	if got := SelectClaim(req, fleet); got == nil || got.Name != "b" {
+		t.Fatalf("selected %v, want the ledger under the limit", got)
+	}
+	light.Book("w4", "o4", 0, true)
+	if got := SelectClaim(req, fleet); got != nil {
+		t.Fatalf("selected %q with every ledger at the limit, want none", got.Name)
+	}
+	if got := SelectClaim(Request{Shareable: true, Role: "trainer", Memory: 24 << 30, WorkerID: "w5"}, fleet); got == nil {
+		t.Fatal("with no limit a full ledger is still joinable")
+	}
+	if reason := Explain(req, fleet, ""); !strings.Contains(reason, "at most 2 workers") {
+		t.Errorf("reason does not name the limit: %q", reason)
+	}
+}
+
 func TestTiersPreferTheTightestFit(t *testing.T) {
 	fleet := NewFleet()
 	fleet.Nodes["l4"] = bigNode("l4", 4, 24, "trainer")
diff --git a/scheduler/docs/design.md b/scheduler/docs/design.md
index b86bbbb2..8d052379 100644
--- a/scheduler/docs/design.md
+++ b/scheduler/docs/design.md
@@ -513,15 +513,29 @@ memory are read from its owned `ResourceClaim` and the DRA inventory.
 
 ### Seat limit
 
-There is no per-claim seat count. Host memory is the limit on parked
-workers: every seat costs host memory even while its worker is off the GPU
--- a suspended worker parks its state in node RAM -- so admission sums the
-seats' pod requests against the node's allocatable memory (section 6), and
-kube-scheduler enforces those same requests for real when the pod binds.
-The two checks split the roles a seat count used to conflate: the advisory
-sum steers workers away from full nodes, and the bind is the hard cap. A
-join that slips past the advisory check on a stale snapshot produces an
-unschedulable pod, which the wedged-claim path unwinds.
+Host memory is the natural limit on parked workers: every seat costs host
+memory even while its worker is off the GPU -- a suspended worker parks its
+state in node RAM -- so admission sums the seats' pod requests against the
+node's allocatable memory (section 6), and kube-scheduler enforces those
+same requests for real when the pod binds. The two checks split the roles a
+seat count used to conflate: the advisory sum steers workers away from full
+nodes, and the bind is the hard cap. A join that slips past the advisory
+check on a stale snapshot produces an unschedulable pod, which the
+wedged-claim path unwinds.
+
+Host memory says nothing about time, and a time-sliced claim with six seats
+runs each worker's step six times slower. `--max-seats-per-claim`
+(`OPEN_RL_MAX_SEATS_PER_CLAIM`, default 0 for no limit) is the policy limit
+on top: a ledger holding that many workers is not a candidate for selection,
+and the ledger CAS loop refuses a join that would exceed it, so two joiners
+working from one snapshot cannot both take the last seat. A worker that
+finds every eligible ledger at the limit cuts a claim of its own; if no
+device is free the claim stands pending, the status reason names the
+limit, and the worker waits until a node arrives or a seat frees. It is
+deliberately a hard limit rather than a preference: the bound on step time
+holds, and a full fleet shows as standing claims an autoscaler can act on.
+The limit is fleet policy and lives on the controller, not on nodes or
+workloads; a per-device-tier form is a natural extension.
 
 An unallocated ledger contains only its dedicated workload and is not
 joinable: its node is unknown, so nothing about it can be checked against
@@ -786,7 +800,10 @@ the dedicated-first arc described above.
   before cutting a claim at all; only a workload no ledger can seat cuts a
   dedicated claim. FFT can share; LoRA always cuts its own claim. Eligibility and
   preference are the shared-ledger rules below, unchanged; a booking that
-  loses the last seat to a race falls through to a dedicated claim.
+  loses the last seat to a race falls through to a dedicated claim. With
+  `--max-seats-per-claim` set, a ledger at the limit is not eligible, so
+  binpack fills one claim to the limit and then moves to the next free
+  device (section 4, "Seat limit").
 
 One more placement policy is recorded as future work, not V1 behavior:
 

From fcf8b8da195449b1fb2c24e322203892b705ec75 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sat, 17 Oct 2026 19:23:18 -0700
Subject: [PATCH 16/19] scripts: let demo Jobs carry openrl.* session tags

--lora-tags and --fft-tags set TINKER_TAGS on the client, e.g.
openrl.sampler_replicas=2, so a drill can give the shared LoRA runtimes a
second sampler without touching the recipe.
---
 scripts/demo_jobs.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/scripts/demo_jobs.py b/scripts/demo_jobs.py
index 4cf12c74..a48edb8d 100644
--- a/scripts/demo_jobs.py
+++ b/scripts/demo_jobs.py
@@ -60,6 +60,10 @@
         env:
         - name: PYTHONUNBUFFERED
           value: "1"
+        # openrl.* session settings, e.g. openrl.sampler_replicas=2; the SDK
+        # sends TINKER_TAGS as the session's tags and the API server reads them.
+        - name: TINKER_TAGS
+          value: "{tags}"
         - name: HF_HOME
           value: "/hf"
         resources:
@@ -123,6 +127,8 @@ def main() -> None:
   parser.add_argument("--groups-per-batch", type=int, default=8)
   parser.add_argument("--max-tokens", type=int, default=512)
   parser.add_argument("--namespace", default="openrl-system")
+  parser.add_argument("--lora-tags", default="", help="TINKER_TAGS for the LoRA jobs, e.g. openrl.sampler_replicas=2")
+  parser.add_argument("--fft-tags", default="", help="TINKER_TAGS for the FFT jobs")
   args = parser.parse_args()
   out = []
   for spec in args.job:
@@ -146,6 +152,7 @@ def main() -> None:
           group_size=args.group_size,
           groups_per_batch=args.groups_per_batch,
           max_tokens=args.max_tokens,
+          tags=args.lora_tags if kind == "lora" else args.fft_tags,
         )
       )
   sys.stdout.write("".join(out))

From aba8144d5ef15c89da1ce96a4d69883411ac3b10 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sun, 18 Oct 2026 23:56:11 -0700
Subject: [PATCH 17/19] scheduler: show the status reason in kubectl get
 workloads

A waiting worker's reason, for example the seat limit, was only visible
in describe. It is the column to watch during a drill.
---
 scheduler/controller/api/v1alpha1/workload_types.go | 1 +
 scheduler/deploy/base/00-workload-crd.yaml          | 3 +++
 2 files changed, 4 insertions(+)

diff --git a/scheduler/controller/api/v1alpha1/workload_types.go b/scheduler/controller/api/v1alpha1/workload_types.go
index 57c3d8cb..fb7329c7 100644
--- a/scheduler/controller/api/v1alpha1/workload_types.go
+++ b/scheduler/controller/api/v1alpha1/workload_types.go
@@ -193,6 +193,7 @@ type WorkloadStatus struct {
 // +kubebuilder:printcolumn:name="Phase",type=string,JSONPath=`.status.phase`
 // +kubebuilder:printcolumn:name="Claim",type=string,JSONPath=`.status.claimName`
 // +kubebuilder:printcolumn:name="Node",type=string,JSONPath=`.status.nodeName`
+// +kubebuilder:printcolumn:name="Reason",type=string,JSONPath=`.status.reason`
 // +kubebuilder:printcolumn:name="Age",type=date,JSONPath=`.metadata.creationTimestamp`
 
 // Workload is the scheduling request for a single worker process. The
diff --git a/scheduler/deploy/base/00-workload-crd.yaml b/scheduler/deploy/base/00-workload-crd.yaml
index 63edb92e..4154e6cf 100644
--- a/scheduler/deploy/base/00-workload-crd.yaml
+++ b/scheduler/deploy/base/00-workload-crd.yaml
@@ -38,6 +38,9 @@ spec:
     - jsonPath: .status.nodeName
       name: Node
       type: string
+    - jsonPath: .status.reason
+      name: Reason
+      type: string
     - jsonPath: .metadata.creationTimestamp
       name: Age
       type: date

From fc1ccbbead7b2b109673d5664c975ca33df65d83 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Sun, 18 Oct 2026 23:56:28 -0700
Subject: [PATCH 18/19] scripts: drill cells in any region, and a one-command
 rehearsal

cell_up.sh brings up an OpenRL cell (cluster, Spot GPU pool, drivers,
bundle) in a chosen region, reports the pool's quota or stockout errors
instead of hanging, and leaves the caller's kubectl context alone;
cell_seed_hf.sh copies the model cache in through a bucket; cell_down.sh
removes the cell. demo_rehearsal.sh checks the fleet is idle, trims the
shared volume, optionally warms the LoRA runtimes, kicks off the job set
and watches.
---
 scripts/cell_down.sh      |  16 ++++++
 scripts/cell_seed_hf.sh   |  68 ++++++++++++++++++++++++
 scripts/cell_up.sh        | 105 ++++++++++++++++++++++++++++++++++++++
 scripts/demo_rehearsal.sh |  81 +++++++++++++++++++++++++++++
 4 files changed, 270 insertions(+)
 create mode 100755 scripts/cell_down.sh
 create mode 100755 scripts/cell_seed_hf.sh
 create mode 100755 scripts/cell_up.sh
 create mode 100755 scripts/demo_rehearsal.sh

diff --git a/scripts/cell_down.sh b/scripts/cell_down.sh
new file mode 100755
index 00000000..6836e503
--- /dev/null
+++ b/scripts/cell_down.sh
@@ -0,0 +1,16 @@
+#!/usr/bin/env bash
+# Tear down a drill cell: the OpenRL namespace first (so the Filestore
+# instance behind open-rl-shared-pvc is released), then the cluster.
+#
+#   scripts/cell_down.sh <name> <region>
+set -euo pipefail
+NAME=${1:?name}; REGION=${2:?region}
+PROJECT=${PROJECT:-cdrollouts-sunilarora}
+CTX="gke_${PROJECT}_${REGION}_${NAME}"
+if kubectl --context "$CTX" get ns openrl-system >/dev/null 2>&1; then
+  kubectl --context "$CTX" delete ns openrl-system --wait=true --timeout=10m || true
+fi
+gcloud container clusters delete "$NAME" --location "$REGION" --project "$PROJECT" --quiet
+kubectl config delete-context "$CTX" >/dev/null 2>&1 || true
+echo "cell $NAME removed. Check for a leftover Filestore instance:"
+echo "  gcloud filestore instances list --project $PROJECT --filter=\"zone~$REGION\""
diff --git a/scripts/cell_seed_hf.sh b/scripts/cell_seed_hf.sh
new file mode 100755
index 00000000..ce025b9b
--- /dev/null
+++ b/scripts/cell_seed_hf.sh
@@ -0,0 +1,68 @@
+#!/usr/bin/env bash
+# Copy the Hugging Face cache (models and datasets) from the main cluster's
+# shared volume into a drill cell's volume, through a GCS bucket. The cell's
+# nodes can read GCS (devstorage.read_only) but not write it, so the upload
+# streams through this machine; the download runs inside the cell.
+#
+#   scripts/cell_seed_hf.sh <cell kube context> [source context] [models...]
+#
+# Defaults: source gke_cdrollouts-sunilarora_us-central1_open-rl-dra; models
+# google/gemma-4-e2b and Qwen/Qwen3-0.6B plus the gsm8k dataset. Reruns skip
+# the upload when the archive is already in the bucket.
+set -euo pipefail
+DST=${1:?cell context}
+SRC=${2:-gke_cdrollouts-sunilarora_us-central1_open-rl-dra}
+shift 2 2>/dev/null || shift $#
+MODELS=${*:-"google/gemma-4-e2b Qwen/Qwen3-0.6B"}
+PROJECT=${PROJECT:-cdrollouts-sunilarora}
+BUCKET=${BUCKET:-gs://$PROJECT-openrl-cache}
+HF=/mnt/shared/open-rl/huggingface
+cd "$(dirname "$0")/.."
+
+gcloud storage buckets describe "$BUCKET" --project "$PROJECT" >/dev/null 2>&1 || gcloud storage buckets create "$BUCKET" --project "$PROJECT" --location US --uniform-bucket-level-access
+paths="datasets hub/datasets--openai--gsm8k"
+for m in $MODELS; do paths="$paths hub/models--${m//\//--}"; done
+
+archive="$BUCKET/hf-cache.tgz"
+if gcloud storage ls "$archive" >/dev/null 2>&1; then
+  echo "archive exists: $archive (delete it to re-upload)"
+else
+  echo "streaming $paths from $SRC to $archive"
+  # shellcheck disable=SC2086
+  kubectl --context "$SRC" -n openrl-system exec deploy/open-rl-api-server -- sh -c "cd $HF && tar czf - $paths" \
+    | gcloud storage cp - "$archive"
+fi
+
+echo "unpacking inside $DST"
+kubectl --context "$DST" -n openrl-system delete job hf-seed --ignore-not-found >/dev/null
+cat <<EOF | kubectl --context "$DST" -n openrl-system apply -f - >/dev/null
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: hf-seed
+spec:
+  backoffLimit: 1
+  ttlSecondsAfterFinished: 3600
+  template:
+    spec:
+      restartPolicy: Never
+      containers:
+      - name: seed
+        image: google/cloud-sdk:slim
+        command: ["sh", "-c"]
+        args:
+        - |
+          set -e
+          mkdir -p $HF && cd $HF
+          gcloud storage cp $archive - | tar xzf -
+          du -sh $HF/hub/* $HF/datasets 2>/dev/null
+        volumeMounts:
+        - name: shared
+          mountPath: /mnt/shared
+      volumes:
+      - name: shared
+        persistentVolumeClaim:
+          claimName: open-rl-shared-pvc
+EOF
+kubectl --context "$DST" -n openrl-system wait --for=condition=complete job/hf-seed --timeout=60m
+kubectl --context "$DST" -n openrl-system logs job/hf-seed | tail -8
diff --git a/scripts/cell_up.sh b/scripts/cell_up.sh
new file mode 100755
index 00000000..e95f0ba2
--- /dev/null
+++ b/scripts/cell_up.sh
@@ -0,0 +1,105 @@
+#!/usr/bin/env bash
+# Bring up an OpenRL drill cell in any GCP region: a GKE cluster, one GPU node
+# pool (Spot by default), the NVIDIA driver and DRA driver, and the OpenRL
+# bundle from k8s/deploy/gke-cell. Trainer, sampler, shared storage and the
+# client Jobs all live in this region, which is what locality needs.
+#
+#   scripts/cell_up.sh <name> <region> <zone> [machine] [accelerator] [count] [local-ssds]
+#
+#   scripts/cell_up.sh cell-use4 us-east4 us-east4-b                                  # 1 x a3-ultragpu-8g (8 x H200), Spot
+#   scripts/cell_up.sh cell-use1 us-east1 us-east1-b a4-highgpu-8g nvidia-b200 8 32   # 1 x a4-highgpu-8g (8 x B200), Spot
+#   SPOT=0 scripts/cell_up.sh ...                                                      # on-demand (the demo, with a reservation)
+#   GPU_NODES=2 scripts/cell_up.sh ...                                                 # more than one GPU node
+#
+# Idempotent: every step checks for what already exists, so a run that stopped
+# at a quota or stockout error can be rerun as is. The GPU pool is created
+# asynchronously; the script waits for a node and reports the pool's errors
+# (GCE_QUOTA_EXCEEDED, ZONE_RESOURCE_POOL_EXHAUSTED) instead of hanging.
+#
+# After it finishes: scripts/cell_seed_hf.sh copies the model cache from the
+# main cluster, then the warm-up round and the drills run against this cell's
+# kubectl context (printed at the end).
+set -euo pipefail
+NAME=${1:?name}; REGION=${2:?region}; ZONE=${3:?zone}
+MACHINE=${4:-a3-ultragpu-8g}; ACCEL=${5:-nvidia-h200-141gb}; COUNT=${6:-8}; SSDS=${7:-32}
+PROJECT=${PROJECT:-cdrollouts-sunilarora}
+SPOT=${SPOT:-1}
+GPU_NODES=${GPU_NODES:-1}
+OVERLAY=${OVERLAY:-k8s/deploy/gke-cell}
+cd "$(dirname "$0")/.."
+CTX="gke_${PROJECT}_${REGION}_${NAME}"
+log() { printf '\n== %s\n' "$*"; }
+
+log "cluster $NAME in $REGION ($ZONE)"
+if ! gcloud container clusters describe "$NAME" --location "$REGION" --project "$PROJECT" >/dev/null 2>&1; then
+  gcloud container clusters create "$NAME" --location "$REGION" --node-locations "$ZONE" --project "$PROJECT" \
+    --release-channel regular --machine-type e2-standard-4 --num-nodes 1 --disk-size 100 \
+    --addons GcpFilestoreCsiDriver,GcePersistentDiskCsiDriver \
+    --logging SYSTEM,WORKLOAD --monitoring SYSTEM --quiet
+fi
+# get-credentials switches the current context; put it back so other shells keep theirs.
+prev_ctx=$(kubectl config current-context 2>/dev/null || true)
+gcloud container clusters get-credentials "$NAME" --location "$REGION" --project "$PROJECT" >/dev/null
+[ -n "$prev_ctx" ] && kubectl config use-context "$prev_ctx" >/dev/null
+K="kubectl --context $CTX"
+
+log "GPU node pool gpu-8x ($MACHINE, $COUNT x $ACCEL, spot=$SPOT)"
+if ! gcloud container node-pools describe gpu-8x --cluster "$NAME" --location "$REGION" --project "$PROJECT" >/dev/null 2>&1; then
+  spot_flag=""; [ "$SPOT" = 1 ] && spot_flag="--spot"
+  disk_flags="--disk-type hyperdisk-balanced --disk-size 200 --ephemeral-storage-local-ssd count=$SSDS"
+  case "$MACHINE" in a3-highgpu-*|g2-*) disk_flags="--disk-type pd-balanced --disk-size 200" ;; esac
+  # shellcheck disable=SC2086
+  gcloud container node-pools create gpu-8x --cluster "$NAME" --location "$REGION" --node-locations "$ZONE" --project "$PROJECT" \
+    --machine-type "$MACHINE" --accelerator "type=$ACCEL,count=$COUNT,gpu-driver-version=disabled" \
+    --num-nodes "$GPU_NODES" --image-type COS_CONTAINERD $disk_flags $spot_flag \
+    --node-labels openrl.io/enabled=true,openrl.io/trainer=true,openrl.io/sampler=true,nvidia.com/gpu.present=true,gke-no-default-nvidia-gpu-device-plugin=true \
+    --node-taints nvidia.com/gpu=present:NoSchedule --async --quiet
+fi
+
+log "waiting for a GPU node (pool errors are reported below)"
+mig=""
+for _ in $(seq 1 60); do
+  if [ "$($K get nodes -l cloud.google.com/gke-nodepool=gpu-8x --no-headers 2>/dev/null | grep -c ' Ready')" -ge 1 ]; then break; fi
+  [ -z "$mig" ] && mig=$(gcloud compute instance-groups managed list --project "$PROJECT" --filter="name~gke-$NAME-gpu-8x" --format='value(name)' 2>/dev/null | head -1 || true)
+  if [ -n "$mig" ]; then
+    err=$(gcloud compute instance-groups managed list-errors "$mig" --zone "$ZONE" --project "$PROJECT" --format='value(error.code,error.message)' 2>/dev/null | head -1 || true)
+    [ -n "$err" ] && echo "  pool: $err" | cut -c1-200
+  fi
+  sleep 20
+done
+if [ "$($K get nodes -l cloud.google.com/gke-nodepool=gpu-8x --no-headers 2>/dev/null | grep -c ' Ready')" -lt 1 ]; then
+  echo "no GPU node after 20 minutes; the pool keeps retrying. Rerun this script when capacity or quota arrives." >&2
+  exit 2
+fi
+
+log "NVIDIA kernel driver (installer DaemonSet) and DRA driver (Helm)"
+$K apply -f https://raw.githubusercontent.com/GoogleCloudPlatform/container-engine-accelerators/master/nvidia-driver-installer/cos/daemonset-preloaded-latest.yaml >/dev/null
+helm repo add nvidia https://helm.ngc.nvidia.com/nvidia >/dev/null 2>&1 || true
+helm repo update >/dev/null
+helm --kube-context "$CTX" upgrade --install nvidia-dra-driver-gpu nvidia/nvidia-dra-driver-gpu \
+  --version 25.8.0 --create-namespace --namespace nvidia-dra-driver-gpu \
+  --set nvidiaDriverRoot=/home/kubernetes/bin/nvidia/ >/dev/null
+for _ in $(seq 1 60); do
+  n=$($K get resourceslices -o json 2>/dev/null | python3 -c 'import json,sys; print(sum(len(s["spec"].get("devices",[])) for s in json.load(sys.stdin)["items"]))' 2>/dev/null || echo 0)
+  [ "$n" -ge "$COUNT" ] && break
+  sleep 10
+done
+echo "  ResourceSlice devices: $n"
+
+log "OpenRL bundle from $OVERLAY"
+$K create namespace openrl-system --dry-run=client -o yaml | $K apply -f - >/dev/null
+$K apply --server-side --force-conflicts -k "$OVERLAY" >/dev/null
+$K -n openrl-system rollout status deployment/open-rl-api-server --timeout=10m
+$K -n openrl-system rollout status deployment/open-rl-scheduler --timeout=5m
+$K -n openrl-system rollout status daemonset/open-rl-worker-prepull --timeout=15m || true
+
+log "cell $NAME is up"
+$K get nodes -L cloud.google.com/gke-accelerator,openrl.io/trainer,openrl.io/sampler
+$K -n openrl-system get pods
+cat <<EOF
+
+Next:
+  scripts/cell_seed_hf.sh $CTX            # copy the model and dataset cache into this cell's volume
+  export KCTX=$CTX                          # then run warm-ups and drills with kubectl --context \$KCTX
+  scripts/cell_down.sh $NAME $REGION      # when done
+EOF
diff --git a/scripts/demo_rehearsal.sh b/scripts/demo_rehearsal.sh
new file mode 100755
index 00000000..607a4a32
--- /dev/null
+++ b/scripts/demo_rehearsal.sh
@@ -0,0 +1,81 @@
+#!/usr/bin/env bash
+# One command for a demo rehearsal: check the fleet is idle, trim the shared
+# volume, optionally bring the shared LoRA runtimes up first, kick off the job
+# set, and watch.
+#
+#   scripts/demo_rehearsal.sh <run-name> [--warm] [--jobs "<kind:model:count> ..."] [--steps N] [--context CTX]
+#
+#   scripts/demo_rehearsal.sh rehearsal-1 --warm
+#   scripts/demo_rehearsal.sh big-1 --jobs "lora:Qwen/Qwen3-0.6B:6 fft:Qwen/Qwen3-0.6B:6 lora:google/gemma-4-e2b:6 fft:google/gemma-4-e2b:6"
+#
+# --warm starts one short job per LoRA base model and launches the set as soon
+# as those finish, while the runtimes are still up (the API server reaps a
+# runtime about two minutes after its last session ends). The warm-up jobs are
+# labeled <run>-warm so the report can tell them apart.
+#
+# Storage: finished FFT jobs leave sampler weights and checkpoints behind, 2-10
+# GB each. Entries under sampler_full and checkpoints older than RETAIN_MIN
+# minutes (default 180) are removed before the run.
+set -euo pipefail
+RUN=${1:?run name}; shift
+WARM=0; STEPS=3; CTX=${KCTX:-$(kubectl config current-context)}
+JOBS="lora:Qwen/Qwen3-0.6B:3 fft:Qwen/Qwen3-0.6B:4 lora:google/gemma-4-e2b:3 fft:google/gemma-4-e2b:2"
+while [ $# -gt 0 ]; do
+  case $1 in
+    --warm) WARM=1 ;;
+    --jobs) JOBS=$2; shift ;;
+    --steps) STEPS=$2; shift ;;
+    --context) CTX=$2; shift ;;
+    *) echo "unknown argument $1" >&2; exit 2 ;;
+  esac
+  shift
+done
+IMAGE=${IMAGE:-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:demo1-18409bd}
+NS=${OPENRL_NAMESPACE:-openrl-system}
+RETAIN_MIN=${RETAIN_MIN:-180}
+cd "$(dirname "$0")/.."
+K="kubectl --context $CTX -n $NS"
+log() { printf '\n== %s  %s\n' "$(date -u +%T)" "$*"; }
+
+log "fleet on $CTX"
+kubectl --context "$CTX" get nodes -l openrl.io/enabled=true -L cloud.google.com/gke-accelerator,openrl.io/trainer,openrl.io/sampler --no-headers | awk '{print "  " $1, $6, $7, $8}' | sed 's/gke-open-rl-dra-//'
+busy=$($K get workloads --no-headers 2>/dev/null | wc -l | tr -d ' ')
+if [ "$busy" != 0 ]; then
+  echo "  $busy workloads are still running; wait for the fleet to be idle:" >&2
+  $K get workloads >&2
+  exit 1
+fi
+
+log "shared volume"
+$K exec deploy/open-rl-api-server -- sh -c "
+  for d in /mnt/shared/open-rl/sampler_full /mnt/shared/open-rl/checkpoints; do
+    [ -d \$d ] && find \$d -mindepth 1 -maxdepth 1 -mmin +$RETAIN_MIN -exec rm -rf {} + 2>/dev/null
+  done
+  df -h /mnt/shared | tail -1"
+
+jobargs=()
+for j in $JOBS; do jobargs+=(--job "$j"); done
+
+if [ "$WARM" = 1 ]; then
+  log "warm-up: one short job per LoRA base model"
+  warmargs=()
+  for j in $JOBS; do
+    kind=${j%%:*}; rest=${j#*:}; model=${rest%:*}
+    [ "$kind" = lora ] && warmargs+=(--job "lora:$model:1")
+  done
+  if [ ${#warmargs[@]} -gt 0 ]; then
+    python3 scripts/demo_jobs.py --image "$IMAGE" --run "$RUN-warm" "${warmargs[@]}" --steps 1 | $K apply -f - >/dev/null
+    for _ in $(seq 1 60); do
+      left=$($K get jobs -l "openrl.io/demo-run=$RUN-warm" -o json | python3 -c 'import json,sys; j=json.load(sys.stdin)["items"]; print(sum(1 for x in j if not (x["status"].get("succeeded") or x["status"].get("failed"))))')
+      [ "$left" = 0 ] && break
+      sleep 10
+    done
+    echo "  runtimes up:"; $K get workloads --no-headers | awk '{print "  " $1, $2}' | grep lora || true
+  fi
+fi
+
+log "kickoff $RUN: $JOBS, $STEPS steps"
+python3 scripts/demo_jobs.py --image "$IMAGE" --run "$RUN" "${jobargs[@]}" --steps "$STEPS" | $K apply -f - | grep -c created
+echo "  watch:  python3 scripts/demo_watch.py --run $RUN"
+echo "  report: python3 scripts/demo_report.py --run $RUN --steps $STEPS --budget 180"
+exec python3 scripts/demo_watch.py --run "$RUN" --namespace "$NS"

From 4272cf328afcebcc24d368395f3560bc478a3bc1 Mon Sep 17 00:00:00 2001
From: droot <arora.sunil@gmail.com>
Date: Mon, 19 Oct 2026 11:57:02 -0700
Subject: [PATCH 19/19] runs: keep the written reports, drop the raw logs; add
 the fleet demo notes

The cold-start archive kept 243 raw files (pod logs, event dumps, fio
output) next to its report. The reports and timelines stay; the raw files
go, they are reproducible with the scripts. Adds the fleet demo notes
(drills 1 to 7 with the scorecard and what each change did) and the fleet
request with the quota findings.
---
 .../A-0.5b-l4-cold.run.log                    |   34 -
 .../A-0.5b-l4-cold/api-server.log             |   71 -
 .../A-0.5b-l4-cold/client.jsonl               |   11 -
 .../A-0.5b-l4-cold/client.log                 |   12 -
 .../A-0.5b-l4-cold/collect-started.txt        |    1 -
 .../A-0.5b-l4-cold/events.json                |  661 --
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   46 -
 .../A-0.5b-l4-cold/monitoring.json            |  329 -
 .../A-0.5b-l4-cold/node-images-after.json     |   48 -
 .../A-0.5b-l4-cold/node-images-before.json    |   50 -
 .../A-0.5b-l4-cold/node-labels-during.txt     |    8 -
 .../A-0.5b-l4-cold/pods.json                  | 6782 ----------------
 .../A-0.5b-l4-cold/redis-ready.log            |  299 -
 .../A-0.5b-l4-cold/scheduler.log              |    2 -
 .../A-0.5b-l4-cold/timeline.json              |  275 -
 .../A-0.5b-l4-cold/watch-started.txt          |    1 -
 .../A-0.5b-l4-cold/worker-image.txt           |    1 -
 .../A-0.5b-l4-cold/workloads.json             |  355 -
 .../B-0.5b-l4-cached/api-server.log           |   31 -
 .../B-0.5b-l4-cached/client.jsonl             |   11 -
 .../B-0.5b-l4-cached/client.log               |   16 -
 .../B-0.5b-l4-cached/collect-started.txt      |    1 -
 .../B-0.5b-l4-cached/events.json              |  269 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   47 -
 .../B-0.5b-l4-cached/monitoring.json          |  212 -
 .../B-0.5b-l4-cached/node-images-after.json   |   50 -
 .../B-0.5b-l4-cached/node-images-before.json  |   50 -
 .../B-0.5b-l4-cached/pods.json                | 6782 ----------------
 .../B-0.5b-l4-cached/redis-ready.log          |  136 -
 .../B-0.5b-l4-cached/scheduler.log            |    2 -
 .../B-0.5b-l4-cached/timeline.json            |  267 -
 .../B-0.5b-l4-cached/watch-started.txt        |    1 -
 .../B-0.5b-l4-cached/worker-image.txt         |    1 -
 .../B-0.5b-l4-cached/workloads.json           |  355 -
 .../C-8b-h100-cold.run.log                    |   34 -
 .../C-8b-h100-cold/api-server.log             |  176 -
 .../C-8b-h100-cold/client.jsonl               |   11 -
 .../C-8b-h100-cold/client.log                 |   12 -
 .../C-8b-h100-cold/collect-started.txt        |    1 -
 .../C-8b-h100-cold/events.json                | 1053 ---
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  223 -
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |  220 -
 .../C-8b-h100-cold/monitoring.json            |  725 --
 .../C-8b-h100-cold/node-images-after.json     |   50 -
 .../C-8b-h100-cold/node-images-before.json    |   48 -
 .../C-8b-h100-cold/node-labels-during.txt     |    8 -
 .../C-8b-h100-cold/pods.json                  | 6782 ----------------
 .../C-8b-h100-cold/redis-ready.log            | 1734 -----
 .../sampler-mountstats-sample1.txt            |    2 -
 .../sampler-mountstats-sample2.txt            |    2 -
 .../C-8b-h100-cold/scheduler.log              |    2 -
 .../C-8b-h100-cold/timeline.json              |  275 -
 .../trainer-mountstats-sample1.txt            |   14 -
 .../trainer-mountstats-sample2.txt            |    2 -
 .../C-8b-h100-cold/watch-started.txt          |    1 -
 .../C-8b-h100-cold/worker-image.txt           |    1 -
 .../C-8b-h100-cold/workloads.json             |  355 -
 .../D-8b-h100-cached-interrupted/NOTE.txt     |    1 -
 .../api-server.log                            |   38 -
 .../D-8b-h100-cached-interrupted/client.jsonl |    4 -
 .../D-8b-h100-cached-interrupted/client.log   |    6 -
 .../collect-started.txt                       |    1 -
 .../D-8b-h100-cached-interrupted/events.json  |  401 -
 .../node-images-after.json                    |   50 -
 .../node-images-before.json                   |   50 -
 .../node-labels-during.txt                    |    8 -
 .../D-8b-h100-cached-interrupted/pods.json    | 5980 ---------------
 .../redis-ready.log                           | 1001 ---
 .../D-8b-h100-cached-interrupted/run.log      |   36 -
 .../scheduler.log                             |    2 -
 .../timeline.json                             |   26 -
 .../watch-started.txt                         |    1 -
 .../worker-image.txt                          |    1 -
 .../workloads.json                            |    8 -
 .../D-8b-h100-cached.run.log                  |   35 -
 .../D-8b-h100-cached/api-server.log           |   36 -
 .../D-8b-h100-cached/client.jsonl             |   11 -
 .../D-8b-h100-cached/client.log               |   12 -
 .../D-8b-h100-cached/collect-started.txt      |    1 -
 .../D-8b-h100-cached/events.json              |  661 --
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  223 -
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |  166 -
 .../D-8b-h100-cached/monitoring.json          |  194 -
 .../D-8b-h100-cached/node-images-after.json   |   50 -
 .../D-8b-h100-cached/node-images-before.json  |   50 -
 .../D-8b-h100-cached/node-labels-during.txt   |    8 -
 .../D-8b-h100-cached/pods.json                | 6782 ----------------
 .../D-8b-h100-cached/redis-ready.log          |  147 -
 .../D-8b-h100-cached/scheduler.log            |    2 -
 .../D-8b-h100-cached/timeline.json            |  267 -
 .../D-8b-h100-cached/watch-started.txt        |    1 -
 .../D-8b-h100-cached/worker-image.txt         |    1 -
 .../D-8b-h100-cached/workloads.json           |  355 -
 .../after-A1-0.5b-l4-cold.run.log             |   35 -
 .../after-A1-0.5b-l4-cold/api-server.log      |   75 -
 .../after-A1-0.5b-l4-cold/client.jsonl        |   11 -
 .../after-A1-0.5b-l4-cold/client.log          |   12 -
 .../after-A1-0.5b-l4-cold/collect-started.txt |    1 -
 .../after-A1-0.5b-l4-cold/events.json         | 1311 ----
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   34 -
 .../node-images-after.json                    |   49 -
 .../node-images-before.json                   |   51 -
 .../node-labels-during.txt                    |    8 -
 .../after-A1-0.5b-l4-cold/pods.json           | 6782 ----------------
 .../after-A1-0.5b-l4-cold/redis-ready.log     |  309 -
 .../after-A1-0.5b-l4-cold/scheduler.log       |    2 -
 .../after-A1-0.5b-l4-cold/timeline.json       |  275 -
 .../after-A1-0.5b-l4-cold/watch-started.txt   |    1 -
 .../after-A1-0.5b-l4-cold/worker-image.txt    |    1 -
 .../after-A1-0.5b-l4-cold/workloads.json      |  355 -
 .../after-B1-0.5b-l4-cached.run.log           |   35 -
 .../after-B1-0.5b-l4-cached/api-server.log    |   33 -
 .../after-B1-0.5b-l4-cached/client.jsonl      |   11 -
 .../after-B1-0.5b-l4-cached/client.log        |   12 -
 .../collect-started.txt                       |    1 -
 .../after-B1-0.5b-l4-cached/events.json       | 1699 -----
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  119 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   34 -
 .../node-images-after.json                    |   49 -
 .../node-images-before.json                   |   49 -
 .../node-labels-during.txt                    |    8 -
 .../after-B1-0.5b-l4-cached/pods.json         | 6786 -----------------
 .../after-B1-0.5b-l4-cached/redis-ready.log   |  175 -
 .../after-B1-0.5b-l4-cached/scheduler.log     |    2 -
 .../after-B1-0.5b-l4-cached/timeline.json     |  275 -
 .../after-B1-0.5b-l4-cached/watch-started.txt |    1 -
 .../after-B1-0.5b-l4-cached/worker-image.txt  |    1 -
 .../after-B1-0.5b-l4-cached/workloads.json    |  355 -
 .../after-B2-0.5b-l4-cached.run.log           |   35 -
 .../after-B2-0.5b-l4-cached/api-server.log    |   30 -
 .../after-B2-0.5b-l4-cached/client.jsonl      |   11 -
 .../after-B2-0.5b-l4-cached/client.log        |   12 -
 .../collect-started.txt                       |    1 -
 .../after-B2-0.5b-l4-cached/events.json       | 2025 -----
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt |  120 -
 ...g-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt |   34 -
 .../node-images-after.json                    |   49 -
 .../node-images-before.json                   |   49 -
 .../node-labels-during.txt                    |    8 -
 .../after-B2-0.5b-l4-cached/pods.json         | 6782 ----------------
 .../after-B2-0.5b-l4-cached/redis-ready.log   |  153 -
 .../after-B2-0.5b-l4-cached/scheduler.log     |    2 -
 .../after-B2-0.5b-l4-cached/timeline.json     |  267 -
 .../after-B2-0.5b-l4-cached/watch-started.txt |    1 -
 .../after-B2-0.5b-l4-cached/worker-image.txt  |    1 -
 .../after-B2-0.5b-l4-cached/workloads.json    |  355 -
 .../after-C1-8b-h100-cold.run.log             |   35 -
 .../after-C1-8b-h100-cold/api-server.log      |   56 -
 .../after-C1-8b-h100-cold/client.jsonl        |   11 -
 .../after-C1-8b-h100-cold/client.log          |   12 -
 .../after-C1-8b-h100-cold/collect-started.txt |    1 -
 .../after-C1-8b-h100-cold/events.json         | 2417 ------
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  223 -
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |   50 -
 .../after-C1-8b-h100-cold/monitoring.json     |  320 -
 .../node-images-after.json                    |   51 -
 .../node-images-before.json                   |   49 -
 .../node-labels-during.txt                    |    8 -
 .../after-C1-8b-h100-cold/pods.json           | 6782 ----------------
 .../after-C1-8b-h100-cold/redis-ready.log     |  575 --
 .../after-C1-8b-h100-cold/scheduler.log       |    2 -
 .../after-C1-8b-h100-cold/timeline.json       |  275 -
 .../after-C1-8b-h100-cold/watch-started.txt   |    1 -
 .../after-C1-8b-h100-cold/worker-image.txt    |    1 -
 .../after-C1-8b-h100-cold/workloads.json      |  355 -
 .../after-D1-8b-h100-cached.run.log           |   35 -
 .../after-D1-8b-h100-cached/api-server.log    |   32 -
 .../after-D1-8b-h100-cached/client.jsonl      |   11 -
 .../after-D1-8b-h100-cached/client.log        |   12 -
 .../collect-started.txt                       |    1 -
 .../after-D1-8b-h100-cached/events.json       | 2743 -------
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  222 -
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |   50 -
 .../node-images-after.json                    |   51 -
 .../node-images-before.json                   |   51 -
 .../node-labels-during.txt                    |    8 -
 .../after-D1-8b-h100-cached/pods.json         | 6782 ----------------
 .../after-D1-8b-h100-cached/redis-ready.log   |  342 -
 .../after-D1-8b-h100-cached/scheduler.log     |    2 -
 .../after-D1-8b-h100-cached/timeline.json     |  267 -
 .../after-D1-8b-h100-cached/watch-started.txt |    1 -
 .../after-D1-8b-h100-cached/worker-image.txt  |    1 -
 .../after-D1-8b-h100-cached/workloads.json    |  355 -
 .../after-D2-8b-h100-cached.run.log           |   35 -
 .../after-D2-8b-h100-cached/api-server.log    |   32 -
 .../after-D2-8b-h100-cached/client.jsonl      |   11 -
 .../after-D2-8b-h100-cached/client.log        |   12 -
 .../collect-started.txt                       |    1 -
 .../after-D2-8b-h100-cached/events.json       | 3069 --------
 .../log-orw-lora-qwen-qwen3-8b-0-sampler.txt  |  222 -
 .../log-orw-lora-qwen-qwen3-8b-0-trainer.txt  |   50 -
 .../node-images-after.json                    |   51 -
 .../node-images-before.json                   |   51 -
 .../node-labels-during.txt                    |    8 -
 .../after-D2-8b-h100-cached/pods.json         | 6782 ----------------
 .../after-D2-8b-h100-cached/redis-ready.log   |  334 -
 .../after-D2-8b-h100-cached/scheduler.log     |    2 -
 .../after-D2-8b-h100-cached/timeline.json     |  267 -
 .../after-D2-8b-h100-cached/watch-started.txt |    1 -
 .../after-D2-8b-h100-cached/worker-image.txt  |    1 -
 .../after-D2-8b-h100-cached/workloads.json    |  355 -
 .../api-server.log                            |   26 -
 .../client.jsonl                              |    7 -
 .../client.log                                |    8 -
 .../collect-started.txt                       |    1 -
 .../events.json                               | 3265 --------
 ...-orw-lora-google-gemma-4-e2b-0-trainer.txt |   32 -
 .../monitoring.json                           |  158 -
 .../node-images-after.json                    |   51 -
 .../node-images-before.json                   |   51 -
 .../pods.json                                 | 6378 ----------------
 .../redis-ready.log                           |  258 -
 .../scheduler.log                             |    1 -
 .../timeline.json                             |  130 -
 .../trainer-mountstats-final.txt              |    3 -
 .../watch-started.txt                         |    1 -
 .../worker-image.txt                          |    1 -
 .../workloads.json                            |  179 -
 runs/2026-10-15_cold_start/after-progress.txt |    7 -
 runs/2026-10-15_cold_start/after.log          |    0
 runs/2026-10-15_cold_start/after.sh           |   15 -
 .../fio-h100-1g3a-coldfile/file.txt           |    1 -
 .../fio-randread-4k-direct.json               |  260 -
 .../fio-seqread-1M-4jobs-direct.json          |  261 -
 .../fio-seqread-1M-buffered.json              |  260 -
 .../fio-seqread-1M-direct.json                |  260 -
 .../fio-seqread-256k-qd1-direct.json          |  260 -
 .../mountstats-after.txt                      |   31 -
 .../mountstats-before.txt                     |   32 -
 .../fio-l4-lvw8/file.txt                      |    1 -
 .../fio-l4-lvw8/fio-randread-4k-direct.json   |  260 -
 .../fio-seqread-1M-4jobs-direct.json          |  261 -
 .../fio-l4-lvw8/fio-seqread-1M-buffered.json  |  260 -
 .../fio-l4-lvw8/fio-seqread-1M-direct.json    |  260 -
 .../fio-seqread-256k-qd1-direct.json          |  260 -
 .../fio-l4-lvw8/monitoring.json               |  302 -
 .../fio-l4-lvw8/mountstats-after.txt          |   31 -
 .../fio-l4-lvw8/mountstats-before.txt         |   32 -
 runs/2026-10-15_cold_start/fix-image-tag.txt  |    1 -
 .../node-labels-before.json                   |   42 -
 .../fleet-request-h200.md                     |  123 +
 runs/2026-10-17_demo_baselines/notes.md       |  530 ++
 245 files changed, 653 insertions(+), 121937 deletions(-)
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt
 delete mode 100644 runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
 delete mode 100644 runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json
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 delete mode 100644 runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-direct.json
 delete mode 100644 runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-256k-qd1-direct.json
 delete mode 100644 runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json
 delete mode 100644 runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt
 delete mode 100644 runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt
 delete mode 100644 runs/2026-10-15_cold_start/fix-image-tag.txt
 delete mode 100644 runs/2026-10-15_cold_start/node-labels-before.json
 create mode 100644 runs/2026-10-17_demo_baselines/fleet-request-h200.md
 create mode 100644 runs/2026-10-17_demo_baselines/notes.md

diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log
deleted file mode 100644
index f232d67d..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold.run.log
+++ /dev/null
@@ -1,34 +0,0 @@
-watching; recorders [95336, 95337, 95339, 95341, 95343, 95338, 95340, 95342] write into runs/2026-10-15_cold_start/A-0.5b-l4-cold
-collected 2 worker log(s) into runs/2026-10-15_cold_start/A-0.5b-l4-cold
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.1 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | -300.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 473.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.4 |
-| weights load | trainer.load_start | trainer.load_done | 4.3 |
-| ready key | trainer.load_done | trainer.ready_key | -0.7 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 186.7 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.4 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.6 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 1.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | -470.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 642.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 11.9 |
-| imports and engine setup until weights read | sampler.process_first_log | sampler.weights_loaded | 32.7 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.6 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
-| client: first sample blocked | client.sample.start | client.sample.done | 277.0 |
-
-DONE=0
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log
deleted file mode 100644
index d10c262a..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/api-server.log
+++ /dev/null
@@ -1,71 +0,0 @@
-2026-10-15T03:04:13.970+00:00	2026-10-15T03:04:13.965424776Z INFO:     10.32.3.1:49232 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:04:16.136+00:00	2026-10-15T03:04:16.130670078Z INFO:     127.0.0.1:55612 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T03:04:16.365+00:00	2026-10-15T03:04:16.360351230Z INFO:     127.0.0.1:55616 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:04:16.427+00:00	2026-10-15T03:04:16.423488415Z INFO:     127.0.0.1:55616 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T03:04:16.648+00:00	2026-10-15T03:04:16.643839900Z [API_SERVER] enqueued op=create_model request_id=ccc385bd-2c80-4be6-9ab7-0625542435ba model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T03:04:16.650+00:00	2026-10-15T03:04:16.644342790Z INFO:     127.0.0.1:55632 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T03:04:23.971+00:00	2026-10-15T03:04:23.964124117Z INFO:     10.32.3.1:36036 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:04:26.615+00:00	2026-10-15T03:04:26.609759344Z INFO:     127.0.0.1:48514 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:04:34.028+00:00	2026-10-15T03:04:33.964594425Z INFO:     10.32.3.1:33560 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:04:43.971+00:00	2026-10-15T03:04:43.964844670Z INFO:     10.32.3.1:40012 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:04:53.971+00:00	2026-10-15T03:04:53.964767187Z INFO:     10.32.3.1:40016 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:03.980+00:00	2026-10-15T03:05:03.965100240Z INFO:     10.32.3.1:34000 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:06.801+00:00	2026-10-15T03:05:06.795756734Z INFO:     127.0.0.1:42920 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:05:13.972+00:00	2026-10-15T03:05:13.964966273Z INFO:     10.32.3.1:55820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:23.970+00:00	2026-10-15T03:05:23.965043231Z INFO:     10.32.3.1:48518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:33.972+00:00	2026-10-15T03:05:33.965111192Z INFO:     10.32.3.1:56412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:43.970+00:00	2026-10-15T03:05:43.964441881Z INFO:     10.32.3.1:40700 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:53.970+00:00	2026-10-15T03:05:53.964733835Z INFO:     10.32.3.1:59024 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:05:56.984+00:00	2026-10-15T03:05:56.978355679Z INFO:     127.0.0.1:38040 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:06:04.141+00:00	2026-10-15T03:06:03.965149122Z INFO:     10.32.3.1:54646 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:06:13.983+00:00	2026-10-15T03:06:13.964712249Z INFO:     10.32.3.1:48236 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:06:23.971+00:00	2026-10-15T03:06:23.964370498Z INFO:     10.32.3.1:44162 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:06:33.971+00:00	2026-10-15T03:06:33.965253254Z INFO:     10.32.3.1:49780 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:06:37.171+00:00	2026-10-15T03:06:37.165060181Z INFO:     127.0.0.1:34956 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:06:43.970+00:00	2026-10-15T03:06:43.964900145Z INFO:     10.32.3.1:44846 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:06:53.971+00:00	2026-10-15T03:06:53.964366759Z INFO:     10.32.3.1:58212 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:03.971+00:00	2026-10-15T03:07:03.964671419Z INFO:     10.32.3.1:59690 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:13.971+00:00	2026-10-15T03:07:13.964489989Z INFO:     10.32.3.1:46040 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:22.817+00:00	2026-10-15T03:07:22.810967004Z INFO:     127.0.0.1:59842 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T03:07:24.013+00:00	2026-10-15T03:07:23.965218186Z INFO:     10.32.3.1:47190 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:25.486+00:00	2026-10-15T03:07:25.480772722Z [API_SERVER] enqueued op=forward_backward request_id=c9b1b9ba-be87-47ed-8531-402cb2fabb4c model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T03:07:25.487+00:00	2026-10-15T03:07:25.481519493Z INFO:     127.0.0.1:59842 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T03:07:28.911+00:00	2026-10-15T03:07:28.906017913Z [API_SERVER] enqueued op=optim_step request_id=4eed00a3-56a3-46ac-9191-13fd5f7bcf0d model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T03:07:28.911+00:00	2026-10-15T03:07:28.906487435Z INFO:     127.0.0.1:59842 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T03:07:29.701+00:00	2026-10-15T03:07:29.697228415Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=0e4cfa12-b1fd-41e9-8346-b31a02c5d55f model_id=ccc385bd-2c80-4be6-9ab7-0625542435ba active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T03:07:29.703+00:00	2026-10-15T03:07:29.697821936Z INFO:     127.0.0.1:59842 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T03:07:30.370+00:00	2026-10-15T03:07:30.365760850Z INFO:     127.0.0.1:59860 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T03:07:33.971+00:00	2026-10-15T03:07:33.966052502Z INFO:     10.32.3.1:47144 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:43.972+00:00	2026-10-15T03:07:43.965551746Z INFO:     10.32.3.1:39724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:07:53.974+00:00	2026-10-15T03:07:53.966118583Z INFO:     10.32.3.1:52036 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:04.003+00:00	2026-10-15T03:08:03.965792751Z INFO:     10.32.3.1:53772 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:13.972+00:00	2026-10-15T03:08:13.965952960Z INFO:     10.32.3.1:55912 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:17.378+00:00	2026-10-15T03:08:17.363707043Z INFO:     127.0.0.1:40350 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:08:23.972+00:00	2026-10-15T03:08:23.965275434Z INFO:     10.32.3.1:37596 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:34.056+00:00	2026-10-15T03:08:33.964948070Z INFO:     10.32.3.1:55858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:43.973+00:00	2026-10-15T03:08:43.966182718Z INFO:     10.32.3.1:33098 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:08:53.973+00:00	2026-10-15T03:08:53.965614609Z INFO:     10.32.3.1:38942 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:03.972+00:00	2026-10-15T03:09:03.964678901Z INFO:     10.32.3.1:45794 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:07.564+00:00	2026-10-15T03:09:07.556603346Z INFO:     127.0.0.1:47276 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:09:13.976+00:00	2026-10-15T03:09:13.967273256Z INFO:     10.32.3.1:54252 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:16.493+00:00	2026-10-15T03:09:16.484867631Z INFO:     127.0.0.1:57588 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:09:23.972+00:00	2026-10-15T03:09:23.964796053Z INFO:     10.32.3.1:60326 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:33.973+00:00	2026-10-15T03:09:33.965636084Z INFO:     10.32.3.1:58520 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:43.973+00:00	2026-10-15T03:09:43.965716052Z INFO:     10.32.3.1:46004 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:53.976+00:00	2026-10-15T03:09:53.966124758Z INFO:     10.32.3.1:58072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:09:57.751+00:00	2026-10-15T03:09:57.744852851Z INFO:     127.0.0.1:60840 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:10:03.975+00:00	2026-10-15T03:10:03.966670840Z INFO:     10.32.3.1:58060 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:10:13.975+00:00	2026-10-15T03:10:13.966758337Z INFO:     10.32.3.1:57718 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:10:23.974+00:00	2026-10-15T03:10:23.964882780Z INFO:     10.32.3.1:33186 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:10:33.975+00:00	2026-10-15T03:10:33.966514608Z INFO:     10.32.3.1:45636 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:10:37.927+00:00	2026-10-15T03:10:37.918752812Z INFO:     127.0.0.1:33472 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:10:43.984+00:00	2026-10-15T03:10:43.965936582Z INFO:     10.32.3.1:50548 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:10:53.974+00:00	2026-10-15T03:10:53.965049215Z INFO:     10.32.3.1:56646 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:03.975+00:00	2026-10-15T03:11:03.965725149Z INFO:     10.32.3.1:46908 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:13.971+00:00	2026-10-15T03:11:13.964776008Z INFO:     10.32.3.1:59014 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:23.973+00:00	2026-10-15T03:11:23.964881664Z INFO:     10.32.3.1:37578 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:33.972+00:00	2026-10-15T03:11:33.964840171Z INFO:     10.32.3.1:57742 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:38.106+00:00	2026-10-15T03:11:38.100543048Z INFO:     127.0.0.1:49588 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:11:43.973+00:00	2026-10-15T03:11:43.965228717Z INFO:     10.32.3.1:60810 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:11:53.972+00:00	2026-10-15T03:11:53.964561540Z INFO:     10.32.3.1:56102 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:12:03.973+00:00	2026-10-15T03:12:03.965618560Z INFO:     10.32.3.1:33308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl
deleted file mode 100644
index 2ab7d41f..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T03:04:15.891+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T03:04:15.892+00:00", "t": 0.0, "phase": "create_model.start"}
-{"ts": "2026-10-15T03:07:22.617+00:00", "t": 186.725, "phase": "create_model.done", "model_id": "ccc385bd-2c80-4be6-9ab7-0625542435ba"}
-{"ts": "2026-10-15T03:07:25.417+00:00", "t": 189.525, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T03:07:28.837+00:00", "t": 192.945, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T03:07:29.600+00:00", "t": 193.709, "phase": "optim_step.done"}
-{"ts": "2026-10-15T03:07:29.600+00:00", "t": 193.709, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T03:07:30.173+00:00", "t": 194.282, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T03:07:30.174+00:00", "t": 194.282, "phase": "sample.start"}
-{"ts": "2026-10-15T03:12:07.151+00:00", "t": 471.26, "phase": "sample.done", "text": " 4"}
-{"ts": "2026-10-15T03:12:07.154+00:00", "t": 471.262, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log
deleted file mode 100644
index 0f6171ae..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.000s create_model.start 
-[cold-start]  186.725s create_model.done {'model_id': 'ccc385bd-2c80-4be6-9ab7-0625542435ba'}
-[cold-start]  189.525s forward_backward.start 
-[cold-start]  192.945s forward_backward.done 
-[cold-start]  193.709s optim_step.done 
-[cold-start]  193.709s save_weights_and_get_sampling_client.start 
-[cold-start]  194.282s save_weights_and_get_sampling_client.done 
-[cold-start]  194.282s sample.start 
-[cold-start]  471.260s sample.done {'text': ' 4'}
-[cold-start]  471.262s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt
deleted file mode 100644
index 45604b3b..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:12:07.681+00:00
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json
deleted file mode 100644
index 74c9ca47..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/events.json
+++ /dev/null
@@ -1,661 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
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-            "reportingInstance": "",
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-            "type": "Normal"
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-        {
-            "apiVersion": "v1",
-            "count": 1,
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-            "firstTimestamp": "2026-10-15T02:59:40Z",
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-                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
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-            "type": "Normal"
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-            "type": "Normal"
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-        {
-            "apiVersion": "v1",
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-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:03:24Z",
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diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
deleted file mode 100644
index 9affdaaf..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-2026-10-15T03:10:33.926555905Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
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-2026-10-15T03:11:53.539804012Z (EngineCore pid=161) INFO 10-15 03:11:53 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
-2026-10-15T03:11:54.078717925Z (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
-2026-10-15T03:11:54.078852103Z (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T03:11:54.080170536Z (EngineCore pid=161) INFO 10-15 03:11:54 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
-2026-10-15T03:11:54.113667545Z (EngineCore pid=161) INFO 10-15 03:11:54 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T03:11:54.113694499Z (EngineCore pid=161) INFO 10-15 03:11:54 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
-2026-10-15T03:12:01.400497989Z (EngineCore pid=161) 
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-Capturing CUDA graphs (PIECEWISE):  63%|██████▎   | 24/38 [00:02<00:01, 12.10it/s]
-Capturing CUDA graphs (PIECEWISE):  68%|██████▊   | 26/38 [00:02<00:00, 12.09it/s]
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-Capturing CUDA graphs (PIECEWISE):  89%|████████▉ | 34/38 [00:02<00:00, 12.04it/s]
-Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:03<00:00, 12.02it/s]
-Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 12.19it/s]
-Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.98it/s]
-2026-10-15T03:12:03.029268558Z (EngineCore pid=161) 
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-Capturing CUDA graphs (FULL):  45%|████▌     | 10/22 [00:00<00:00, 13.40it/s]
-Capturing CUDA graphs (FULL):  55%|█████▍    | 12/22 [00:00<00:00, 13.49it/s]
-Capturing CUDA graphs (FULL):  64%|██████▎   | 14/22 [00:01<00:00, 13.59it/s]
-Capturing CUDA graphs (FULL):  73%|███████▎  | 16/22 [00:01<00:00, 13.54it/s]
-Capturing CUDA graphs (FULL):  82%|████████▏ | 18/22 [00:01<00:00, 13.41it/s]
-Capturing CUDA graphs (FULL):  91%|█████████ | 20/22 [00:01<00:00, 13.44it/s]
-Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.57it/s]
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-2026-10-15T03:12:03.566364496Z (EngineCore pid=161) INFO 10-15 03:12:03 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
-2026-10-15T03:12:03.566436264Z (EngineCore pid=161) INFO 10-15 03:12:03 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
-2026-10-15T03:12:03.566526098Z (EngineCore pid=161) INFO 10-15 03:12:03 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
-2026-10-15T03:12:04.219065537Z (EngineCore pid=161) INFO 10-15 03:12:04 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T03:12:04.780938538Z (EngineCore pid=161) INFO 10-15 03:12:04 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T03:12:04.781237051Z (EngineCore pid=161) INFO 10-15 03:12:04 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.33 s (compilation: 28.48 s)
-2026-10-15T03:12:06.039636494Z (EngineCore pid=161) WARNING 10-15 03:12:06 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:12:06.041681907Z WARNING 10-15 03:12:06 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:12:06.088068524Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T03:12:06.466756101Z (EngineCore pid=161) INFO 10-15 03:12:06 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T03:12:06.510445496Z WARNING 10-15 03:12:06 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T03:12:06.510485560Z WARNING 10-15 03:12:06 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
deleted file mode 100644
index 49018280..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
+++ /dev/null
@@ -1,46 +0,0 @@
-2026-10-15T03:07:17.253128437Z 
-2026-10-15T03:07:17.253182612Z ==================================================
-2026-10-15T03:07:17.253188083Z       Open-RL PyTorch Training Worker
-2026-10-15T03:07:17.253190172Z ==================================================
-2026-10-15T03:07:17.253192000Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T03:07:17.275476076Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T03:07:17.307183476Z 
-2026-10-15T03:07:17.410020160Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
-2026-10-15T03:07:17.543492303Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T03:07:21.568855096Z 
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-2026-10-15T03:07:21.686686387Z Successfully loaded.
-2026-10-15T03:07:21.689422581Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
-2026-10-15T03:07:21.695683756Z 
-2026-10-15T03:07:21.695723874Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: create_model:ccc385bd-2c80-4be6-9ab7-0625542435ba
-2026-10-15T03:07:21.696118002Z Base model Qwen/Qwen2.5-0.5B already loaded.
-2026-10-15T03:07:21.696156663Z Creating LoRA adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba'...
-2026-10-15T03:07:22.069634308Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T03:07:22.195916996Z LoRA adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' created and set to active.
-2026-10-15T03:07:22.548059905Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
-2026-10-15T03:07:25.481567907Z 
-2026-10-15T03:07:25.781428855Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: forward_backward:c9b1b9ba-be87-47ed-8531-402cb2fabb4c
-2026-10-15T03:07:28.906839563Z 
-2026-10-15T03:07:28.906885004Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: optim_step:4eed00a3-56a3-46ac-9191-13fd5f7bcf0d
-2026-10-15T03:07:28.915363098Z Initializing AdamW optimizer for 'ccc385bd-2c80-4be6-9ab7-0625542435ba' with lr=0.0001
-2026-10-15T03:07:29.536273071Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
-2026-10-15T03:07:29.698441334Z 
-2026-10-15T03:07:29.698493854Z [TRAINING REQUESTS] Popped 1 requests for model: ccc385bd-2c80-4be6-9ab7-0625542435ba: save_weights_for_sampler:0e4cfa12-b1fd-41e9-8346-b31a02c5d55f
-2026-10-15T03:07:30.138404741Z Auto-saved adapter 'ccc385bd-2c80-4be6-9ab7-0625542435ba' to /mnt/shared/open-rl/peft/ccc385bd-2c80-4be6-9ab7-0625542435ba
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json
deleted file mode 100644
index 13c635d2..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/monitoring.json
+++ /dev/null
@@ -1,329 +0,0 @@
-{
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-       "endTime": "2026-10-15T03:08:00Z"
-      },
-      "value": {
-       "doubleValue": 1773997.85
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:07:00Z",
-       "endTime": "2026-10-15T03:07:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:06:00Z",
-       "endTime": "2026-10-15T03:06:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:05:00Z",
-       "endTime": "2026-10-15T03:05:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:04:00Z",
-       "endTime": "2026-10-15T03:04:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json
deleted file mode 100644
index 688025d6..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-after.json
+++ /dev/null
@@ -1,48 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json
deleted file mode 100644
index 033b7b6e..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-images-before.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt
deleted file mode 100644
index 87a73af9..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   24h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   24h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json
deleted file mode 100644
index 71e4ba3c..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
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-        "name": "nvidia-devices"
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-    "phase": "Running",
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-    "startTime": "2026-10-14T02:19:20Z"
-   }
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- ],
- "kind": "List",
- "metadata": {
-  "resourceVersion": ""
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log
deleted file mode 100644
index a3b2f618..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/redis-ready.log
+++ /dev/null
@@ -1,299 +0,0 @@
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-2026-10-15T03:11:27.236+00:00	2026-10-15T03:11:27Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:28.247+00:00	2026-10-15T03:11:28Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:29.246+00:00	2026-10-15T03:11:29Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:30.252+00:00	2026-10-15T03:11:30Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:31.256+00:00	2026-10-15T03:11:31Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:32.273+00:00	2026-10-15T03:11:32Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:33.272+00:00	2026-10-15T03:11:33Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:34.272+00:00	2026-10-15T03:11:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:35.277+00:00	2026-10-15T03:11:35Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:36.282+00:00	2026-10-15T03:11:36Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:37.298+00:00	2026-10-15T03:11:37Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:38.292+00:00	2026-10-15T03:11:38Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:39.298+00:00	2026-10-15T03:11:39Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:40.303+00:00	2026-10-15T03:11:40Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:41.308+00:00	2026-10-15T03:11:41Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:42.313+00:00	2026-10-15T03:11:42Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:43.318+00:00	2026-10-15T03:11:43Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:44.323+00:00	2026-10-15T03:11:44Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:45.329+00:00	2026-10-15T03:11:45Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:46.336+00:00	2026-10-15T03:11:46Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:47.357+00:00	2026-10-15T03:11:47Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:48.344+00:00	2026-10-15T03:11:48Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:49.386+00:00	2026-10-15T03:11:49Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:50.353+00:00	2026-10-15T03:11:50Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:51.358+00:00	2026-10-15T03:11:51Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:52.363+00:00	2026-10-15T03:11:52Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:53.376+00:00	2026-10-15T03:11:53Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:54.374+00:00	2026-10-15T03:11:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:55.378+00:00	2026-10-15T03:11:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:56.385+00:00	2026-10-15T03:11:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:57.389+00:00	2026-10-15T03:11:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:58.393+00:00	2026-10-15T03:11:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:11:59.398+00:00	2026-10-15T03:11:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:00.403+00:00	2026-10-15T03:12:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:01.491+00:00	2026-10-15T03:12:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:02.414+00:00	2026-10-15T03:12:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:03.417+00:00	2026-10-15T03:12:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:04.423+00:00	2026-10-15T03:12:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:05.427+00:00	2026-10-15T03:12:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:06.434+00:00	2026-10-15T03:12:06Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:06.434+00:00	2026-10-15T03:12:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:07.438+00:00	2026-10-15T03:12:07Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:07.438+00:00	2026-10-15T03:12:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:08.445+00:00	2026-10-15T03:12:08Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:08.445+00:00	2026-10-15T03:12:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:09.456+00:00	2026-10-15T03:12:09Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:09.456+00:00	2026-10-15T03:12:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:10.454+00:00	2026-10-15T03:12:10Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:10.454+00:00	2026-10-15T03:12:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:11.462+00:00	2026-10-15T03:12:11Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:11.462+00:00	2026-10-15T03:12:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:12.466+00:00	2026-10-15T03:12:12Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:12.466+00:00	2026-10-15T03:12:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:13.470+00:00	2026-10-15T03:12:13Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:12:13.470+00:00	2026-10-15T03:12:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log
deleted file mode 100644
index 8a5d22c7..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T03:04:16.865+00:00	2026-10-15T03:04:16.851951680Z {"level":"info","ts":"2026-10-15T03:04:16Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"4c2fe683-2517-4a3a-b018-18a9782b7839","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
-2026-10-15T03:07:29.839+00:00	2026-10-15T03:07:29.833404182Z {"level":"info","ts":"2026-10-15T03:07:29Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"ed0ac0cd-45a6-4012-adaa-1fd004dac781","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json
deleted file mode 100644
index a61a4e27..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/timeline.json
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "case": "A-0.5b-l4-cold",
- "collected": "2026-10-15T03:38:49.515+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 03:04:15.891000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen2.5-0.5B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 03:04:15.892000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 03:07:22.617000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "ccc385bd-2c80-4be6-9ab7-0625542435ba"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 03:07:25.417000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 03:07:28.837000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 03:07:29.600000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 03:07:29.600000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 03:07:30.173000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 03:07:30.174000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 03:12:07.151000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4"
-  },
-  "client.end": {
-   "ts": "2026-10-15 03:12:07.154000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 03:07:29+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 03:07:28.976000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 03:07:30.816000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 03:07:30.816000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 03:10:23+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 03:07:29+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 03:07:30+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 03:10:23+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 03:10:23+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 03:07:30+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 03:10:22+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 03:07:30+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
-    },
-    "sampler.event_Pulling": {
-     "ts": "2026-10-15 03:07:33+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 03:10:22+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 2m48.566s (2m48.566s i",
-     "kubelet_pull_s": 168.566,
-     "pulled_from_cache": false
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 03:10:22+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 03:10:22+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 03:10:33.926555+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 03:11:01.668050+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:01 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 03:11:03.371362+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:03 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 03:11:04.731338+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:04 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 03:11:06.644316+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:06 [default_loader.py:430] Loading weights took 1.92 seconds",
-     "self_reported_s": 1.92
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 03:11:07.445238+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:07 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.387871 seconds",
-     "self_reported_s": 4.387871
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 03:11:38.154127+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:38 [monitor.py:53] torch.compile took 28.48 s in total",
-     "self_reported_s": 28.48
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 03:11:53.539804+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:53 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
-     "self_reported_s": 11.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 03:11:54.078717+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:11:54 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 03:12:04.781237+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:12:04 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.33 s",
-     "self_reported_s": 57.33
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 03:12:06+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 03:04:16+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 03:04:16.578000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 03:04:16.578000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 03:04:18.224000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 03:07:11+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 03:04:16+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 03:04:17+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 03:07:11+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 03:07:11+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 03:04:17+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 03:07:10+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 03:04:17+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-    },
-    "trainer.event_Pulling": {
-     "ts": "2026-10-15 03:04:21+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 03:07:09+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 2m48.59s (2m48.59s inc",
-     "kubelet_pull_s": 168.59,
-     "pulled_from_cache": false
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 03:07:09+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 03:07:10+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 03:07:17.253128+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 03:07:17.410020+00:00",
-     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 03:07:21.686686+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 03:07:21.689422+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 03:07:21+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt
deleted file mode 100644
index 3d7afe64..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:04:11.775+00:00
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt
deleted file mode 100644
index 0d162c07..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json b/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json
deleted file mode 100644
index 28c8d645..00000000
--- a/runs/2026-10-15_cold_start/A-0.5b-l4-cold/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:07:29Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033823440495001",
-                "uid": "54443ec4-9700-416e-b5d7-846a4a007c00"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "4Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "3589169104"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "25Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "25Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "d96cccda-acfd-4fa4-95c5-72c958a83f6b",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T03:10:23Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-54443ec4",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "4Gi",
-                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:04:16Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033631210927015",
-                "uid": "47b54db3-9dc6-4dfd-a972-55bee1fc0dad"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "5Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen2.5-0.5B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "5282967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "21Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "21Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "33cc03f0-42b9-4860-8d5e-f14ca74f3511",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T03:07:11Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-47b54db3",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "5Gi",
-                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log
deleted file mode 100644
index e3ebe340..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/api-server.log
+++ /dev/null
@@ -1,31 +0,0 @@
-2026-10-15T02:59:03.962+00:00	2026-10-15T02:59:03.964951462Z INFO:     10.32.3.1:54528 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T02:59:11.901+00:00	2026-10-15T02:59:11.904243760Z INFO:     127.0.0.1:55772 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T02:59:12.147+00:00	2026-10-15T02:59:12.151769067Z INFO:     127.0.0.1:55782 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T02:59:12.211+00:00	2026-10-15T02:59:12.215619037Z INFO:     127.0.0.1:55782 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T02:59:12.479+00:00	2026-10-15T02:59:12.482819930Z [API_SERVER] enqueued op=create_model request_id=cc688d59-8147-4315-9236-81ea9296fa1d model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T02:59:12.481+00:00	2026-10-15T02:59:12.483378195Z INFO:     127.0.0.1:55792 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T02:59:13.961+00:00	2026-10-15T02:59:13.965191360Z INFO:     10.32.3.1:48124 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T02:59:22.388+00:00	2026-10-15T02:59:22.390801550Z INFO:     127.0.0.1:45904 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T02:59:23.961+00:00	2026-10-15T02:59:23.964632011Z INFO:     10.32.3.1:39380 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T02:59:29.361+00:00	2026-10-15T02:59:29.363125454Z INFO:     127.0.0.1:45914 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T02:59:32.441+00:00	2026-10-15T02:59:32.444410717Z [API_SERVER] enqueued op=forward_backward request_id=0aefaadb-3d41-4420-89c5-bf8de12892b6 model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T02:59:32.441+00:00	2026-10-15T02:59:32.445344260Z INFO:     127.0.0.1:45914 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T02:59:33.961+00:00	2026-10-15T02:59:33.964713101Z INFO:     10.32.3.1:51494 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T02:59:35.560+00:00	2026-10-15T02:59:35.564042664Z [API_SERVER] enqueued op=optim_step request_id=cf94adcb-6e7f-47ac-97bc-f5de0168c89b model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T02:59:35.561+00:00	2026-10-15T02:59:35.564697067Z INFO:     127.0.0.1:45914 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T02:59:36.462+00:00	2026-10-15T02:59:36.445520836Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=d5021fb2-234b-470a-b272-1ad3d13c1ef6 model_id=cc688d59-8147-4315-9236-81ea9296fa1d active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T02:59:36.462+00:00	2026-10-15T02:59:36.446145534Z INFO:     127.0.0.1:45914 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T02:59:37.136+00:00	2026-10-15T02:59:37.140404264Z INFO:     127.0.0.1:59990 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T02:59:43.962+00:00	2026-10-15T02:59:43.964864449Z INFO:     10.32.3.1:53026 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T02:59:53.962+00:00	2026-10-15T02:59:53.965184980Z INFO:     10.32.3.1:58910 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:03.962+00:00	2026-10-15T03:00:03.964285482Z INFO:     10.32.3.1:44748 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:13.962+00:00	2026-10-15T03:00:13.964568310Z INFO:     10.32.3.1:55124 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:22.589+00:00	2026-10-15T03:00:22.590580301Z INFO:     127.0.0.1:41576 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:00:23.962+00:00	2026-10-15T03:00:23.965334932Z INFO:     10.32.3.1:37274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:33.962+00:00	2026-10-15T03:00:33.965008993Z INFO:     10.32.3.1:48328 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:43.962+00:00	2026-10-15T03:00:43.965137758Z INFO:     10.32.3.1:57986 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:00:53.962+00:00	2026-10-15T03:00:53.964797296Z INFO:     10.32.3.1:35412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:01:03.965+00:00	2026-10-15T03:01:03.965183315Z INFO:     10.32.3.1:41724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:01:12.798+00:00	2026-10-15T03:01:12.794180811Z INFO:     127.0.0.1:45096 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:01:13.967+00:00	2026-10-15T03:01:13.964671642Z INFO:     10.32.3.1:51088 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:01:23.978+00:00	2026-10-15T03:01:23.965052643Z INFO:     10.32.3.1:42154 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl
deleted file mode 100644
index 8d9562a1..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T02:59:11.608+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T02:59:11.609+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T02:59:29.165+00:00", "t": 17.557, "phase": "create_model.done", "model_id": "cc688d59-8147-4315-9236-81ea9296fa1d"}
-{"ts": "2026-10-15T02:59:32.362+00:00", "t": 20.753, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T02:59:35.480+00:00", "t": 23.872, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T02:59:36.339+00:00", "t": 24.731, "phase": "optim_step.done"}
-{"ts": "2026-10-15T02:59:36.340+00:00", "t": 24.732, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T02:59:36.946+00:00", "t": 25.338, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T02:59:36.947+00:00", "t": 25.339, "phase": "sample.start"}
-{"ts": "2026-10-15T03:01:23.638+00:00", "t": 132.029, "phase": "sample.done", "text": " 4"}
-{"ts": "2026-10-15T03:01:23.639+00:00", "t": 132.03, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log
deleted file mode 100644
index ebf20190..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/client.log
+++ /dev/null
@@ -1,16 +0,0 @@
-   Building open-rl-client @ file:///Users/sunilarora/work/open-rl/examples
-      Built open-rl-client @ file:///Users/sunilarora/work/open-rl/examples
-Uninstalled 1 package in 1ms
-Installed 1 package in 4ms
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]   17.557s create_model.done {'model_id': 'cc688d59-8147-4315-9236-81ea9296fa1d'}
-[cold-start]   20.753s forward_backward.start 
-[cold-start]   23.872s forward_backward.done 
-[cold-start]   24.731s optim_step.done 
-[cold-start]   24.732s save_weights_and_get_sampling_client.start 
-[cold-start]   25.338s save_weights_and_get_sampling_client.done 
-[cold-start]   25.339s sample.start 
-[cold-start]  132.029s sample.done {'text': ' 4'}
-[cold-start]  132.030s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt
deleted file mode 100644
index eed48c3c..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:01:46.957+00:00
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json
deleted file mode 100644
index b5ad8cd7..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/events.json
+++ /dev/null
@@ -1,269 +0,0 @@
-{
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-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-            "metadata": {
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-            "reportingComponent": "default-scheduler",
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-            "source": {
-                "component": "default-scheduler"
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-            "type": "Normal"
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-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:40Z",
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-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
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-            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
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-                "uid": "2463b9b8-32de-4c33-af86-ca945ab359e3"
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-            "reason": "Pulled",
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-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
-            },
-            "type": "Normal"
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-            "apiVersion": "v1",
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-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:40Z",
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-            "kind": "Event",
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-            "message": "Container created",
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-            "source": {
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-                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:40Z",
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T02:59:40Z",
-            "message": "Container started",
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-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94aedddd6086",
-                "namespace": "openrl-system",
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-                "uid": "e1c7e13f-7b29-4ed9-afdb-cc1a062a32d2"
-            },
-            "reason": "Started",
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-            "reportingInstance": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:13Z",
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-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c",
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-            "source": {
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-        {
-            "apiVersion": "v1",
-            "count": 1,
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-            "firstTimestamp": "2026-10-15T02:59:17Z",
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-                "host": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c"
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-            "type": "Normal"
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-                "host": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c"
-            },
-            "type": "Normal"
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-    "kind": "List",
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-}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
deleted file mode 100644
index ba103934..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-2026-10-15T02:59:51.481521360Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T03:00:03.567266539Z INFO 10-15 03:00:03 [model.py:692] Resolved architecture: Qwen2ForCausalLM
-2026-10-15T03:00:03.567589212Z INFO 10-15 03:00:03 [model.py:2030] Using max model len 8192
-2026-10-15T03:00:03.569678337Z INFO 10-15 03:00:03 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
-2026-10-15T03:00:03.982387755Z INFO 10-15 03:00:03 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T03:00:07.254113521Z WARNING 10-15 03:00:07 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T03:00:18.656636083Z (EngineCore pid=161) INFO 10-15 03:00:18 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T03:00:19.465208619Z (EngineCore pid=161) INFO 10-15 03:00:19 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_83c4163e04374cbaaa5cdd2b203e669a backend=nccl
-2026-10-15T03:00:19.472365440Z (EngineCore pid=161) INFO 10-15 03:00:19 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T03:00:19.472394618Z (EngineCore pid=161) INFO 10-15 03:00:19 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T03:00:20.368364392Z (EngineCore pid=161) INFO 10-15 03:00:20 [model_runner.py:396] Loading model from scratch...
-2026-10-15T03:00:21.228539711Z (EngineCore pid=161) INFO 10-15 03:00:21 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T03:00:21.228925613Z (EngineCore pid=161) INFO 10-15 03:00:21 [flash_attn.py:1116] Using FlashAttention version 2
-2026-10-15T03:00:21.343550869Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T03:00:21.343876865Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T03:00:21.715756916Z (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
-2026-10-15T03:00:21.715792572Z (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
-2026-10-15T03:00:21.716786271Z (EngineCore pid=161) 
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-2026-10-15T03:00:23.353269993Z (EngineCore pid=161) INFO 10-15 03:00:23 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
-2026-10-15T03:00:23.354254535Z (EngineCore pid=161) INFO 10-15 03:00:23 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.64s
-2026-10-15T03:00:23.354720914Z (EngineCore pid=161) 
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-2026-10-15T03:00:23.354804110Z (EngineCore pid=161) 
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-2026-10-15T03:00:23.354827402Z (EngineCore pid=161) 
-2026-10-15T03:00:23.366661330Z (EngineCore pid=161) INFO 10-15 03:00:23 [default_loader.py:430] Loading weights took 1.65 seconds
-2026-10-15T03:00:23.410622915Z (EngineCore pid=161) INFO 10-15 03:00:23 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T03:00:24.163833748Z (EngineCore pid=161) INFO 10-15 03:00:24 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.105582 seconds
-2026-10-15T03:00:24.173182561Z (EngineCore pid=161) INFO 10-15 03:00:24 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T03:00:24.174137599Z (EngineCore pid=161) INFO 10-15 03:00:24 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T03:00:37.041276426Z (EngineCore pid=161) INFO 10-15 03:00:37 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T03:00:37.041854039Z (EngineCore pid=161) INFO 10-15 03:00:37 [backends.py:1155] Dynamo bytecode transform time: 10.69 s
-2026-10-15T03:00:45.024443917Z (EngineCore pid=161) [rank0]:W1015 03:00:45.023000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
-2026-10-15T03:00:48.735120827Z (EngineCore pid=161) INFO 10-15 03:00:48 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.44 s
-2026-10-15T03:00:54.602947610Z (EngineCore pid=161) INFO 10-15 03:00:54 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5117704 bytes total
-2026-10-15T03:00:54.727725414Z (EngineCore pid=161) INFO 10-15 03:00:54 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
-2026-10-15T03:00:54.727773150Z (EngineCore pid=161) INFO 10-15 03:00:54 [monitor.py:53] torch.compile took 28.38 s in total
-2026-10-15T03:00:54.729549148Z (EngineCore pid=161) WARNING 10-15 03:00:54 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T03:00:57.172047468Z (EngineCore pid=161) INFO 10-15 03:00:57 [monitor.py:81] Initial profiling/warmup run took 2.44 s
-2026-10-15T03:01:09.454422340Z (EngineCore pid=161) 
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-2026-10-15T03:01:09.605142929Z (EngineCore pid=161) 
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-2026-10-15T03:01:10.141242857Z (EngineCore pid=161) INFO 10-15 03:01:10 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
-2026-10-15T03:01:10.683074569Z (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
-2026-10-15T03:01:10.683122323Z (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T03:01:10.684308453Z (EngineCore pid=161) INFO 10-15 03:01:10 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
-2026-10-15T03:01:10.719400875Z (EngineCore pid=161) INFO 10-15 03:01:10 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T03:01:10.719427557Z (EngineCore pid=161) INFO 10-15 03:01:10 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
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-2026-10-15T03:01:19.715029627Z (EngineCore pid=161) 
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-2026-10-15T03:01:20.246954451Z (EngineCore pid=161) INFO 10-15 03:01:20 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
-2026-10-15T03:01:20.247004133Z (EngineCore pid=161) INFO 10-15 03:01:20 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
-2026-10-15T03:01:20.247080931Z (EngineCore pid=161) INFO 10-15 03:01:20 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
-2026-10-15T03:01:20.902655988Z (EngineCore pid=161) INFO 10-15 03:01:20 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T03:01:21.458921817Z (EngineCore pid=161) INFO 10-15 03:01:21 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T03:01:21.459118067Z (EngineCore pid=161) INFO 10-15 03:01:21 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.29 s (compilation: 28.38 s)
-2026-10-15T03:01:22.572997414Z (EngineCore pid=161) WARNING 10-15 03:01:22 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:01:22.575543257Z WARNING 10-15 03:01:22 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:01:22.620433616Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T03:01:22.923599163Z (EngineCore pid=161) INFO 10-15 03:01:22 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T03:01:22.968635844Z WARNING 10-15 03:01:22 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T03:01:22.968661104Z WARNING 10-15 03:01:22 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
deleted file mode 100644
index ef1f228e..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
+++ /dev/null
@@ -1,47 +0,0 @@
-2026-10-15T02:59:23.844888969Z 
-2026-10-15T02:59:23.844933570Z ==================================================
-2026-10-15T02:59:23.844938676Z       Open-RL PyTorch Training Worker
-2026-10-15T02:59:23.844940699Z ==================================================
-2026-10-15T02:59:23.844942625Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T02:59:23.867929492Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T02:59:23.867951058Z 
-2026-10-15T02:59:23.989922239Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
-2026-10-15T02:59:24.254380821Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T02:59:28.134128443Z 
-Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
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-2026-10-15T02:59:28.232473443Z Successfully loaded.
-2026-10-15T02:59:28.234688314Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
-2026-10-15T02:59:28.242740071Z 
-2026-10-15T02:59:28.242766708Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: create_model:cc688d59-8147-4315-9236-81ea9296fa1d
-2026-10-15T02:59:28.243102038Z Base model Qwen/Qwen2.5-0.5B already loaded.
-2026-10-15T02:59:28.243111128Z Creating LoRA adapter 'cc688d59-8147-4315-9236-81ea9296fa1d'...
-2026-10-15T02:59:28.592264090Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T02:59:28.598004144Z LoRA adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' created and set to active.
-2026-10-15T02:59:29.140482078Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
-2026-10-15T02:59:32.449040077Z 
-2026-10-15T02:59:32.449081947Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: forward_backward:0aefaadb-3d41-4420-89c5-bf8de12892b6
-2026-10-15T02:59:35.567501356Z 
-2026-10-15T02:59:35.567545804Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: optim_step:cf94adcb-6e7f-47ac-97bc-f5de0168c89b
-2026-10-15T02:59:35.575623865Z Initializing AdamW optimizer for 'cc688d59-8147-4315-9236-81ea9296fa1d' with lr=0.0001
-2026-10-15T02:59:36.266135737Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
-2026-10-15T02:59:36.449114414Z 
-2026-10-15T02:59:36.449151405Z [TRAINING REQUESTS] Popped 1 requests for model: cc688d59-8147-4315-9236-81ea9296fa1d: save_weights_for_sampler:d5021fb2-234b-470a-b272-1ad3d13c1ef6
-2026-10-15T02:59:36.884365329Z Auto-saved adapter 'cc688d59-8147-4315-9236-81ea9296fa1d' to /mnt/shared/open-rl/peft/cc688d59-8147-4315-9236-81ea9296fa1d
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json
deleted file mode 100644
index 1f9e4000..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/monitoring.json
+++ /dev/null
@@ -1,212 +0,0 @@
-{
- "read_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "location": "us-central1-b",
-      "project_id": "cdrollouts-sunilarora",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:03:00Z",
-       "endTime": "2026-10-15T03:03:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:02:00Z",
-       "endTime": "2026-10-15T03:02:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:01:00Z",
-       "endTime": "2026-10-15T03:01:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:00:00Z",
-       "endTime": "2026-10-15T03:00:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T02:59:00Z",
-       "endTime": "2026-10-15T02:59:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- },
- "read_ops_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_ops_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:03:00Z",
-       "endTime": "2026-10-15T03:03:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:02:00Z",
-       "endTime": "2026-10-15T03:02:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:01:00Z",
-       "endTime": "2026-10-15T03:01:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:00:00Z",
-       "endTime": "2026-10-15T03:00:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T02:59:00Z",
-       "endTime": "2026-10-15T02:59:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "{operation}/s"
- },
- "write_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/write_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "project_id": "cdrollouts-sunilarora",
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:03:00Z",
-       "endTime": "2026-10-15T03:03:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:02:00Z",
-       "endTime": "2026-10-15T03:02:00Z"
-      },
-      "value": {
-       "doubleValue": 343.3666666666667
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:01:00Z",
-       "endTime": "2026-10-15T03:01:00Z"
-      },
-      "value": {
-       "doubleValue": 457193.4666666667
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:00:00Z",
-       "endTime": "2026-10-15T03:00:00Z"
-      },
-      "value": {
-       "doubleValue": 1319034.9
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T02:59:00Z",
-       "endTime": "2026-10-15T02:59:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json
deleted file mode 100644
index 033b7b6e..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-after.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json
deleted file mode 100644
index 033b7b6e..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/node-images-before.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260918-2110",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json
deleted file mode 100644
index 7816c05f..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log
deleted file mode 100644
index 3b4a3319..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/redis-ready.log
+++ /dev/null
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-2026-10-15T03:00:26.985+00:00	2026-10-15T03:00:26Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:28.990+00:00	2026-10-15T03:00:28Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:33.010+00:00	2026-10-15T03:00:33Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:34.016+00:00	2026-10-15T03:00:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:36.026+00:00	2026-10-15T03:00:36Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:37.031+00:00	2026-10-15T03:00:37Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:40.046+00:00	2026-10-15T03:00:40Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:41.052+00:00	2026-10-15T03:00:41Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:43.063+00:00	2026-10-15T03:00:43Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:44.067+00:00	2026-10-15T03:00:44Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:46.080+00:00	2026-10-15T03:00:46Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:47.083+00:00	2026-10-15T03:00:47Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:00:48.090+00:00	2026-10-15T03:00:48Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:53.122+00:00	2026-10-15T03:00:53Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:00:55.151+00:00	2026-10-15T03:00:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:01:01.162+00:00	2026-10-15T03:01:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
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-2026-10-15T03:01:21.271+00:00	2026-10-15T03:01:21Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:22.276+00:00	2026-10-15T03:01:22Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:23.281+00:00	2026-10-15T03:01:23Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:23.281+00:00	2026-10-15T03:01:23Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:24.286+00:00	2026-10-15T03:01:24Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:24.286+00:00	2026-10-15T03:01:24Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:25.292+00:00	2026-10-15T03:01:25Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:25.292+00:00	2026-10-15T03:01:25Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:26.299+00:00	2026-10-15T03:01:26Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:26.299+00:00	2026-10-15T03:01:26Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:27.303+00:00	2026-10-15T03:01:27Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:27.303+00:00	2026-10-15T03:01:27Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:28.307+00:00	2026-10-15T03:01:28Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:28.307+00:00	2026-10-15T03:01:28Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:29.312+00:00	2026-10-15T03:01:29Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:29.312+00:00	2026-10-15T03:01:29Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:30.331+00:00	2026-10-15T03:01:30Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:30.331+00:00	2026-10-15T03:01:30Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:31.323+00:00	2026-10-15T03:01:31Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:31.323+00:00	2026-10-15T03:01:31Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:32.329+00:00	2026-10-15T03:01:32Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:32.329+00:00	2026-10-15T03:01:32Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:33.335+00:00	2026-10-15T03:01:33Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:01:33.336+00:00	2026-10-15T03:01:33Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log
deleted file mode 100644
index ee0145c6..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T02:59:12.926+00:00	2026-10-15T02:59:12.930409571Z {"level":"info","ts":"2026-10-15T02:59:12Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"0baa1f95-463f-4a5f-90e4-192882406735","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
-2026-10-15T02:59:36.590+00:00	2026-10-15T02:59:36.592371182Z {"level":"info","ts":"2026-10-15T02:59:36Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"4311a8f9-0dd0-4dcf-b02a-584807858715","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json
deleted file mode 100644
index aa9e8d29..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/timeline.json
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "case": "B-0.5b-l4-cached",
- "collected": "2026-10-15T03:38:49.454+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 02:59:11.608000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen2.5-0.5B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 02:59:11.609000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 02:59:29.165000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "cc688d59-8147-4315-9236-81ea9296fa1d"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 02:59:32.362000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 02:59:35.480000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 02:59:36.339000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 02:59:36.340000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 02:59:36.946000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 02:59:36.947000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 03:01:23.638000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4"
-  },
-  "client.end": {
-   "ts": "2026-10-15 03:01:23.639000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 02:59:36+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 02:59:35.958000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 02:59:37.643000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 02:59:37.643000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 02:59:36+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 02:59:36+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 02:59:36+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 02:59:36+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 02:59:40+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 02:59:51.481521+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 03:00:18.656636+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:18 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 03:00:20.368364+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:20 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 03:00:21.715792+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:21 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 03:00:23.366661+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:23 [default_loader.py:430] Loading weights took 1.65 seconds",
-     "self_reported_s": 1.65
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 03:00:24.163833+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:24 [model_runner.py:428] Model loading took 1.47 GiB memory and 4.105582 seconds",
-     "self_reported_s": 4.105582
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 03:00:54.727773+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:00:54 [monitor.py:53] torch.compile took 28.38 s in total",
-     "self_reported_s": 28.38
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 03:01:10.141242+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:10 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
-     "self_reported_s": 11.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 03:01:10.683074+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:10 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 03:01:21.459118+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 03:01:21 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.29 s",
-     "self_reported_s": 57.29
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 03:01:23+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 02:59:12+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 02:59:11.918000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 02:59:13.554000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 02:59:13.554000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 02:59:18+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 02:59:13+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 02:59:13+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 02:59:18+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 02:59:18+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 02:59:13+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 02:59:17+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 02:59:13+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 02:59:17+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 02:59:17+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 02:59:17+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 02:59:23.844888+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 02:59:23.989922+00:00",
-     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 02:59:28.232473+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 02:59:28.234688+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 02:59:28+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt
deleted file mode 100644
index 9a404f9d..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T02:58:57.028+00:00
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt
deleted file mode 100644
index 0d162c07..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json
deleted file mode 100644
index a8b0f706..00000000
--- a/runs/2026-10-15_cold_start/B-0.5b-l4-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T02:59:36Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033180876607001",
-                "uid": "9ffab0af-0506-4d15-9953-b32d1b9b5eff"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "4Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "3589169104"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "25Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "25Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "1cdd9d82-10d1-4dea-a8f3-28569c9cbd1d",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T02:59:40Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-9ffab0af",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "4Gi",
-                "nodeName": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T02:59:12Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033158376559015",
-                "uid": "e7af9c1d-f1a0-4c7f-886d-ae2b0f669e93"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "5Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen2.5-0.5B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "5282967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "21Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "21Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "e44eeb82-d457-484d-81f9-477039ef174f",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T02:59:18Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-e7af9c1d",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "5Gi",
-                "nodeName": "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log b/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log
deleted file mode 100644
index ff117159..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold.run.log
+++ /dev/null
@@ -1,34 +0,0 @@
-watching; recorders [97966, 97967, 97969, 97971, 97973, 97968, 97970, 97972] write into runs/2026-10-15_cold_start/C-8b-h100-cold
-collected 2 worker log(s) into runs/2026-10-15_cold_start/C-8b-h100-cold
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.3 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 97.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.3 |
-| weights load | trainer.load_start | trainer.load_done | 903.5 |
-| ready key | trainer.load_done | trainer.ready_key | -0.8 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 1008.6 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.5 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 99.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 7.8 |
-| imports and engine setup until weights read | sampler.process_first_log | sampler.weights_loaded | 123.0 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 36.9 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 1.0 |
-| client: first sample blocked | client.sample.start | client.sample.done | 331.4 |
-
-DONE=0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log
deleted file mode 100644
index 223f5678..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/api-server.log
+++ /dev/null
@@ -1,176 +0,0 @@
-2026-10-15T03:14:13.936+00:00	2026-10-15T03:14:13.930656298Z INFO:     127.0.0.1:40866 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T03:14:13.967+00:00	2026-10-15T03:14:13.965000445Z INFO:     10.32.3.1:37526 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:14:14.163+00:00	2026-10-15T03:14:14.160569642Z INFO:     127.0.0.1:40880 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:14:14.228+00:00	2026-10-15T03:14:14.225198861Z INFO:     127.0.0.1:40880 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T03:14:14.517+00:00	2026-10-15T03:14:14.514951415Z [API_SERVER] enqueued op=create_model request_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
-2026-10-15T03:14:14.517+00:00	2026-10-15T03:14:14.515041646Z INFO:     127.0.0.1:40884 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T03:14:23.895+00:00	2026-10-15T03:14:23.891037748Z [API_SERVER] No live session uses qwen-qwen2-5-0-5b; tearing its workers down
-2026-10-15T03:14:23.969+00:00	2026-10-15T03:14:23.966372045Z INFO:     10.32.3.1:50426 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:14:24.465+00:00	2026-10-15T03:14:24.462363150Z INFO:     127.0.0.1:51976 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:14:33.970+00:00	2026-10-15T03:14:33.965805554Z INFO:     10.32.3.1:47958 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:14:43.969+00:00	2026-10-15T03:14:43.965171374Z INFO:     10.32.3.1:36740 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:14:53.968+00:00	2026-10-15T03:14:53.964977357Z INFO:     10.32.3.1:60746 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:03.977+00:00	2026-10-15T03:15:03.964972760Z INFO:     10.32.3.1:41306 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:04.664+00:00	2026-10-15T03:15:04.658163755Z INFO:     127.0.0.1:55618 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:15:13.970+00:00	2026-10-15T03:15:13.965019642Z INFO:     10.32.3.1:42458 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:23.971+00:00	2026-10-15T03:15:23.965036937Z INFO:     10.32.3.1:57920 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:33.971+00:00	2026-10-15T03:15:33.964394835Z INFO:     10.32.3.1:46676 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:43.968+00:00	2026-10-15T03:15:43.964309583Z INFO:     10.32.3.1:56598 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:54.176+00:00	2026-10-15T03:15:53.964566566Z INFO:     10.32.3.1:35398 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:15:54.851+00:00	2026-10-15T03:15:54.848179603Z INFO:     127.0.0.1:35116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:16:03.968+00:00	2026-10-15T03:16:03.964186272Z INFO:     10.32.3.1:42192 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:16:13.969+00:00	2026-10-15T03:16:13.964657142Z INFO:     10.32.3.1:54894 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:16:24.085+00:00	2026-10-15T03:16:23.964384640Z INFO:     10.32.3.1:56538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:16:33.972+00:00	2026-10-15T03:16:33.965099735Z INFO:     10.32.3.1:40828 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:16:35.039+00:00	2026-10-15T03:16:35.031500236Z INFO:     127.0.0.1:55134 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:16:43.968+00:00	2026-10-15T03:16:43.964520525Z INFO:     10.32.3.1:46638 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:16:53.969+00:00	2026-10-15T03:16:53.965577795Z INFO:     10.32.3.1:34388 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:03.968+00:00	2026-10-15T03:17:03.964900882Z INFO:     10.32.3.1:51680 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:13.970+00:00	2026-10-15T03:17:13.965029008Z INFO:     10.32.3.1:36274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:23.968+00:00	2026-10-15T03:17:23.964199090Z INFO:     10.32.3.1:54774 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:25.358+00:00	2026-10-15T03:17:25.355075100Z INFO:     127.0.0.1:40924 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:17:33.969+00:00	2026-10-15T03:17:33.964386265Z INFO:     10.32.3.1:57432 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:43.975+00:00	2026-10-15T03:17:43.965014147Z INFO:     10.32.3.1:37898 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:17:53.968+00:00	2026-10-15T03:17:53.964936913Z INFO:     10.32.3.1:49746 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:03.969+00:00	2026-10-15T03:18:03.964579804Z INFO:     10.32.3.1:46286 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:13.968+00:00	2026-10-15T03:18:13.964519514Z INFO:     10.32.3.1:50340 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:15.602+00:00	2026-10-15T03:18:15.549010679Z INFO:     127.0.0.1:60112 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:18:23.970+00:00	2026-10-15T03:18:23.964086778Z INFO:     10.32.3.1:46954 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:33.972+00:00	2026-10-15T03:18:33.964803808Z INFO:     10.32.3.1:42680 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:43.970+00:00	2026-10-15T03:18:43.964602883Z INFO:     10.32.3.1:58816 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:18:53.968+00:00	2026-10-15T03:18:53.964780975Z INFO:     10.32.3.1:57738 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:03.967+00:00	2026-10-15T03:19:03.964453252Z INFO:     10.32.3.1:41232 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:13.967+00:00	2026-10-15T03:19:13.963988871Z INFO:     10.32.3.1:52516 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:14.342+00:00	2026-10-15T03:19:14.339068944Z INFO:     127.0.0.1:58854 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:19:15.737+00:00	2026-10-15T03:19:15.733477226Z INFO:     127.0.0.1:34954 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:19:23.968+00:00	2026-10-15T03:19:23.963871467Z INFO:     10.32.3.1:46976 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:33.969+00:00	2026-10-15T03:19:33.965068896Z INFO:     10.32.3.1:59652 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:43.969+00:00	2026-10-15T03:19:43.964834717Z INFO:     10.32.3.1:44064 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:19:53.969+00:00	2026-10-15T03:19:53.964555502Z INFO:     10.32.3.1:56726 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:04.023+00:00	2026-10-15T03:20:03.964568071Z INFO:     10.32.3.1:36158 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:13.971+00:00	2026-10-15T03:20:13.964720965Z INFO:     10.32.3.1:38608 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:23.968+00:00	2026-10-15T03:20:23.964843382Z INFO:     10.32.3.1:59334 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:33.969+00:00	2026-10-15T03:20:33.965093655Z INFO:     10.32.3.1:50650 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:35.951+00:00	2026-10-15T03:20:35.947052888Z INFO:     127.0.0.1:47542 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:20:43.970+00:00	2026-10-15T03:20:43.964526557Z INFO:     10.32.3.1:49456 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:20:53.969+00:00	2026-10-15T03:20:53.964519168Z INFO:     10.32.3.1:57290 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:03.968+00:00	2026-10-15T03:21:03.964999554Z INFO:     10.32.3.1:49884 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:13.968+00:00	2026-10-15T03:21:13.964568535Z INFO:     10.32.3.1:50522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:24.113+00:00	2026-10-15T03:21:23.963833620Z INFO:     10.32.3.1:38168 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:33.977+00:00	2026-10-15T03:21:33.965105984Z INFO:     10.32.3.1:42588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:43.979+00:00	2026-10-15T03:21:43.964761636Z INFO:     10.32.3.1:43872 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:21:46.155+00:00	2026-10-15T03:21:46.151371367Z INFO:     127.0.0.1:48040 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:21:53.968+00:00	2026-10-15T03:21:53.964470478Z INFO:     10.32.3.1:39732 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:03.968+00:00	2026-10-15T03:22:03.964798715Z INFO:     10.32.3.1:53438 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:14.084+00:00	2026-10-15T03:22:13.964109206Z INFO:     10.32.3.1:58906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:23.971+00:00	2026-10-15T03:22:23.964996894Z INFO:     10.32.3.1:34628 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:33.969+00:00	2026-10-15T03:22:33.964584099Z INFO:     10.32.3.1:40374 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:43.971+00:00	2026-10-15T03:22:43.965442653Z INFO:     10.32.3.1:40882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:22:53.969+00:00	2026-10-15T03:22:53.965276579Z INFO:     10.32.3.1:59858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:03.968+00:00	2026-10-15T03:23:03.965015923Z INFO:     10.32.3.1:54694 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:06.360+00:00	2026-10-15T03:23:06.350292206Z INFO:     127.0.0.1:56506 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:23:13.968+00:00	2026-10-15T03:23:13.964843370Z INFO:     10.32.3.1:48840 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:23.968+00:00	2026-10-15T03:23:23.964253815Z INFO:     10.32.3.1:40414 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:33.970+00:00	2026-10-15T03:23:33.965093407Z INFO:     10.32.3.1:54424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:43.970+00:00	2026-10-15T03:23:43.964788835Z INFO:     10.32.3.1:55728 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:23:53.968+00:00	2026-10-15T03:23:53.964516036Z INFO:     10.32.3.1:59316 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:03.969+00:00	2026-10-15T03:24:03.964999941Z INFO:     10.32.3.1:33954 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:14.099+00:00	2026-10-15T03:24:13.964736332Z INFO:     10.32.3.1:43190 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:14.534+00:00	2026-10-15T03:24:14.529886020Z INFO:     127.0.0.1:35848 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:24:16.539+00:00	2026-10-15T03:24:16.533751716Z INFO:     127.0.0.1:35854 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:24:23.971+00:00	2026-10-15T03:24:23.964331562Z INFO:     10.32.3.1:60008 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:33.975+00:00	2026-10-15T03:24:33.964746135Z INFO:     10.32.3.1:35706 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:43.972+00:00	2026-10-15T03:24:43.964574275Z INFO:     10.32.3.1:34338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:24:53.973+00:00	2026-10-15T03:24:53.964968552Z INFO:     10.32.3.1:37518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:03.972+00:00	2026-10-15T03:25:03.964491062Z INFO:     10.32.3.1:36002 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:13.977+00:00	2026-10-15T03:25:13.964967666Z INFO:     10.32.3.1:36194 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:23.973+00:00	2026-10-15T03:25:23.964611494Z INFO:     10.32.3.1:35964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:33.975+00:00	2026-10-15T03:25:33.964999642Z INFO:     10.32.3.1:50466 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:36.738+00:00	2026-10-15T03:25:36.730091199Z INFO:     127.0.0.1:41252 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:25:43.974+00:00	2026-10-15T03:25:43.965212379Z INFO:     10.32.3.1:56572 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:25:53.974+00:00	2026-10-15T03:25:53.964708835Z INFO:     10.32.3.1:45892 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:03.973+00:00	2026-10-15T03:26:03.965608236Z INFO:     10.32.3.1:51768 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:13.972+00:00	2026-10-15T03:26:13.964476397Z INFO:     10.32.3.1:51554 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:23.973+00:00	2026-10-15T03:26:23.964558481Z INFO:     10.32.3.1:49402 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:33.974+00:00	2026-10-15T03:26:33.964752681Z INFO:     10.32.3.1:40574 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:43.974+00:00	2026-10-15T03:26:43.964383189Z INFO:     10.32.3.1:58354 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:26:46.916+00:00	2026-10-15T03:26:46.908745770Z INFO:     127.0.0.1:51248 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:26:53.974+00:00	2026-10-15T03:26:53.965012353Z INFO:     10.32.3.1:39824 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:03.974+00:00	2026-10-15T03:27:03.964979090Z INFO:     10.32.3.1:41768 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:13.973+00:00	2026-10-15T03:27:13.964698917Z INFO:     10.32.3.1:36564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:23.973+00:00	2026-10-15T03:27:23.964628246Z INFO:     10.32.3.1:51458 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:33.974+00:00	2026-10-15T03:27:33.964409274Z INFO:     10.32.3.1:40546 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:43.974+00:00	2026-10-15T03:27:43.965054136Z INFO:     10.32.3.1:38478 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:27:53.980+00:00	2026-10-15T03:27:53.964821534Z INFO:     10.32.3.1:41614 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:03.987+00:00	2026-10-15T03:28:03.964322848Z INFO:     10.32.3.1:60530 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:07.112+00:00	2026-10-15T03:28:07.103896394Z INFO:     127.0.0.1:34036 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:28:13.975+00:00	2026-10-15T03:28:13.964968391Z INFO:     10.32.3.1:44588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:23.974+00:00	2026-10-15T03:28:23.965161221Z INFO:     10.32.3.1:43906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:33.974+00:00	2026-10-15T03:28:33.964250552Z INFO:     10.32.3.1:36008 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:43.976+00:00	2026-10-15T03:28:43.964992328Z INFO:     10.32.3.1:54738 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:28:53.973+00:00	2026-10-15T03:28:53.964119116Z INFO:     10.32.3.1:56522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:03.974+00:00	2026-10-15T03:29:03.964461111Z INFO:     10.32.3.1:48564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:13.973+00:00	2026-10-15T03:29:13.964543774Z INFO:     10.32.3.1:46248 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:14.595+00:00	2026-10-15T03:29:14.587014531Z INFO:     127.0.0.1:35286 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:29:17.293+00:00	2026-10-15T03:29:17.283678254Z INFO:     127.0.0.1:35292 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:29:23.974+00:00	2026-10-15T03:29:23.965097187Z INFO:     10.32.3.1:53428 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:33.977+00:00	2026-10-15T03:29:33.964366184Z INFO:     10.32.3.1:44336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:43.973+00:00	2026-10-15T03:29:43.964204969Z INFO:     10.32.3.1:41996 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:29:54.075+00:00	2026-10-15T03:29:53.964676817Z INFO:     10.32.3.1:47102 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:03.973+00:00	2026-10-15T03:30:03.964745192Z INFO:     10.32.3.1:58068 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:13.973+00:00	2026-10-15T03:30:13.964465092Z INFO:     10.32.3.1:56604 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:23.979+00:00	2026-10-15T03:30:23.965195961Z INFO:     10.32.3.1:41250 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:33.976+00:00	2026-10-15T03:30:33.965042757Z INFO:     10.32.3.1:35236 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:37.501+00:00	2026-10-15T03:30:37.491505428Z INFO:     127.0.0.1:46268 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:30:43.974+00:00	2026-10-15T03:30:43.964571515Z INFO:     10.32.3.1:34910 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:30:53.974+00:00	2026-10-15T03:30:53.964286049Z INFO:     10.32.3.1:50204 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:02.482+00:00	2026-10-15T03:31:02.473557173Z INFO:     127.0.0.1:47086 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T03:31:03.975+00:00	2026-10-15T03:31:03.964272005Z INFO:     10.32.3.1:49338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:05.541+00:00	2026-10-15T03:31:05.532732833Z [API_SERVER] enqueued op=forward_backward request_id=ec187de3-1bc9-4fbf-b985-f419e669213e model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
-2026-10-15T03:31:05.542+00:00	2026-10-15T03:31:05.534038928Z INFO:     127.0.0.1:47086 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T03:31:08.443+00:00	2026-10-15T03:31:08.433817582Z [API_SERVER] enqueued op=optim_step request_id=6bc90796-435a-4cf6-951c-f108bfb9e52d model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
-2026-10-15T03:31:08.443+00:00	2026-10-15T03:31:08.434341159Z INFO:     127.0.0.1:47086 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T03:31:10.773+00:00	2026-10-15T03:31:10.762309481Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=81383690-0101-4abf-994e-4e855104db5d model_id=128ed0fe-59ba-43e7-b0f2-7997322d8233 active_set=Qwen/Qwen3-8B-1
-2026-10-15T03:31:10.773+00:00	2026-10-15T03:31:10.763613822Z INFO:     127.0.0.1:47086 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T03:31:12.685+00:00	2026-10-15T03:31:12.676371984Z INFO:     127.0.0.1:53266 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T03:31:13.973+00:00	2026-10-15T03:31:13.964786344Z INFO:     10.32.3.1:42230 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:23.974+00:00	2026-10-15T03:31:23.964103692Z INFO:     10.32.3.1:42080 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:33.975+00:00	2026-10-15T03:31:33.964695496Z INFO:     10.32.3.1:32908 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:43.974+00:00	2026-10-15T03:31:43.964947121Z INFO:     10.32.3.1:43042 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:31:53.977+00:00	2026-10-15T03:31:53.965403900Z INFO:     10.32.3.1:38106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:03.988+00:00	2026-10-15T03:32:03.964802670Z INFO:     10.32.3.1:37658 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:07.729+00:00	2026-10-15T03:32:07.703464175Z INFO:     127.0.0.1:47442 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:32:13.974+00:00	2026-10-15T03:32:13.964822583Z INFO:     10.32.3.1:43524 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:23.974+00:00	2026-10-15T03:32:23.964292851Z INFO:     10.32.3.1:50066 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:33.974+00:00	2026-10-15T03:32:33.963982845Z INFO:     10.32.3.1:52456 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:43.974+00:00	2026-10-15T03:32:43.965055131Z INFO:     10.32.3.1:56668 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:32:47.912+00:00	2026-10-15T03:32:47.903128918Z INFO:     127.0.0.1:54730 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:32:53.974+00:00	2026-10-15T03:32:53.964149565Z INFO:     10.32.3.1:46386 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:03.975+00:00	2026-10-15T03:33:03.964961240Z INFO:     10.32.3.1:44640 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:13.974+00:00	2026-10-15T03:33:13.964572578Z INFO:     10.32.3.1:60080 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:23.974+00:00	2026-10-15T03:33:23.964376008Z INFO:     10.32.3.1:57288 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:33.975+00:00	2026-10-15T03:33:33.964419236Z INFO:     10.32.3.1:40254 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:38.083+00:00	2026-10-15T03:33:38.073630691Z INFO:     127.0.0.1:34348 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:33:43.981+00:00	2026-10-15T03:33:43.965027871Z INFO:     10.32.3.1:54904 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:33:53.976+00:00	2026-10-15T03:33:53.964533513Z INFO:     10.32.3.1:38500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:03.973+00:00	2026-10-15T03:34:03.964307063Z INFO:     10.32.3.1:34988 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:13.973+00:00	2026-10-15T03:34:13.964963006Z INFO:     10.32.3.1:60932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:14.768+00:00	2026-10-15T03:34:14.760749536Z INFO:     127.0.0.1:36586 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:34:23.974+00:00	2026-10-15T03:34:23.964594983Z INFO:     10.32.3.1:57386 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:28.258+00:00	2026-10-15T03:34:28.249116393Z INFO:     127.0.0.1:55376 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:34:33.979+00:00	2026-10-15T03:34:33.965004927Z INFO:     10.32.3.1:48118 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:43.974+00:00	2026-10-15T03:34:43.964317276Z INFO:     10.32.3.1:45286 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:34:53.975+00:00	2026-10-15T03:34:53.964684042Z INFO:     10.32.3.1:49904 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:03.974+00:00	2026-10-15T03:35:03.964826968Z INFO:     10.32.3.1:56522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:13.975+00:00	2026-10-15T03:35:13.965002743Z INFO:     10.32.3.1:43610 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:18.447+00:00	2026-10-15T03:35:18.437698241Z INFO:     127.0.0.1:48864 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:35:23.973+00:00	2026-10-15T03:35:23.963826503Z INFO:     10.32.3.1:47472 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:33.976+00:00	2026-10-15T03:35:33.965085397Z INFO:     10.32.3.1:51420 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:43.976+00:00	2026-10-15T03:35:43.964561172Z INFO:     10.32.3.1:60048 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:35:53.975+00:00	2026-10-15T03:35:53.966017724Z INFO:     10.32.3.1:46672 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:36:03.974+00:00	2026-10-15T03:36:03.964775124Z INFO:     10.32.3.1:45956 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:36:13.973+00:00	2026-10-15T03:36:13.964021483Z INFO:     10.32.3.1:56644 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:36:18.638+00:00	2026-10-15T03:36:18.626897388Z INFO:     127.0.0.1:42166 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:36:23.975+00:00	2026-10-15T03:36:23.965825038Z INFO:     10.32.3.1:37852 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:36:33.974+00:00	2026-10-15T03:36:33.964797873Z INFO:     10.32.3.1:52092 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:36:43.979+00:00	2026-10-15T03:36:43.964498426Z INFO:     10.32.3.1:33972 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl
deleted file mode 100644
index dce2c8b0..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T03:14:13.682+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T03:14:13.683+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T03:31:02.295+00:00", "t": 1008.613, "phase": "create_model.done", "model_id": "128ed0fe-59ba-43e7-b0f2-7997322d8233"}
-{"ts": "2026-10-15T03:31:05.464+00:00", "t": 1011.782, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T03:31:08.365+00:00", "t": 1014.683, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T03:31:10.461+00:00", "t": 1016.779, "phase": "optim_step.done"}
-{"ts": "2026-10-15T03:31:10.462+00:00", "t": 1016.779, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T03:31:12.490+00:00", "t": 1018.808, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T03:31:12.490+00:00", "t": 1018.808, "phase": "sample.start"}
-{"ts": "2026-10-15T03:36:43.884+00:00", "t": 1350.202, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
-{"ts": "2026-10-15T03:36:43.886+00:00", "t": 1350.204, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log
deleted file mode 100644
index f757bdff..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start] 1008.613s create_model.done {'model_id': '128ed0fe-59ba-43e7-b0f2-7997322d8233'}
-[cold-start] 1011.782s forward_backward.start 
-[cold-start] 1014.683s forward_backward.done 
-[cold-start] 1016.779s optim_step.done 
-[cold-start] 1016.779s save_weights_and_get_sampling_client.start 
-[cold-start] 1018.808s save_weights_and_get_sampling_client.done 
-[cold-start] 1018.808s sample.start 
-[cold-start] 1350.202s sample.done {'text': ' 4\n\nQuestion: What is '}
-[cold-start] 1350.204s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt
deleted file mode 100644
index 0351b0bf..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:36:44.379+00:00
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json
deleted file mode 100644
index aefaaf0b..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/events.json
+++ /dev/null
@@ -1,1053 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:36Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033176697983001",
-                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T02:59:36Z",
-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T02:59:36Z",
-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94ae008553cd",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033176815007016",
-                "uid": "363bd5d3-147c-4b0d-8500-d3a3b6232789"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:40Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033176788543001",
-                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T02:59:40Z",
-            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T02:59:40Z",
-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler.18de94aed139d233",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033180304687014",
-                "uid": "2463b9b8-32de-4c33-af86-ca945ab359e3"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T02:59:40Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792033176788543001",
-                "uid": "358c385e-4cb7-4890-b522-cc6257e4c0a2"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T02:59:40Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T02:59:40Z",
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diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
deleted file mode 100644
index e6ebbdb1..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
+++ /dev/null
@@ -1,223 +0,0 @@
-2026-10-15T03:32:57.768739257Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T03:33:05.834811056Z INFO 10-15 03:33:05 [model.py:692] Resolved architecture: Qwen3ForCausalLM
-2026-10-15T03:33:05.834950066Z INFO 10-15 03:33:05 [model.py:2030] Using max model len 8192
-2026-10-15T03:33:05.836609790Z INFO 10-15 03:33:05 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
-2026-10-15T03:33:05.837461961Z INFO 10-15 03:33:05 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T03:33:09.041444360Z WARNING 10-15 03:33:09 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T03:33:16.117730590Z (EngineCore pid=168) INFO 10-15 03:33:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T03:33:16.441826067Z (EngineCore pid=168) INFO 10-15 03:33:16 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_c6e1717f2b3f4f1aad5a35495f331a54 backend=nccl
-2026-10-15T03:33:16.446140127Z (EngineCore pid=168) INFO 10-15 03:33:16 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T03:33:16.446146945Z (EngineCore pid=168) INFO 10-15 03:33:16 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T03:33:17.209275505Z (EngineCore pid=168) INFO 10-15 03:33:17 [model_runner.py:396] Loading model from scratch...
-2026-10-15T03:33:17.782392712Z (EngineCore pid=168) INFO 10-15 03:33:17 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T03:33:17.782713265Z (EngineCore pid=168) INFO 10-15 03:33:17 [flash_attn.py:1116] Using FlashAttention version 3
-2026-10-15T03:33:17.897956609Z (EngineCore pid=168) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T03:33:17.898105102Z (EngineCore pid=168) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T03:33:18.247383946Z (EngineCore pid=168) INFO 10-15 03:33:18 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
-2026-10-15T03:33:18.247405710Z (EngineCore pid=168) INFO 10-15 03:33:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
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-2026-10-15T03:33:24.059324430Z (EngineCore pid=168) INFO 10-15 03:33:24 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/5)
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-2026-10-15T03:33:28.337404626Z (EngineCore pid=168) INFO 10-15 03:33:28 [weight_utils.py:829] Prefetching checkpoint files: 40% (4/5)
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-2026-10-15T03:35:00.774551325Z (EngineCore pid=168) INFO 10-15 03:35:00 [weight_utils.py:829] Prefetching checkpoint files: 50% (5/5)
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-2026-10-15T03:35:00.774609952Z (EngineCore pid=168) 
-2026-10-15T03:35:00.792211805Z (EngineCore pid=168) INFO 10-15 03:35:00 [default_loader.py:430] Loading weights took 102.55 seconds
-2026-10-15T03:35:00.798264583Z (EngineCore pid=168) INFO 10-15 03:35:00 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 102.55s
-2026-10-15T03:35:00.824725597Z (EngineCore pid=168) INFO 10-15 03:35:00 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T03:35:01.444736286Z (EngineCore pid=168) INFO 10-15 03:35:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 104.493682 seconds
-2026-10-15T03:35:01.450448274Z (EngineCore pid=168) INFO 10-15 03:35:01 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T03:35:01.451218840Z (EngineCore pid=168) INFO 10-15 03:35:01 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T03:35:13.723280526Z (EngineCore pid=168) INFO 10-15 03:35:13 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T03:35:13.723417746Z (EngineCore pid=168) INFO 10-15 03:35:13 [backends.py:1155] Dynamo bytecode transform time: 11.27 s
-2026-10-15T03:35:32.358577481Z (EngineCore pid=168) INFO 10-15 03:35:32 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.37 s
-2026-10-15T03:35:37.665410416Z (EngineCore pid=168) INFO 10-15 03:35:37 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
-2026-10-15T03:35:37.706235049Z (EngineCore pid=168) INFO 10-15 03:35:37 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
-2026-10-15T03:35:37.706264613Z (EngineCore pid=168) INFO 10-15 03:35:37 [monitor.py:53] torch.compile took 35.25 s in total
-2026-10-15T03:35:37.707601806Z (EngineCore pid=168) WARNING 10-15 03:35:37 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T03:35:39.537990907Z (EngineCore pid=168) INFO 10-15 03:35:39 [monitor.py:81] Initial profiling/warmup run took 1.83 s
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-2026-10-15T03:35:57.941422071Z (EngineCore pid=168) INFO 10-15 03:35:57 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
-2026-10-15T03:35:58.562053293Z (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
-2026-10-15T03:35:58.562552928Z (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T03:35:58.563599472Z (EngineCore pid=168) INFO 10-15 03:35:58 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
-2026-10-15T03:35:58.598149789Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T03:35:58.598182547Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
-2026-10-15T03:35:58.894152321Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
-2026-10-15T03:35:58.894189191Z (EngineCore pid=168) 2026-10-15 03:35:58,894 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
-2026-10-15T03:35:58.894878578Z (EngineCore pid=168) INFO 10-15 03:35:58 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
-2026-10-15T03:35:59.061554912Z (EngineCore pid=168) 2026-10-15 03:35:59,061 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
-2026-10-15T03:35:59.065636226Z (EngineCore pid=168) 2026-10-15 03:35:59,065 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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-2026-10-15T03:36:16.076157176Z (EngineCore pid=168) INFO 10-15 03:36:16 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
-2026-10-15T03:36:16.076189136Z (EngineCore pid=168) INFO 10-15 03:36:16 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
-2026-10-15T03:36:16.076193805Z (EngineCore pid=168) INFO 10-15 03:36:16 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
-2026-10-15T03:36:16.476331936Z (EngineCore pid=168) INFO 10-15 03:36:16 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T03:36:17.004504569Z (EngineCore pid=168) INFO 10-15 03:36:17 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T03:36:17.004554525Z (EngineCore pid=168) INFO 10-15 03:36:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 75.55 s (compilation: 35.25 s)
-2026-10-15T03:36:17.868552949Z (EngineCore pid=168) WARNING 10-15 03:36:17 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:36:17.869759867Z (EngineCore pid=168) INFO 10-15 03:36:17 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T03:36:17.869833484Z WARNING 10-15 03:36:17 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T03:36:17.900287189Z WARNING 10-15 03:36:17 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T03:36:17.900322852Z WARNING 10-15 03:36:17 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
deleted file mode 100644
index 725e77e7..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
+++ /dev/null
@@ -1,220 +0,0 @@
-2026-10-15T03:15:56.012903180Z 
-2026-10-15T03:15:56.012955376Z ==================================================
-2026-10-15T03:15:56.012959503Z       Open-RL PyTorch Training Worker
-2026-10-15T03:15:56.012960517Z ==================================================
-2026-10-15T03:15:56.012961565Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T03:15:56.032450989Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T03:15:56.032474492Z 
-2026-10-15T03:15:56.267417499Z Loading base model Qwen/Qwen3-8B to cuda:0...
-2026-10-15T03:15:56.394801806Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
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-2026-10-15T03:30:59.760141185Z Successfully loaded.
-2026-10-15T03:30:59.761631689Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
-2026-10-15T03:30:59.767188648Z 
-2026-10-15T03:30:59.767360985Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: create_model:128ed0fe-59ba-43e7-b0f2-7997322d8233
-2026-10-15T03:30:59.767842953Z Base model Qwen/Qwen3-8B already loaded.
-2026-10-15T03:30:59.767852574Z Creating LoRA adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233'...
-2026-10-15T03:31:00.320647498Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T03:31:00.325378040Z LoRA adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' created and set to active.
-2026-10-15T03:31:02.206608541Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
-2026-10-15T03:31:05.533382538Z 
-2026-10-15T03:31:05.533427002Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: forward_backward:ec187de3-1bc9-4fbf-b985-f419e669213e
-2026-10-15T03:31:08.434276999Z 
-2026-10-15T03:31:08.434318418Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: optim_step:6bc90796-435a-4cf6-951c-f108bfb9e52d
-2026-10-15T03:31:08.444078878Z Initializing AdamW optimizer for '128ed0fe-59ba-43e7-b0f2-7997322d8233' with lr=0.0001
-2026-10-15T03:31:10.373934312Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
-2026-10-15T03:31:10.763073021Z 
-2026-10-15T03:31:10.763123704Z [TRAINING REQUESTS] Popped 1 requests for model: 128ed0fe-59ba-43e7-b0f2-7997322d8233: save_weights_for_sampler:81383690-0101-4abf-994e-4e855104db5d
-2026-10-15T03:31:12.405381562Z Auto-saved adapter '128ed0fe-59ba-43e7-b0f2-7997322d8233' to /mnt/shared/open-rl/peft/128ed0fe-59ba-43e7-b0f2-7997322d8233
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json
deleted file mode 100644
index 427b3585..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/monitoring.json
+++ /dev/null
@@ -1,725 +0,0 @@
-{
- "read_bytes_count": {
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-    "metric": {
-     "labels": {
-      "file_share": "vol1"
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-     "type": "file.googleapis.com/nfs/server/read_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
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-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "location": "us-central1-b"
-     }
-    },
-    "metricKind": "GAUGE",
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-     {
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-       "endTime": "2026-10-15T03:36:00Z"
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-      "value": {
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-     {
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-     {
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-      "value": {
-       "doubleValue": 0
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-     }
-    ]
-   }
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-  "unit": "By/s"
- },
- "read_ops_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_ops_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "location": "us-central1-b",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
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-      "interval": {
-       "startTime": "2026-10-15T03:37:00Z",
-       "endTime": "2026-10-15T03:37:00Z"
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-      "interval": {
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-       "endTime": "2026-10-15T03:36:00Z"
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-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "{operation}/s"
- },
- "write_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/write_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:37:00Z",
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-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T03:16:00Z",
-       "endTime": "2026-10-15T03:16:00Z"
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-      "value": {
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-      }
-     },
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-      "interval": {
-       "startTime": "2026-10-15T03:15:00Z",
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-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json
deleted file mode 100644
index f940f10c..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-after.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json
deleted file mode 100644
index 688025d6..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-images-before.json
+++ /dev/null
@@ -1,48 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt
deleted file mode 100644
index 20af94a3..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   24h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   24h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json
deleted file mode 100644
index e1e02eb8..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log
deleted file mode 100644
index e9451fdb..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/redis-ready.log
+++ /dev/null
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diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt
deleted file mode 100644
index 6070ba6b..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample1.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-	bytes:	16171806671 0 0 0 16171746116 0 3948316 0 
-	        READ: 18362 18362 0 2864472 16174096460 285 180396 181025 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt
deleted file mode 100644
index 0f0d837e..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/sampler-mountstats-sample2.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-	bytes:	16393056335 0 0 0 16392991684 0 4002204 0 
-	        READ: 18796 18796 0 2932176 16395397580 292 204482 205130 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log b/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log
deleted file mode 100644
index bd7aeca5..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T03:14:14.700+00:00	2026-10-15T03:14:14.660958634Z {"level":"info","ts":"2026-10-15T03:14:14Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"73e6ab21-a0b9-4211-8b1e-8d228cf38838","claim":"claim-lora-qwen-qwen3-8b-0-trainer-013a69b1","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T03:31:10.923+00:00	2026-10-15T03:31:10.911470512Z {"level":"info","ts":"2026-10-15T03:31:10Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"2b07d6ec-2b25-4dba-a67d-607db38e8fea","claim":"claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json
deleted file mode 100644
index c474d169..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/timeline.json
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "case": "C-8b-h100-cold",
- "collected": "2026-10-15T03:38:49.573+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 03:14:13.682000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 03:14:13.683000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 03:31:02.295000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "128ed0fe-59ba-43e7-b0f2-7997322d8233"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 03:31:05.464000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 03:31:08.365000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 03:31:10.461000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 03:31:10.462000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 03:31:12.490000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 03:31:12.490000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 03:36:43.884000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4\n\nQuestion: What is "
-  },
-  "client.end": {
-   "ts": "2026-10-15 03:36:43.886000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen3-8b-0-sampler",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 03:31:10+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 03:31:10.295000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 03:31:11.907000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 03:31:11.907000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 03:32:51+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 03:31:11+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 03:31:11+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 03:32:51+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 03:32:51+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 03:31:11+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 03:32:50+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 03:31:11+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
-    },
-    "sampler.event_Pulling": {
-     "ts": "2026-10-15 03:31:15+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 03:32:50+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m35.306s (1m35.306s i",
-     "kubelet_pull_s": 95.306,
-     "pulled_from_cache": false
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 03:32:50+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 03:32:50+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 03:32:57.768739+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 03:33:16.117730+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 03:33:17.209275+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:17 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 03:33:18.247405+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:33:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 03:35:00.792211+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:00 [default_loader.py:430] Loading weights took 102.55 seconds",
-     "self_reported_s": 102.55
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 03:35:01.444736+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 104.493682 second",
-     "self_reported_s": 104.493682
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 03:35:37.706264+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:37 [monitor.py:53] torch.compile took 35.25 s in total",
-     "self_reported_s": 35.25
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 03:35:57.941422+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:57 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
-     "self_reported_s": 16.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 03:35:58.562053+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:35:58 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 03:36:17.004554+00:00",
-     "source": "container log: (EngineCore pid=168) INFO 10-15 03:36:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 75.55 s",
-     "self_reported_s": 75.55
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 03:36:18+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen3-8b-0-trainer",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 03:14:14+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 03:14:14.472000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 03:14:14.472000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 03:14:14.472000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 03:15:52+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 03:14:14+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 03:14:14+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 03:15:52+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 03:15:52+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 03:14:14+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 03:15:51+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 03:14:14+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulling": {
-     "ts": "2026-10-15 03:14:19+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\""
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 03:15:51+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m32.497s (1m32.497s i",
-     "kubelet_pull_s": 92.497,
-     "pulled_from_cache": false
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 03:15:51+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 03:15:51+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 03:15:56.012903+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 03:15:56.267417+00:00",
-     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 03:30:59.760141+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 03:30:59.761631+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 03:30:59+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt
deleted file mode 100644
index 433537d3..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample1.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
-	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
-	age:	403
-	events:	58 1574 0 0 44 61 1744 0 0 12462 0 0 32 0 28 0 0 23 0 0 0 0 0 0 0 0 0 
-	bytes:	11495181 0 0 0 3265001325 0 797317 0 
-	        READ: 12459 12459 0 1943604 3266596084 221 584552 585076 0
-device /dev/md0 mounted on /etc/hosts with fstype ext4
-device /dev/md0 mounted on /dev/termination-log with fstype ext4
-device /dev/md0 mounted on /etc/hostname with fstype ext4
-device /dev/md0 mounted on /etc/resolv.conf with fstype ext4
-device shm mounted on /dev/shm with fstype tmpfs
-device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-cuda-mps-control with fstype ext4
-device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-cuda-mps-server with fstype ext4
-device /dev/nvme0n1p1 mounted on /usr/bin/nvidia-debugdump with fstype ext4
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt
deleted file mode 100644
index b84369a0..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/trainer-mountstats-sample2.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-	bytes:	11495181 0 0 0 3943458669 0 962892 0 
-	        READ: 15070 15070 0 2350920 3945387636 265 704690 705322 0
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt
deleted file mode 100644
index c83d56c7..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:14:09.568+00:00
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt b/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt
deleted file mode 100644
index 0d162c07..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json b/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json
deleted file mode 100644
index 11c30084..00000000
--- a/runs/2026-10-15_cold_start/C-8b-h100-cold/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:31:10Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035171447887008",
-                "uid": "4637c9e3-a819-432d-9edb-58a1522564c4"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "29Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "30725539152"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "40Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "40Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "464502aa-adbd-4913-8de9-9cf72fa2e24d",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T03:32:51Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-4637c9e3",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "29Gi",
-                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:14:14Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792034152699023004",
-                "uid": "013a69b1-c398-4e81-a5c5-90edf5da837a"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "20Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen3-8B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "20674967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "36Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "36Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "bbe9937b-9591-4fe5-9cd5-1845592a917d",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-013a69b1",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T03:15:52Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-013a69b1",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "20Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt
deleted file mode 100644
index 5d1863d9..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/NOTE.txt
+++ /dev/null
@@ -1 +0,0 @@
-interrupted: port-forward outage ~03:43-04:23 UTC; reaper released workers 03:45:24; trainer load 03:39:13->03:43:39 (266 s) is valid
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log
deleted file mode 100644
index 246ca3b1..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/api-server.log
+++ /dev/null
@@ -1,38 +0,0 @@
-2026-10-15T03:39:03.941+00:00	2026-10-15T03:39:03.931120235Z INFO:     127.0.0.1:42054 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T03:39:03.975+00:00	2026-10-15T03:39:03.964551019Z INFO:     10.32.3.1:38928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:04.179+00:00	2026-10-15T03:39:04.169671310Z INFO:     127.0.0.1:42060 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T03:39:04.245+00:00	2026-10-15T03:39:04.236451920Z INFO:     127.0.0.1:42060 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T03:39:04.488+00:00	2026-10-15T03:39:04.478554501Z [API_SERVER] enqueued op=create_model request_id=ddb4615c-4bb0-44b0-92a1-c79e668c7324 model_id=ddb4615c-4bb0-44b0-92a1-c79e668c7324 active_set=Qwen/Qwen3-8B-1
-2026-10-15T03:39:04.489+00:00	2026-10-15T03:39:04.479576649Z INFO:     127.0.0.1:42062 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T03:39:13.977+00:00	2026-10-15T03:39:13.964648602Z INFO:     10.32.3.1:37426 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:14.434+00:00	2026-10-15T03:39:14.425265125Z INFO:     127.0.0.1:55092 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:39:23.976+00:00	2026-10-15T03:39:23.964483470Z INFO:     10.32.3.1:37262 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:33.977+00:00	2026-10-15T03:39:33.964871846Z INFO:     10.32.3.1:58992 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:43.975+00:00	2026-10-15T03:39:43.964576360Z INFO:     10.32.3.1:52666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:53.976+00:00	2026-10-15T03:39:53.964501809Z INFO:     10.32.3.1:52688 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:39:54.635+00:00	2026-10-15T03:39:54.609937412Z INFO:     127.0.0.1:51376 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:40:04.035+00:00	2026-10-15T03:40:03.964991692Z INFO:     10.32.3.1:41216 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:40:13.975+00:00	2026-10-15T03:40:13.963993568Z INFO:     10.32.3.1:53146 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:40:23.977+00:00	2026-10-15T03:40:23.965037340Z INFO:     10.32.3.1:40128 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:40:33.977+00:00	2026-10-15T03:40:33.965609459Z INFO:     10.32.3.1:54704 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:40:43.976+00:00	2026-10-15T03:40:43.965003505Z INFO:     10.32.3.1:40814 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:40:44.810+00:00	2026-10-15T03:40:44.800601117Z INFO:     127.0.0.1:59960 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:40:53.976+00:00	2026-10-15T03:40:53.964698725Z INFO:     10.32.3.1:36634 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:03.977+00:00	2026-10-15T03:41:03.964982471Z INFO:     10.32.3.1:54336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:13.977+00:00	2026-10-15T03:41:13.964439663Z INFO:     10.32.3.1:57996 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:23.977+00:00	2026-10-15T03:41:23.964617258Z INFO:     10.32.3.1:33020 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:25.003+00:00	2026-10-15T03:41:24.994100729Z INFO:     127.0.0.1:60116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:41:33.977+00:00	2026-10-15T03:41:33.964563446Z INFO:     10.32.3.1:39176 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:43.978+00:00	2026-10-15T03:41:43.965156711Z INFO:     10.32.3.1:43750 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:41:53.982+00:00	2026-10-15T03:41:53.964453599Z INFO:     10.32.3.1:43488 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:03.976+00:00	2026-10-15T03:42:03.965028296Z INFO:     10.32.3.1:56500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:13.976+00:00	2026-10-15T03:42:13.964101051Z INFO:     10.32.3.1:32798 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:15.186+00:00	2026-10-15T03:42:15.177104960Z INFO:     127.0.0.1:42622 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:42:23.976+00:00	2026-10-15T03:42:23.964020928Z INFO:     10.32.3.1:56208 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:33.976+00:00	2026-10-15T03:42:33.964949522Z INFO:     10.32.3.1:49210 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:43.975+00:00	2026-10-15T03:42:43.964068045Z INFO:     10.32.3.1:54612 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:42:53.977+00:00	2026-10-15T03:42:53.964413969Z INFO:     10.32.3.1:43698 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:43:03.976+00:00	2026-10-15T03:43:03.964619748Z INFO:     10.32.3.1:44292 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:43:05.369+00:00	2026-10-15T03:43:05.359540334Z INFO:     127.0.0.1:46534 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T03:43:13.978+00:00	2026-10-15T03:43:13.964574300Z INFO:     10.32.3.1:53490 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T03:48:57.227+00:00	error: http2: client connection lost
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl
deleted file mode 100644
index 501cd45a..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.jsonl
+++ /dev/null
@@ -1,4 +0,0 @@
-{"ts": "2026-10-15T03:39:03.686+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T03:39:03.686+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T03:48:18.935+00:00", "t": 555.249, "phase": "create_model.done", "model_id": "ddb4615c-4bb0-44b0-92a1-c79e668c7324"}
-{"ts": "2026-10-15T03:48:21.731+00:00", "t": 558.046, "phase": "forward_backward.start"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log
deleted file mode 100644
index a12eda14..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/client.log
+++ /dev/null
@@ -1,6 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]  555.249s create_model.done {'model_id': 'ddb4615c-4bb0-44b0-92a1-c79e668c7324'}
-[cold-start]  558.046s forward_backward.start 
-Retrying request self.request_id='fc48f953-c5c6-4169-b997-c905ba50b668' because of try_again
-EXIT=143
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt
deleted file mode 100644
index a3312864..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:27:09.940+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json
deleted file mode 100644
index d1cfc5a9..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/events.json
+++ /dev/null
@@ -1,401 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:31:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071080495023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:31:11Z",
-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:31:11Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96671460e727",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071245135014",
-                "uid": "8acbbf2e-49f9-4202-949a-77c580789a9a"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:31:15Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:31:15Z",
-            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:31:15Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de9668063dcb02",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035075278831019",
-                "uid": "6912eb66-4b94-4b18-a74e-ab327aeddb23"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m35.306s (1m35.306s including waiting). Image size: 7123551739 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e36f0cbc2",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170612415015",
-                "uid": "8591c4e1-a15e-4174-ad4a-fd97a845ccf1"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e3778892c",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170630543005",
-                "uid": "ffa2ae1f-d67a-48f5-bbae-e60a320c7ca4"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e3f40302b",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170729087005",
-                "uid": "1519861d-65be-4db6-b777-bd8220ced5f8"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:38:15Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:38:15Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:38:15Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96c9e6a9a8f5",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035495672207024",
-                "uid": "ddca643d-0c58-4430-9459-5686015bcf61"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:38:15Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792034054934527006",
-                "uid": "5f7199d4-14aa-4747-9728-d940f5af679f"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:38:15Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:38:15Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96c9ee8c225c",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035495812399014",
-                "uid": "ea4fdc32-2c46-41b7-8537-f60b2a3e7ce3"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:39:04Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544745343006",
-                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:39:04Z",
-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:39:04Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d55baf7ea2",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544868287013",
-                "uid": "717619c9-bc6f-4410-89cb-933289a9091a"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:39:08Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544844159006",
-                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:39:08Z",
-            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can be accessed by the pod",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:39:08Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d6291f5cc5",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035548309503024",
-                "uid": "0ad1918b-487b-45d0-95f6-90606fb0f996"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:39:08Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544844159006",
-                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:39:08Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:39:08Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d629aa8317",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035548331599007",
-                "uid": "a146313b-77f3-450f-9b9d-6d0b1f04c6cf"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:39:08Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544844159006",
-                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:39:08Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:39:08Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de96d62f39a7f5",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035548412447000",
-                "uid": "fcf01033-06e2-4cbd-a2c7-51bf347ddf42"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:45:24Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035544844159006",
-                "uid": "f87406a5-2ef3-464f-8587-357cfbe07add"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:45:24Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:45:24Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de972dcf359e7a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035924784175002",
-                "uid": "b8207d84-11ad-4a25-867c-7be9b78ba580"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json
deleted file mode 100644
index f940f10c..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-after.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json
deleted file mode 100644
index f940f10c..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-images-before.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt
deleted file mode 100644
index d3c42940..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   25h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   25h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json
deleted file mode 100644
index 5bfc412e..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/pods.json
+++ /dev/null
@@ -1,5980 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-14T02:38:27Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.211",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.211",
-    "podIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-14T02:19:20Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:18:38Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-kpp7j",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945505996447017",
-    "uid": "7e2ac944-3783-438d-bb90-7a2f0c0c3b4b"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-tuqu"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-v9zg5",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-tuqu",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log
deleted file mode 100644
index 74402189..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/redis-ready.log
+++ /dev/null
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-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:47:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.346+00:00	2026-10-15T03:48:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:15Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:16Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:18Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.392+00:00	2026-10-15T03:48:19Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.393+00:00	2026-10-15T03:48:20Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.393+00:00	2026-10-15T03:48:21Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.393+00:00	2026-10-15T03:48:22Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:23Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:24Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:25Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:26Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:27Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:28Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:29Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:30Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:31Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:32Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:33Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:35Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:36Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:37Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:38Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:39Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:40Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:41Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:42Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:43Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:44Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:45Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:46Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:47Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:48Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:49Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:50Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:51Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.394+00:00	2026-10-15T03:48:52Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:53Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:48:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.396+00:00	2026-10-15T03:49:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:05.614+00:00	2026-10-15T03:49:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:06.622+00:00	2026-10-15T03:49:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:07.626+00:00	2026-10-15T03:49:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:08.631+00:00	2026-10-15T03:49:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:09.637+00:00	2026-10-15T03:49:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:10.643+00:00	2026-10-15T03:49:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:11.646+00:00	2026-10-15T03:49:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:12.651+00:00	2026-10-15T03:49:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:13.657+00:00	2026-10-15T03:49:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:14.661+00:00	2026-10-15T03:49:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:15.666+00:00	2026-10-15T03:49:15Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:16.671+00:00	2026-10-15T03:49:16Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T03:49:17.676+00:00	2026-10-15T03:49:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:05:57.232+00:00	E1014 21:05:57.231723    5403 v2.go:150] "Unhandled Error" err="next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer"
-2026-10-15T04:05:57.233+00:00	E1014 21:05:57.231748    5403 v2.go:167] "Unhandled Error" err="next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer"
-2026-10-15T04:05:57.234+00:00	error: error reading from error stream: next reader: read tcp 192.168.1.37:57575->136.116.158.163:443: read: connection reset by peer
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log
deleted file mode 100644
index 30f82985..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/run.log
+++ /dev/null
@@ -1,36 +0,0 @@
-watching; recorders [5401, 5402, 5404, 5406, 5408, 5403, 5405, 5407] write into runs/2026-10-15_cold_start/D-8b-h100-cached
-collected 0 worker log(s) into runs/2026-10-15_cold_start/D-8b-h100-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | unmeasured |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | unmeasured |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | unmeasured |
-| container create | trainer.event_Pulled | trainer.container_started | unmeasured |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | unmeasured |
-| weights load | trainer.load_start | trainer.load_done | unmeasured |
-| ready key | trainer.load_done | trainer.ready_key | unmeasured |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 555.2 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | unmeasured |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | unmeasured |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | unmeasured |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | unmeasured |
-| container create | sampler.event_Pulled | sampler.container_started | unmeasured |
-| process start to first log | sampler.container_started | sampler.process_first_log | unmeasured |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | unmeasured |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | unmeasured |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | unmeasured |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | unmeasured |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | unmeasured |
-| ready key | sampler.engine_init_done | sampler.ready_key | unmeasured |
-| client: first sample blocked | client.sample.start | client.sample.done | unmeasured |
-
-DONE=0
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log
deleted file mode 100644
index 8a48c226..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T03:39:04.606+00:00	2026-10-15T03:39:04.595116714Z {"level":"info","ts":"2026-10-15T03:39:04Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"991ac44f-13dc-4b3b-88a3-ea3017a1451b","claim":"claim-lora-qwen-qwen3-8b-0-trainer-f4ace73f","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T03:48:27.398+00:00	error: read tcp 192.168.1.37:57571->136.116.158.163:443: read: connection reset by peer
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json
deleted file mode 100644
index 66e85a7f..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/timeline.json
+++ /dev/null
@@ -1,26 +0,0 @@
-{
- "case": "D-8b-h100-cached",
- "collected": "2026-10-15T04:27:13.680+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 03:39:03.686000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 03:39:03.686000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 03:48:18.935000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "ddb4615c-4bb0-44b0-92a1-c79e668c7324"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 03:48:21.731000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {}
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt
deleted file mode 100644
index 722e1311..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T03:38:59.461+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt
deleted file mode 100644
index 0d162c07..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json b/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json
deleted file mode 100644
index 6da8d279..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached-interrupted/workloads.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log
deleted file mode 100644
index 1024f918..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [8878, 8879, 8881, 8883, 8885, 8880, 8882, 8884] write into runs/2026-10-15_cold_start/D-8b-h100-cached
-collected 2 worker log(s) into runs/2026-10-15_cold_start/D-8b-h100-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.4 |
-| weights load | trainer.load_start | trainer.load_done | 39.9 |
-| ready key | trainer.load_done | trainer.ready_key | -0.3 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 52.2 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.3 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 7.1 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.7 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.5 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.4 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
-| client: first sample blocked | client.sample.start | client.sample.done | 120.7 |
-
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log
deleted file mode 100644
index b2279560..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/api-server.log
+++ /dev/null
@@ -1,36 +0,0 @@
-2026-10-15T04:28:48.050+00:00	2026-10-15T04:28:48.048635307Z INFO:     127.0.0.1:39700 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T04:28:48.286+00:00	2026-10-15T04:28:48.286095440Z INFO:     127.0.0.1:39712 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T04:28:48.355+00:00	2026-10-15T04:28:48.350028924Z INFO:     127.0.0.1:39712 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T04:28:48.592+00:00	2026-10-15T04:28:48.593057216Z [API_SERVER] enqueued op=create_model request_id=db28c229-9bd6-4845-bd41-edb2e3018375 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
-2026-10-15T04:28:48.594+00:00	2026-10-15T04:28:48.593584627Z INFO:     127.0.0.1:39714 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T04:28:53.965+00:00	2026-10-15T04:28:53.964292215Z INFO:     10.32.3.1:47308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:28:58.571+00:00	2026-10-15T04:28:58.568532635Z INFO:     127.0.0.1:59700 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:29:03.967+00:00	2026-10-15T04:29:03.965572350Z INFO:     10.32.3.1:49272 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:29:13.967+00:00	2026-10-15T04:29:13.965469203Z INFO:     10.32.3.1:53736 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:29:23.972+00:00	2026-10-15T04:29:23.965165004Z INFO:     10.32.3.1:57264 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:29:33.967+00:00	2026-10-15T04:29:33.965503320Z INFO:     10.32.3.1:41922 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:29:38.739+00:00	2026-10-15T04:29:38.738456425Z INFO:     127.0.0.1:58346 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:29:40.123+00:00	2026-10-15T04:29:40.120084777Z INFO:     127.0.0.1:58376 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T04:29:42.785+00:00	2026-10-15T04:29:42.783707482Z [API_SERVER] enqueued op=forward_backward request_id=5827dd5b-d046-465a-9f51-a4c5fb10be88 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
-2026-10-15T04:29:42.786+00:00	2026-10-15T04:29:42.784716161Z INFO:     127.0.0.1:58376 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T04:29:43.964+00:00	2026-10-15T04:29:43.964611788Z INFO:     10.32.3.1:36414 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:29:45.701+00:00	2026-10-15T04:29:45.690175181Z [API_SERVER] enqueued op=optim_step request_id=0bd1fc1f-9862-42b8-87a3-bb2b38d15a08 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
-2026-10-15T04:29:45.707+00:00	2026-10-15T04:29:45.690965153Z INFO:     127.0.0.1:58376 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T04:29:47.841+00:00	2026-10-15T04:29:47.840662196Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=bb1b8120-ce82-4ed2-8a6c-e0803b9cdc65 model_id=db28c229-9bd6-4845-bd41-edb2e3018375 active_set=Qwen/Qwen3-8B-1
-2026-10-15T04:29:47.841+00:00	2026-10-15T04:29:47.841190565Z INFO:     127.0.0.1:58376 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T04:29:49.846+00:00	2026-10-15T04:29:49.845879451Z INFO:     127.0.0.1:35416 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T04:29:53.966+00:00	2026-10-15T04:29:53.965198781Z INFO:     10.32.3.1:35352 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:03.968+00:00	2026-10-15T04:30:03.966186951Z INFO:     10.32.3.1:35492 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:13.967+00:00	2026-10-15T04:30:13.965413981Z INFO:     10.32.3.1:42874 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:23.995+00:00	2026-10-15T04:30:23.965280850Z INFO:     10.32.3.1:52978 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:33.965+00:00	2026-10-15T04:30:33.964533329Z INFO:     10.32.3.1:52066 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:38.938+00:00	2026-10-15T04:30:38.922489978Z INFO:     127.0.0.1:36472 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:30:43.967+00:00	2026-10-15T04:30:43.965005983Z INFO:     10.32.3.1:41578 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:30:53.966+00:00	2026-10-15T04:30:53.964647584Z INFO:     10.32.3.1:37766 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:03.966+00:00	2026-10-15T04:31:03.964948698Z INFO:     10.32.3.1:52962 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:13.967+00:00	2026-10-15T04:31:13.964286630Z INFO:     10.32.3.1:39666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:23.967+00:00	2026-10-15T04:31:23.965294376Z INFO:     10.32.3.1:35434 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:29.132+00:00	2026-10-15T04:31:29.129760597Z INFO:     127.0.0.1:44156 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:31:33.966+00:00	2026-10-15T04:31:33.965082373Z INFO:     10.32.3.1:36136 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:43.967+00:00	2026-10-15T04:31:43.964688954Z INFO:     10.32.3.1:47940 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:31:53.966+00:00	2026-10-15T04:31:53.964597059Z INFO:     10.32.3.1:57990 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl
deleted file mode 100644
index 7a8c61f7..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T04:28:47.756+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T04:28:47.756+00:00", "t": 0.0, "phase": "create_model.start"}
-{"ts": "2026-10-15T04:29:39.925+00:00", "t": 52.169, "phase": "create_model.done", "model_id": "db28c229-9bd6-4845-bd41-edb2e3018375"}
-{"ts": "2026-10-15T04:29:42.710+00:00", "t": 54.955, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T04:29:45.623+00:00", "t": 57.867, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T04:29:47.732+00:00", "t": 59.976, "phase": "optim_step.done"}
-{"ts": "2026-10-15T04:29:47.733+00:00", "t": 59.977, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T04:29:49.654+00:00", "t": 61.898, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T04:29:49.657+00:00", "t": 61.901, "phase": "sample.start"}
-{"ts": "2026-10-15T04:31:50.315+00:00", "t": 182.559, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
-{"ts": "2026-10-15T04:31:50.316+00:00", "t": 182.56, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log
deleted file mode 100644
index 7c7e9887..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.000s create_model.start 
-[cold-start]   52.169s create_model.done {'model_id': 'db28c229-9bd6-4845-bd41-edb2e3018375'}
-[cold-start]   54.955s forward_backward.start 
-[cold-start]   57.867s forward_backward.done 
-[cold-start]   59.976s optim_step.done 
-[cold-start]   59.977s save_weights_and_get_sampling_client.start 
-[cold-start]   61.898s save_weights_and_get_sampling_client.done 
-[cold-start]   61.901s sample.start 
-[cold-start]  182.559s sample.done {'text': ' 4\n\nQuestion: What is '}
-[cold-start]  182.560s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt
deleted file mode 100644
index 446608ec..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:31:50.787+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json
deleted file mode 100644
index 6386b858..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/events.json
+++ /dev/null
@@ -1,661 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:31:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071080495023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:31:11Z",
-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:31:11Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96671460e727",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071245135014",
-                "uid": "8acbbf2e-49f9-4202-949a-77c580789a9a"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:31:15Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:31:15Z",
-            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:31:15Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de9668063dcb02",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035075278831019",
-                "uid": "6912eb66-4b94-4b18-a74e-ab327aeddb23"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" in 1m35.306s (1m35.306s including waiting). Image size: 7123551739 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e36f0cbc2",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170612415015",
-                "uid": "8591c4e1-a15e-4174-ad4a-fd97a845ccf1"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e3778892c",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170630543005",
-                "uid": "ffa2ae1f-d67a-48f5-bbae-e60a320c7ca4"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:32:50Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:32:50Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:32:50Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de967e3f40302b",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035170729087005",
-                "uid": "1519861d-65be-4db6-b777-bd8220ced5f8"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T03:38:15Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035071201999023",
-                "uid": "020b4239-66d2-4346-9d02-94db8a9199d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T03:38:15Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T03:38:15Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler.18de96c9e6a9a8f5",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792035495672207024",
-                "uid": "ddca643d-0c58-4430-9459-5686015bcf61"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-sampler-a721f127-0853"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:29:48Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792038588098239023",
-                "uid": "8890e7fc-b67b-4b1b-b3a2-94806b6a0581"
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diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
deleted file mode 100644
index 3a77965e..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
+++ /dev/null
@@ -1,223 +0,0 @@
-2026-10-15T04:29:59.120383793Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:30:07.125364996Z INFO 10-15 04:30:07 [model.py:692] Resolved architecture: Qwen3ForCausalLM
-2026-10-15T04:30:07.125609457Z INFO 10-15 04:30:07 [model.py:2030] Using max model len 8192
-2026-10-15T04:30:07.127331114Z INFO 10-15 04:30:07 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
-2026-10-15T04:30:07.128167407Z INFO 10-15 04:30:07 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T04:30:09.663951222Z WARNING 10-15 04:30:09 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T04:30:16.823040941Z (EngineCore pid=169) INFO 10-15 04:30:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T04:30:17.164644024Z (EngineCore pid=169) INFO 10-15 04:30:17 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_340dc35f3b0242e2bdbc2b172fcc048b backend=nccl
-2026-10-15T04:30:17.168650276Z (EngineCore pid=169) INFO 10-15 04:30:17 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T04:30:17.168683746Z (EngineCore pid=169) INFO 10-15 04:30:17 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T04:30:17.937691413Z (EngineCore pid=169) INFO 10-15 04:30:17 [model_runner.py:396] Loading model from scratch...
-2026-10-15T04:30:18.521439941Z (EngineCore pid=169) INFO 10-15 04:30:18 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T04:30:18.521753371Z (EngineCore pid=169) INFO 10-15 04:30:18 [flash_attn.py:1116] Using FlashAttention version 3
-2026-10-15T04:30:18.637928137Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T04:30:18.638073197Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T04:30:18.941812484Z (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
-2026-10-15T04:30:18.941839205Z (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
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-2026-10-15T04:30:31.458966993Z (EngineCore pid=169) 
-2026-10-15T04:30:31.464946633Z (EngineCore pid=169) INFO 10-15 04:30:31 [default_loader.py:430] Loading weights took 12.53 seconds
-2026-10-15T04:30:31.498463928Z (EngineCore pid=169) INFO 10-15 04:30:31 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T04:30:32.103943500Z (EngineCore pid=169) INFO 10-15 04:30:32 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.439416 seconds
-2026-10-15T04:30:32.109725702Z (EngineCore pid=169) INFO 10-15 04:30:32 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T04:30:32.110496737Z (EngineCore pid=169) INFO 10-15 04:30:32 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T04:30:44.652211772Z (EngineCore pid=169) INFO 10-15 04:30:44 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T04:30:44.652565384Z (EngineCore pid=169) INFO 10-15 04:30:44 [backends.py:1155] Dynamo bytecode transform time: 11.52 s
-2026-10-15T04:31:03.507756339Z (EngineCore pid=169) INFO 10-15 04:31:03 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.60 s
-2026-10-15T04:31:08.840151288Z (EngineCore pid=169) INFO 10-15 04:31:08 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
-2026-10-15T04:31:08.896740196Z (EngineCore pid=169) INFO 10-15 04:31:08 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
-2026-10-15T04:31:08.896773511Z (EngineCore pid=169) INFO 10-15 04:31:08 [monitor.py:53] torch.compile took 35.76 s in total
-2026-10-15T04:31:08.898078279Z (EngineCore pid=169) WARNING 10-15 04:31:08 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T04:31:10.778388829Z (EngineCore pid=169) INFO 10-15 04:31:10 [monitor.py:81] Initial profiling/warmup run took 1.88 s
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-2026-10-15T04:31:29.315428007Z (EngineCore pid=169) INFO 10-15 04:31:29 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
-2026-10-15T04:31:29.941703479Z (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
-2026-10-15T04:31:29.942505442Z (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T04:31:29.943661473Z (EngineCore pid=169) INFO 10-15 04:31:29 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
-2026-10-15T04:31:29.977817349Z (EngineCore pid=169) INFO 10-15 04:31:29 [kernel_warmup.py:172] JIT kernel warmup starting.
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-2026-10-15T04:31:30.276340350Z (EngineCore pid=169) INFO 10-15 04:31:30 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
-2026-10-15T04:31:30.276390176Z (EngineCore pid=169) 2026-10-15 04:31:30,276 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
-2026-10-15T04:31:30.277185077Z (EngineCore pid=169) INFO 10-15 04:31:30 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
-2026-10-15T04:31:30.440062883Z (EngineCore pid=169) 2026-10-15 04:31:30,439 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
-2026-10-15T04:31:30.444155193Z (EngineCore pid=169) 2026-10-15 04:31:30,444 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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-2026-10-15T04:31:47.456153126Z (EngineCore pid=169) INFO 10-15 04:31:47 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
-2026-10-15T04:31:47.456190554Z (EngineCore pid=169) INFO 10-15 04:31:47 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
-2026-10-15T04:31:47.456215390Z (EngineCore pid=169) INFO 10-15 04:31:47 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
-2026-10-15T04:31:47.861531760Z (EngineCore pid=169) INFO 10-15 04:31:47 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T04:31:48.438163536Z (EngineCore pid=169) INFO 10-15 04:31:48 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T04:31:48.438271111Z (EngineCore pid=169) INFO 10-15 04:31:48 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.33 s (compilation: 35.76 s)
-2026-10-15T04:31:49.270178479Z (EngineCore pid=169) WARNING 10-15 04:31:49 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:31:49.271398725Z (EngineCore pid=169) INFO 10-15 04:31:49 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T04:31:49.271413329Z WARNING 10-15 04:31:49 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:31:49.302404698Z WARNING 10-15 04:31:49 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T04:31:49.302420308Z WARNING 10-15 04:31:49 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
deleted file mode 100644
index ebb27fb7..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
+++ /dev/null
@@ -1,166 +0,0 @@
-2026-10-15T04:28:57.210385406Z 
-2026-10-15T04:28:57.210436719Z ==================================================
-2026-10-15T04:28:57.210440519Z       Open-RL PyTorch Training Worker
-2026-10-15T04:28:57.210441569Z ==================================================
-2026-10-15T04:28:57.210442904Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T04:28:57.227937676Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T04:28:57.227957423Z 
-2026-10-15T04:28:57.431621575Z Loading base model Qwen/Qwen3-8B to cuda:0...
-2026-10-15T04:28:57.548837029Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
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-2026-10-15T04:29:37.342144876Z Successfully loaded.
-2026-10-15T04:29:37.343864704Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
-2026-10-15T04:29:37.349436353Z 
-2026-10-15T04:29:37.349536185Z [TRAINING REQUESTS] Popped 1 requests for model: ddb4615c-4bb0-44b0-92a1-c79e668c7324: forward_backward:fc48f953-c5c6-4169-b997-c905ba50b668
-2026-10-15T04:29:37.351351994Z Traceback (most recent call last):
-2026-10-15T04:29:37.351517529Z   File "/app/src/server/training_requests_processor.py", line 301, in handle_request
-2026-10-15T04:29:37.351521625Z     result = await self.dispatch_operation(command)
-2026-10-15T04:29:37.351523427Z              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-2026-10-15T04:29:37.351524669Z   File "/app/src/server/training_requests_processor.py", line 336, in dispatch_operation
-2026-10-15T04:29:37.351526917Z     result = await asyncio.to_thread(
-2026-10-15T04:29:37.351528184Z              ^^^^^^^^^^^^^^^^^^^^^^^^
-2026-10-15T04:29:37.351530219Z   File "/root/.local/share/uv/python/cpython-3.12.15-linux-x86_64-gnu/lib/python3.12/asyncio/threads.py", line 25, in to_thread
-2026-10-15T04:29:37.351531477Z     return await loop.run_in_executor(None, func_call)
-2026-10-15T04:29:37.351532594Z            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-2026-10-15T04:29:37.352559995Z   File "/root/.local/share/uv/python/cpython-3.12.15-linux-x86_64-gnu/lib/python3.12/concurrent/futures/thread.py", line 59, in run
-2026-10-15T04:29:37.352563685Z     result = self.fn(*self.args, **self.kwargs)
-2026-10-15T04:29:37.352564888Z              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-2026-10-15T04:29:37.352577268Z   File "/app/src/training/lora_trainer_worker.py", line 279, in forward_backward
-2026-10-15T04:29:37.352579801Z     assert self.peft_model is not None, "Model must be loaded first."
-2026-10-15T04:29:37.352581495Z            ^^^^^^^^^^^^^^^^^^^^^^^^^^^
-2026-10-15T04:29:37.352582754Z AssertionError: Model must be loaded first.
-2026-10-15T04:29:37.355418513Z 
-2026-10-15T04:29:37.355423431Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: create_model:db28c229-9bd6-4845-bd41-edb2e3018375
-2026-10-15T04:29:37.355611574Z Base model Qwen/Qwen3-8B already loaded.
-2026-10-15T04:29:37.355641209Z Creating LoRA adapter 'db28c229-9bd6-4845-bd41-edb2e3018375'...
-2026-10-15T04:29:37.887617791Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T04:29:37.892776423Z LoRA adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' created and set to active.
-2026-10-15T04:29:39.838464453Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
-2026-10-15T04:29:42.784410481Z 
-2026-10-15T04:29:42.784453361Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: forward_backward:5827dd5b-d046-465a-9f51-a4c5fb10be88
-2026-10-15T04:29:45.690227303Z 
-2026-10-15T04:29:45.690270181Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: optim_step:0bd1fc1f-9862-42b8-87a3-bb2b38d15a08
-2026-10-15T04:29:45.699189204Z Initializing AdamW optimizer for 'db28c229-9bd6-4845-bd41-edb2e3018375' with lr=0.0001
-2026-10-15T04:29:47.649407077Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
-2026-10-15T04:29:47.841118145Z 
-2026-10-15T04:29:47.841154779Z [TRAINING REQUESTS] Popped 1 requests for model: db28c229-9bd6-4845-bd41-edb2e3018375: save_weights_for_sampler:bb1b8120-ce82-4ed2-8a6c-e0803b9cdc65
-2026-10-15T04:29:49.607370190Z Auto-saved adapter 'db28c229-9bd6-4845-bd41-edb2e3018375' to /mnt/shared/open-rl/peft/db28c229-9bd6-4845-bd41-edb2e3018375
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json
deleted file mode 100644
index ed0b21ba..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/monitoring.json
+++ /dev/null
@@ -1,194 +0,0 @@
-{
- "read_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:32:00Z",
-       "endTime": "2026-10-15T04:32:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:31:00Z",
-       "endTime": "2026-10-15T04:31:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:30:00Z",
-       "endTime": "2026-10-15T04:30:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:29:00Z",
-       "endTime": "2026-10-15T04:29:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:28:00Z",
-       "endTime": "2026-10-15T04:28:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- },
- "read_ops_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_ops_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "location": "us-central1-b",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:31:00Z",
-       "endTime": "2026-10-15T04:31:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:30:00Z",
-       "endTime": "2026-10-15T04:30:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:29:00Z",
-       "endTime": "2026-10-15T04:29:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:28:00Z",
-       "endTime": "2026-10-15T04:28:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "{operation}/s"
- },
- "write_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/write_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "project_id": "cdrollouts-sunilarora",
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:31:00Z",
-       "endTime": "2026-10-15T04:31:00Z"
-      },
-      "value": {
-       "doubleValue": 5166853.966666667
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:30:00Z",
-       "endTime": "2026-10-15T04:30:00Z"
-      },
-      "value": {
-       "doubleValue": 3578993.5
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:29:00Z",
-       "endTime": "2026-10-15T04:29:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:28:00Z",
-       "endTime": "2026-10-15T04:28:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json
deleted file mode 100644
index f940f10c..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-after.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json
deleted file mode 100644
index f940f10c..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-images-before.json
+++ /dev/null
@@ -1,50 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt
deleted file mode 100644
index 685e8973..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json
deleted file mode 100644
index 86b1422e..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-14T02:38:27Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.211",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.211",
-    "podIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-14T02:19:20Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:18:38Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-kpp7j",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945505996447017",
-    "uid": "7e2ac944-3783-438d-bb90-7a2f0c0c3b4b"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-tuqu"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-v9zg5",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-tuqu",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log
deleted file mode 100644
index 4235b80d..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/redis-ready.log
+++ /dev/null
@@ -1,147 +0,0 @@
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-2026-10-15T04:30:14.095+00:00	2026-10-15T04:30:14Z open_rl:trainer_ready:Qwen/Qwen3-8B
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-2026-10-15T04:30:48.271+00:00	2026-10-15T04:30:48Z open_rl:trainer_ready:Qwen/Qwen3-8B
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-2026-10-15T04:31:39.523+00:00	2026-10-15T04:31:39Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:40.528+00:00	2026-10-15T04:31:40Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:41.532+00:00	2026-10-15T04:31:41Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:42.537+00:00	2026-10-15T04:31:42Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:43.543+00:00	2026-10-15T04:31:43Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:44.547+00:00	2026-10-15T04:31:44Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:45.561+00:00	2026-10-15T04:31:45Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:46.559+00:00	2026-10-15T04:31:46Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:47.570+00:00	2026-10-15T04:31:47Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:48.578+00:00	2026-10-15T04:31:48Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:49.574+00:00	2026-10-15T04:31:49Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:49.574+00:00	2026-10-15T04:31:49Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:50.579+00:00	2026-10-15T04:31:50Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:50.579+00:00	2026-10-15T04:31:50Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:51.585+00:00	2026-10-15T04:31:51Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:51.585+00:00	2026-10-15T04:31:51Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:52.592+00:00	2026-10-15T04:31:52Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:52.592+00:00	2026-10-15T04:31:52Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:53.594+00:00	2026-10-15T04:31:53Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:53.594+00:00	2026-10-15T04:31:53Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:54.612+00:00	2026-10-15T04:31:54Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:54.612+00:00	2026-10-15T04:31:54Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:55.605+00:00	2026-10-15T04:31:55Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:55.605+00:00	2026-10-15T04:31:55Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:56.610+00:00	2026-10-15T04:31:56Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T04:31:56.610+00:00	2026-10-15T04:31:56Z open_rl:trainer_ready:Qwen/Qwen3-8B
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log
deleted file mode 100644
index f36aa39c..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T04:28:48.737+00:00	2026-10-15T04:28:48.736460900Z {"level":"info","ts":"2026-10-15T04:28:48Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"9810872f-787e-462c-b16a-dceac5ec5ffa","claim":"claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T04:29:47.974+00:00	2026-10-15T04:29:47.973626989Z {"level":"info","ts":"2026-10-15T04:29:47Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"a0e0e96a-42aa-4961-903d-5120a533b95f","claim":"claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json
deleted file mode 100644
index 90585ed3..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/timeline.json
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "case": "D-8b-h100-cached",
- "collected": "2026-10-15T04:32:14.200+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 04:28:47.756000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 04:28:47.756000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 04:29:39.925000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "db28c229-9bd6-4845-bd41-edb2e3018375"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 04:29:42.710000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 04:29:45.623000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 04:29:47.732000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 04:29:47.733000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 04:29:49.654000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 04:29:49.657000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 04:31:50.315000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4\n\nQuestion: What is "
-  },
-  "client.end": {
-   "ts": "2026-10-15 04:31:50.316000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen3-8b-0-sampler",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 04:29:47+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:29:47.960000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 04:29:47.960000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 04:29:47.960000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 04:29:52+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 04:29:48+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 04:29:48+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 04:29:52+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 04:29:52+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 04:29:48+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 04:29:52+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 04:29:48+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 04:29:51+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 04:29:51+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 04:29:52+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 04:29:59.120383+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 04:30:16.823040+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:16 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 04:30:17.937691+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:17 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 04:30:18.941839+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:18 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 04:30:31.464946+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:31 [default_loader.py:430] Loading weights took 12.53 seconds",
-     "self_reported_s": 12.53
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 04:30:32.103943+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:30:32 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.439416 seconds",
-     "self_reported_s": 14.439416
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 04:31:08.896773+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:08 [monitor.py:53] torch.compile took 35.76 s in total",
-     "self_reported_s": 35.76
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 04:31:29.315428+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:29 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
-     "self_reported_s": 16.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 04:31:29.941703+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:29 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 04:31:48.438271+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 04:31:48 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.33 s",
-     "self_reported_s": 76.33
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 04:31:49+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen3-8b-0-trainer",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 04:28:48+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:28:48.508000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 04:28:48.508000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 04:28:48.508000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 04:28:53+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 04:28:48+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 04:28:48+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 04:28:53+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 04:28:53+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 04:28:48+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 04:28:52+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 04:28:48+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 04:28:52+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13\" already present on machine and can ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 04:28:52+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 04:28:52+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 04:28:57.210385+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 04:28:57.431621+00:00",
-     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 04:29:37.342144+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 04:29:37.343864+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 04:29:37+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:0ae950e226f5400262fc3b207f6bde8d5c02e7d02fb15f6ae1ad9e3d55e034d0"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt
deleted file mode 100644
index 777815ab..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:28:43.565+00:00
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt
deleted file mode 100644
index 0d162c07..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json
deleted file mode 100644
index 3f3cb447..00000000
--- a/runs/2026-10-15_cold_start/D-8b-h100-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:29:47Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792038592335647008",
-                "uid": "aac5fdd5-1826-49c7-8392-5165024b0a69"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "29Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "30725539152"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "40Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "40Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "64aee2d3-084c-46a4-9c77-df7f6442e580",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:29:52Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-aac5fdd5",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "29Gi",
-                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:28:48Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792038533448655004",
-                "uid": "cde28d2b-7497-4559-ae79-2c350558ddd1"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "20Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen3-8B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "20674967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "36Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "36Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "6521caef-db14-4d7b-8477-e644e69919ee",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:28:53Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-cde28d2b",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "20Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log
deleted file mode 100644
index f8ffab7c..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [12362, 12363, 12365, 12367, 12369, 12364, 12366, 12368] write into runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 172.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 1.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.2 |
-| weights load | trainer.load_start | trainer.load_done | 15.0 |
-| ready key | trainer.load_done | trainer.ready_key | 0.7 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 197.1 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.1 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 186.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 1.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 23.2 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 15.2 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.4 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.5 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.7 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 1.2 |
-| client: first sample blocked | client.sample.start | client.sample.done | 289.2 |
-
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log
deleted file mode 100644
index 72baa052..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/api-server.log
+++ /dev/null
@@ -1,75 +0,0 @@
-2026-10-15T04:47:50.759+00:00	2026-10-15T04:47:50.747267827Z INFO:     10.32.3.1:50030 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:47:51.373+00:00	2026-10-15T04:47:51.375072109Z INFO:     127.0.0.1:58948 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T04:47:51.625+00:00	2026-10-15T04:47:51.626679728Z INFO:     127.0.0.1:58962 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T04:47:51.706+00:00	2026-10-15T04:47:51.698589265Z INFO:     127.0.0.1:58962 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T04:47:51.964+00:00	2026-10-15T04:47:51.960105348Z [API_SERVER] enqueued op=create_model request_id=c34fd223-1dd8-443e-850e-68d16b0d897e model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:47:51.965+00:00	2026-10-15T04:47:51.961209781Z INFO:     127.0.0.1:58976 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T04:48:00.748+00:00	2026-10-15T04:48:00.747101104Z INFO:     10.32.3.1:44106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:48:01.881+00:00	2026-10-15T04:48:01.882432111Z INFO:     127.0.0.1:39078 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:48:10.748+00:00	2026-10-15T04:48:10.746655455Z INFO:     10.32.3.1:43406 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:48:20.762+00:00	2026-10-15T04:48:20.747630744Z INFO:     10.32.3.1:50344 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:48:30.750+00:00	2026-10-15T04:48:30.747452523Z INFO:     10.32.3.1:38480 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:48:40.748+00:00	2026-10-15T04:48:40.747887168Z INFO:     10.32.3.1:43688 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:48:42.107+00:00	2026-10-15T04:48:42.108647369Z INFO:     127.0.0.1:44312 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:48:50.747+00:00	2026-10-15T04:48:50.746753362Z INFO:     10.32.3.1:56992 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:00.759+00:00	2026-10-15T04:49:00.748474238Z INFO:     10.32.3.1:51752 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:10.753+00:00	2026-10-15T04:49:10.747254442Z INFO:     10.32.3.1:60438 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:20.748+00:00	2026-10-15T04:49:20.747384062Z INFO:     10.32.3.1:55404 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:30.744+00:00	2026-10-15T04:49:30.748502393Z INFO:     10.32.3.1:51894 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:32.332+00:00	2026-10-15T04:49:32.338576070Z INFO:     127.0.0.1:50908 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:49:40.737+00:00	2026-10-15T04:49:40.746618093Z INFO:     10.32.3.1:59074 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:49:50.742+00:00	2026-10-15T04:49:50.747114846Z INFO:     10.32.3.1:41452 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:00.737+00:00	2026-10-15T04:50:00.747761065Z INFO:     10.32.3.1:58260 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:10.736+00:00	2026-10-15T04:50:10.747653348Z INFO:     10.32.3.1:50724 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:12.511+00:00	2026-10-15T04:50:12.524698371Z INFO:     127.0.0.1:57438 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:50:20.733+00:00	2026-10-15T04:50:20.746488844Z INFO:     10.32.3.1:37876 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:30.735+00:00	2026-10-15T04:50:30.747506581Z INFO:     10.32.3.1:46886 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:40.734+00:00	2026-10-15T04:50:40.747651246Z INFO:     10.32.3.1:47538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:50:50.734+00:00	2026-10-15T04:50:50.747642546Z INFO:     10.32.3.1:42666 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:00.735+00:00	2026-10-15T04:51:00.747457778Z INFO:     10.32.3.1:51346 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:02.734+00:00	2026-10-15T04:51:02.748492339Z INFO:     127.0.0.1:33774 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:51:08.372+00:00	2026-10-15T04:51:08.384894234Z INFO:     127.0.0.1:33804 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T04:51:10.734+00:00	2026-10-15T04:51:10.747373366Z INFO:     10.32.3.1:44790 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:11.018+00:00	2026-10-15T04:51:11.033251000Z [API_SERVER] enqueued op=forward_backward request_id=82deca49-4ee4-496f-825c-c12a291fb417 model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:51:11.018+00:00	2026-10-15T04:51:11.033591274Z INFO:     127.0.0.1:33804 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T04:51:14.259+00:00	2026-10-15T04:51:14.268225387Z [API_SERVER] enqueued op=optim_step request_id=f6a0aff8-ac17-496d-a35f-82a1866beb3c model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:51:14.259+00:00	2026-10-15T04:51:14.269572118Z INFO:     127.0.0.1:33804 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T04:51:15.185+00:00	2026-10-15T04:51:15.196153109Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=29042980-72d1-47bc-b560-caa782c86947 model_id=c34fd223-1dd8-443e-850e-68d16b0d897e active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:51:15.185+00:00	2026-10-15T04:51:15.196730876Z INFO:     127.0.0.1:33804 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T04:51:15.847+00:00	2026-10-15T04:51:15.861994037Z INFO:     127.0.0.1:50962 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T04:51:20.733+00:00	2026-10-15T04:51:20.747509561Z INFO:     10.32.3.1:36522 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:30.734+00:00	2026-10-15T04:51:30.747769712Z INFO:     10.32.3.1:49072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:40.735+00:00	2026-10-15T04:51:40.747089500Z INFO:     10.32.3.1:42936 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:51:50.807+00:00	2026-10-15T04:51:50.747657379Z INFO:     10.32.3.1:59096 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:00.735+00:00	2026-10-15T04:52:00.746837023Z INFO:     10.32.3.1:44932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:02.930+00:00	2026-10-15T04:52:02.943641729Z INFO:     127.0.0.1:60640 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:52:10.736+00:00	2026-10-15T04:52:10.747747798Z INFO:     10.32.3.1:44974 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:20.736+00:00	2026-10-15T04:52:20.746678567Z INFO:     10.32.3.1:35664 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:30.734+00:00	2026-10-15T04:52:30.747126329Z INFO:     10.32.3.1:34208 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:40.735+00:00	2026-10-15T04:52:40.747196297Z INFO:     10.32.3.1:44174 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:50.734+00:00	2026-10-15T04:52:50.747115733Z INFO:     10.32.3.1:54892 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:52:51.758+00:00	2026-10-15T04:52:51.774099202Z INFO:     127.0.0.1:40930 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T04:52:53.102+00:00	2026-10-15T04:52:53.117722316Z INFO:     127.0.0.1:54688 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:53:00.733+00:00	2026-10-15T04:53:00.747018328Z INFO:     10.32.3.1:34592 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:53:10.739+00:00	2026-10-15T04:53:10.747952567Z INFO:     10.32.3.1:34466 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:53:20.735+00:00	2026-10-15T04:53:20.747402168Z INFO:     10.32.3.1:43034 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:53:30.735+00:00	2026-10-15T04:53:30.747874323Z INFO:     10.32.3.1:44336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:53:40.734+00:00	2026-10-15T04:53:40.747391997Z INFO:     10.32.3.1:50648 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:53:43.288+00:00	2026-10-15T04:53:43.301447514Z INFO:     127.0.0.1:35782 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:53:50.735+00:00	2026-10-15T04:53:50.748058844Z INFO:     10.32.3.1:44446 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:00.741+00:00	2026-10-15T04:54:00.747477817Z INFO:     10.32.3.1:60436 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:10.733+00:00	2026-10-15T04:54:10.747726850Z INFO:     10.32.3.1:59106 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:20.768+00:00	2026-10-15T04:54:20.747514561Z INFO:     10.32.3.1:37768 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:23.560+00:00	2026-10-15T04:54:23.574498792Z INFO:     127.0.0.1:42366 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:54:30.734+00:00	2026-10-15T04:54:30.747280852Z INFO:     10.32.3.1:47062 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:40.733+00:00	2026-10-15T04:54:40.746421659Z INFO:     10.32.3.1:53944 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:54:50.739+00:00	2026-10-15T04:54:50.747856422Z INFO:     10.32.3.1:50702 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:00.789+00:00	2026-10-15T04:55:00.747454361Z INFO:     10.32.3.1:48938 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:10.733+00:00	2026-10-15T04:55:10.747058641Z INFO:     10.32.3.1:48650 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:20.734+00:00	2026-10-15T04:55:20.747467882Z INFO:     10.32.3.1:54104 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:23.758+00:00	2026-10-15T04:55:23.773354564Z INFO:     127.0.0.1:59436 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:55:30.733+00:00	2026-10-15T04:55:30.747006683Z INFO:     10.32.3.1:51618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:40.733+00:00	2026-10-15T04:55:40.747561980Z INFO:     10.32.3.1:60968 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:55:50.733+00:00	2026-10-15T04:55:50.747513210Z INFO:     10.32.3.1:41264 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:56:00.733+00:00	2026-10-15T04:56:00.747491999Z INFO:     10.32.3.1:32776 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:56:10.733+00:00	2026-10-15T04:56:10.746647279Z INFO:     10.32.3.1:51500 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl
deleted file mode 100644
index b94dfe70..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T04:47:51.110+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T04:47:51.111+00:00", "t": 0.0, "phase": "create_model.start"}
-{"ts": "2026-10-15T04:51:08.186+00:00", "t": 197.076, "phase": "create_model.done", "model_id": "c34fd223-1dd8-443e-850e-68d16b0d897e"}
-{"ts": "2026-10-15T04:51:10.937+00:00", "t": 199.827, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T04:51:14.170+00:00", "t": 203.059, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T04:51:15.072+00:00", "t": 203.961, "phase": "optim_step.done"}
-{"ts": "2026-10-15T04:51:15.072+00:00", "t": 203.962, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T04:51:15.661+00:00", "t": 204.551, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T04:51:15.662+00:00", "t": 204.551, "phase": "sample.start"}
-{"ts": "2026-10-15T04:56:04.835+00:00", "t": 493.725, "phase": "sample.done", "text": " 4"}
-{"ts": "2026-10-15T04:56:04.838+00:00", "t": 493.728, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log
deleted file mode 100644
index a1f626f6..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.000s create_model.start 
-[cold-start]  197.076s create_model.done {'model_id': 'c34fd223-1dd8-443e-850e-68d16b0d897e'}
-[cold-start]  199.827s forward_backward.start 
-[cold-start]  203.059s forward_backward.done 
-[cold-start]  203.961s optim_step.done 
-[cold-start]  203.962s save_weights_and_get_sampling_client.start 
-[cold-start]  204.551s save_weights_and_get_sampling_client.done 
-[cold-start]  204.551s sample.start 
-[cold-start]  493.725s sample.done {'text': ' 4'}
-[cold-start]  493.728s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt
deleted file mode 100644
index 82fe3f4d..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:56:05.389+00:00
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json
deleted file mode 100644
index 7497a20b..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/events.json
+++ /dev/null
@@ -1,1311 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5ecfa51a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092561663021",
-                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f61ddd1e4",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092605935011",
-                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:40:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:40:41Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:40:41Z",
-                "name": "cold-start-fio.18de9a32081cf908",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039241446287009",
-                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:18Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:18Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:18Z",
-                "name": "cold-start-fio.18de9a3a9867ce9f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039278208207001",
-                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad2bcac91",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279188751014",
-                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
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-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
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-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad378cd74",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279219679006",
-                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
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-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad5aed221",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279235135013",
-                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:11Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:11Z",
-                "name": "cold-start-fio.18de9a70cd2c6a68",
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-                "resourceVersion": "1792039511048479001",
-                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
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-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-645ff9777d-zg9cl",
-                "namespace": "openrl-system",
-                "resourceVersion": "1791941114537823021",
-                "uid": "60157023-ba75-4943-bf11-582e2b35f2e6"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Stopping container api-server",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d-zg9cl.18de9a78ce247435",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545418735013",
-                "uid": "ea8815fe-134f-4492-ac25-d9e75ec8d9d6"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "apps/v1",
-                "kind": "ReplicaSet",
-                "name": "open-rl-api-server-645ff9777d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545300351007",
-                "uid": "944f738b-c170-42bd-a7fb-b560be6650b3"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Deleted pod: open-rl-api-server-645ff9777d-zg9cl",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d.18de9a78cd513e92",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545387567001",
-                "uid": "cf4f8590-df28-4b16-81fc-f969ac56d830"
-            },
-            "reason": "SuccessfulDelete",
-            "reportingComponent": "replicaset-controller",
-            "reportingInstance": "",
-            "source": {
-                "component": "replicaset-controller"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:46Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546048591003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:46Z",
-            "message": "Successfully assigned openrl-system/open-rl-api-server-6d86b498f5-65swc to gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:46Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a78f8298472",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546102351012",
-                "uid": "dc59eb2c-80a6-4e27-84cb-c9e1ec4c59f0"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:49Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
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-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:49Z",
-            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:49Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a79cecaeea8",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039549712335019",
-                "uid": "f3058d2c-fa64-40cd-b384-d338c7eb0bb8"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:58Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:58Z",
-            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\" in 9.007s (9.007s including waiting). Image size: 195425445 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:58Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a7be7af61a3",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039558721215017",
-                "uid": "509c4369-d7f8-40c5-9eec-bcfd89092537"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:58Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:58Z",
-            "message": "Container created",
-            "metadata": {
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diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
deleted file mode 100644
index e82879b1..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-2026-10-15T04:54:45.242588287Z INFO 10-15 04:54:45 [model.py:692] Resolved architecture: Qwen2ForCausalLM
-2026-10-15T04:54:45.277423658Z INFO 10-15 04:54:45 [model.py:2030] Using max model len 8192
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-2026-10-15T04:54:45.327374906Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:54:45.587816185Z INFO 10-15 04:54:45 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T04:54:48.964429054Z WARNING 10-15 04:54:48 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T04:55:00.403987147Z (EngineCore pid=161) INFO 10-15 04:55:00 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T04:55:01.212591231Z (EngineCore pid=161) INFO 10-15 04:55:01 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_14e101098568499f8d634b8f3ba36063 backend=nccl
-2026-10-15T04:55:01.219901527Z (EngineCore pid=161) INFO 10-15 04:55:01 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T04:55:01.219928991Z (EngineCore pid=161) INFO 10-15 04:55:01 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T04:55:02.093177635Z (EngineCore pid=161) INFO 10-15 04:55:02 [model_runner.py:396] Loading model from scratch...
-2026-10-15T04:55:02.961631574Z (EngineCore pid=161) INFO 10-15 04:55:02 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T04:55:02.962148325Z (EngineCore pid=161) INFO 10-15 04:55:02 [flash_attn.py:1116] Using FlashAttention version 2
-2026-10-15T04:55:03.077952928Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T04:55:03.078372599Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T04:55:03.438996437Z (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
-2026-10-15T04:55:03.439031206Z (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
-2026-10-15T04:55:03.440364205Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
-2026-10-15T04:55:04.506632553Z (EngineCore pid=161) INFO 10-15 04:55:04 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
-2026-10-15T04:55:04.507904747Z (EngineCore pid=161) INFO 10-15 04:55:04 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.07s
-2026-10-15T04:55:04.508374560Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.07s/it]
-2026-10-15T04:55:04.508506945Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.07s/it]
-2026-10-15T04:55:04.508514934Z (EngineCore pid=161) 
-2026-10-15T04:55:04.519608748Z (EngineCore pid=161) INFO 10-15 04:55:04 [default_loader.py:430] Loading weights took 1.08 seconds
-2026-10-15T04:55:04.563784195Z (EngineCore pid=161) INFO 10-15 04:55:04 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T04:55:05.323053964Z (EngineCore pid=161) INFO 10-15 04:55:05 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.543823 seconds
-2026-10-15T04:55:05.330737372Z (EngineCore pid=161) INFO 10-15 04:55:05 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T04:55:05.331651024Z (EngineCore pid=161) INFO 10-15 04:55:05 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T04:55:18.314868182Z (EngineCore pid=161) INFO 10-15 04:55:18 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T04:55:18.315408542Z (EngineCore pid=161) INFO 10-15 04:55:18 [backends.py:1155] Dynamo bytecode transform time: 10.79 s
-2026-10-15T04:55:26.366501779Z (EngineCore pid=161) [rank0]:W1015 04:55:26.366000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
-2026-10-15T04:55:30.101890321Z (EngineCore pid=161) INFO 10-15 04:55:30 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.54 s
-2026-10-15T04:55:35.994697922Z (EngineCore pid=161) INFO 10-15 04:55:35 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5002628 bytes total
-2026-10-15T04:55:36.056667960Z (EngineCore pid=161) INFO 10-15 04:55:36 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
-2026-10-15T04:55:36.056714286Z (EngineCore pid=161) INFO 10-15 04:55:36 [monitor.py:53] torch.compile took 28.53 s in total
-2026-10-15T04:55:36.058566673Z (EngineCore pid=161) WARNING 10-15 04:55:36 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T04:55:38.498449559Z (EngineCore pid=161) INFO 10-15 04:55:38 [monitor.py:81] Initial profiling/warmup run took 2.44 s
-2026-10-15T04:55:50.775728099Z (EngineCore pid=161) 
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-2026-10-15T04:55:50.929046015Z (EngineCore pid=161) 
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-2026-10-15T04:55:51.460006830Z (EngineCore pid=161) INFO 10-15 04:55:51 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
-2026-10-15T04:55:52.012063128Z (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
-2026-10-15T04:55:52.012109159Z (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T04:55:52.013224095Z (EngineCore pid=161) INFO 10-15 04:55:52 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
-2026-10-15T04:55:52.047453701Z (EngineCore pid=161) INFO 10-15 04:55:52 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T04:55:52.047479239Z (EngineCore pid=161) INFO 10-15 04:55:52 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
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-Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.88it/s]
-2026-10-15T04:56:01.021773877Z (EngineCore pid=161) 
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-2026-10-15T04:56:01.552052033Z (EngineCore pid=161) INFO 10-15 04:56:01 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
-2026-10-15T04:56:01.552109795Z (EngineCore pid=161) INFO 10-15 04:56:01 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
-2026-10-15T04:56:01.552158624Z (EngineCore pid=161) INFO 10-15 04:56:01 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
-2026-10-15T04:56:02.213362030Z (EngineCore pid=161) INFO 10-15 04:56:02 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T04:56:02.777471050Z (EngineCore pid=161) INFO 10-15 04:56:02 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T04:56:02.777706596Z (EngineCore pid=161) INFO 10-15 04:56:02 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.45 s (compilation: 28.53 s)
-2026-10-15T04:56:03.869252972Z (EngineCore pid=161) WARNING 10-15 04:56:03 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:56:03.871952989Z WARNING 10-15 04:56:03 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:56:03.921344929Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:56:04.180539093Z (EngineCore pid=161) INFO 10-15 04:56:04 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T04:56:04.225162312Z WARNING 10-15 04:56:04 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T04:56:04.225187910Z WARNING 10-15 04:56:04 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
deleted file mode 100644
index 966751da..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
+++ /dev/null
@@ -1,34 +0,0 @@
-2026-10-15T04:50:52.077847358Z 
-2026-10-15T04:50:52.077896573Z ==================================================
-2026-10-15T04:50:52.077906180Z       Open-RL PyTorch Training Worker
-2026-10-15T04:50:52.077908286Z ==================================================
-2026-10-15T04:50:52.077910198Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T04:50:52.100407463Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T04:50:52.100446712Z 
-2026-10-15T04:50:52.221389461Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
-2026-10-15T04:50:52.374261114Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:50:53.898909828Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
-2026-10-15T04:51:06.274074801Z [prefetch] done: 0.92 GiB in 12.4 s (76 MiB/s)
-2026-10-15T04:51:07.154043242Z 
-Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
-Loading weights:  34%|███▍      | 100/290 [00:00<00:00, 974.48it/s]
-Loading weights:  84%|████████▍ | 243/290 [00:00<00:00, 1237.50it/s]
-Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1246.19it/s]
-2026-10-15T04:51:07.261679820Z Successfully loaded.
-2026-10-15T04:51:07.264149836Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
-2026-10-15T04:51:07.271202698Z 
-2026-10-15T04:51:07.271227706Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: create_model:c34fd223-1dd8-443e-850e-68d16b0d897e
-2026-10-15T04:51:07.271814880Z Base model Qwen/Qwen2.5-0.5B already loaded.
-2026-10-15T04:51:07.271863734Z Creating LoRA adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e'...
-2026-10-15T04:51:07.640385092Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T04:51:07.646133286Z LoRA adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' created and set to active.
-2026-10-15T04:51:08.121076369Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
-2026-10-15T04:51:11.033392426Z 
-2026-10-15T04:51:11.033440802Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: forward_backward:82deca49-4ee4-496f-825c-c12a291fb417
-2026-10-15T04:51:14.268875656Z 
-2026-10-15T04:51:14.268924652Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: optim_step:f6a0aff8-ac17-496d-a35f-82a1866beb3c
-2026-10-15T04:51:14.277442124Z Initializing AdamW optimizer for 'c34fd223-1dd8-443e-850e-68d16b0d897e' with lr=0.0001
-2026-10-15T04:51:14.918227603Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
-2026-10-15T04:51:15.197220438Z 
-2026-10-15T04:51:15.197269217Z [TRAINING REQUESTS] Popped 1 requests for model: c34fd223-1dd8-443e-850e-68d16b0d897e: save_weights_for_sampler:29042980-72d1-47bc-b560-caa782c86947
-2026-10-15T04:51:15.590678109Z Auto-saved adapter 'c34fd223-1dd8-443e-850e-68d16b0d897e' to /mnt/shared/open-rl/peft/c34fd223-1dd8-443e-850e-68d16b0d897e
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-after.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json
deleted file mode 100644
index 90abd760..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-images-before.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt
deleted file mode 100644
index b67c1f75..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json
deleted file mode 100644
index 7e1e5910..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
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-    "observedGeneration": 1,
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-    "podIPs": [
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-    "qosClass": "BestEffort",
-    "startTime": "2026-10-14T02:19:20Z"
-   }
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- "kind": "List",
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-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log
deleted file mode 100644
index 51432475..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/redis-ready.log
+++ /dev/null
@@ -1,309 +0,0 @@
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-2026-10-15T04:55:46.433+00:00	2026-10-15T04:55:46Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:47.442+00:00	2026-10-15T04:55:47Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:48.443+00:00	2026-10-15T04:55:48Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:49.458+00:00	2026-10-15T04:55:49Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:50.453+00:00	2026-10-15T04:55:50Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:51.459+00:00	2026-10-15T04:55:51Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:52.463+00:00	2026-10-15T04:55:52Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:53.472+00:00	2026-10-15T04:55:53Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:54.474+00:00	2026-10-15T04:55:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:55.479+00:00	2026-10-15T04:55:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:56.483+00:00	2026-10-15T04:55:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:57.488+00:00	2026-10-15T04:55:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:58.492+00:00	2026-10-15T04:55:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:55:59.499+00:00	2026-10-15T04:55:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:00.503+00:00	2026-10-15T04:56:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:01.508+00:00	2026-10-15T04:56:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:02.514+00:00	2026-10-15T04:56:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:03.518+00:00	2026-10-15T04:56:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:04.524+00:00	2026-10-15T04:56:04Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:04.524+00:00	2026-10-15T04:56:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:05.528+00:00	2026-10-15T04:56:05Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:05.528+00:00	2026-10-15T04:56:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:06.549+00:00	2026-10-15T04:56:06Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:06.549+00:00	2026-10-15T04:56:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:07.539+00:00	2026-10-15T04:56:07Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:07.539+00:00	2026-10-15T04:56:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:08.558+00:00	2026-10-15T04:56:08Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:08.558+00:00	2026-10-15T04:56:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:09.549+00:00	2026-10-15T04:56:09Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:09.550+00:00	2026-10-15T04:56:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:10.555+00:00	2026-10-15T04:56:10Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:56:10.555+00:00	2026-10-15T04:56:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log
deleted file mode 100644
index 78eb0719..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T04:47:52.102+00:00	2026-10-15T04:47:52.104023958Z {"level":"info","ts":"2026-10-15T04:47:52Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"8483800e-5d84-4a39-9698-b4f98903534e","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
-2026-10-15T04:51:15.356+00:00	2026-10-15T04:51:15.366719534Z {"level":"info","ts":"2026-10-15T04:51:15Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"a33a6ae4-616b-4e2d-b00c-0100362558de","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json
deleted file mode 100644
index fbc28464..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/timeline.json
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "case": "after-A1-0.5b-l4-cold",
- "collected": "2026-10-15T04:56:11.555+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 04:47:51.110000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen2.5-0.5B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 04:47:51.111000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 04:51:08.186000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "c34fd223-1dd8-443e-850e-68d16b0d897e"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 04:51:10.937000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 04:51:14.170000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 04:51:15.072000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 04:51:15.072000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 04:51:15.661000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 04:51:15.662000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 04:56:04.835000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4"
-  },
-  "client.end": {
-   "ts": "2026-10-15 04:56:04.838000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 04:51:15+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:51:15.069000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 04:51:15.069000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 04:51:15.069000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 04:54:22+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 04:51:15+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 04:51:15+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 04:54:22+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 04:54:22+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 04:51:15+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 04:54:22+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 04:51:15+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
-    },
-    "sampler.event_Pulling": {
-     "ts": "2026-10-15 04:51:19+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 04:54:21+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 3m2.5s (3m2.5s inc",
-     "kubelet_pull_s": 182.5,
-     "pulled_from_cache": false
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 04:54:21+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 04:54:22+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 04:54:45.242588+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 04:55:00.403987+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:00 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 04:55:02.093177+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:02 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 04:55:03.439031+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:03 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 04:55:04.519608+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:04 [default_loader.py:430] Loading weights took 1.08 seconds",
-     "self_reported_s": 1.08
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 04:55:05.323053+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:05 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.543823 seconds",
-     "self_reported_s": 3.543823
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 04:55:36.056714+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:36 [monitor.py:53] torch.compile took 28.53 s in total",
-     "self_reported_s": 28.53
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 04:55:51.460006+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:51 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
-     "self_reported_s": 11.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 04:55:52.012063+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:55:52 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 04:56:02.777706+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:56:02 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.45 s",
-     "self_reported_s": 57.45
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 04:56:04+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 04:47:51+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:47:51.664000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 04:47:51.664000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 04:47:53.304000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 04:50:45+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 04:47:52+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 04:47:52+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 04:50:45+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 04:50:45+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 04:47:52+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 04:50:45+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 04:47:52+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-    },
-    "trainer.event_Pulling": {
-     "ts": "2026-10-15 04:47:56+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 04:50:44+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 2m48.271s (2m48.27",
-     "kubelet_pull_s": 168.27100000000002,
-     "pulled_from_cache": false
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 04:50:44+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 04:50:45+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 04:50:52.077847+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 04:50:52.221389+00:00",
-     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 04:51:07.261679+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 04:51:07.264149+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 04:51:08+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt
deleted file mode 100644
index e34900e5..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:47:46.873+00:00
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json b/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json
deleted file mode 100644
index c15af16a..00000000
--- a/runs/2026-10-15_cold_start/after-A1-0.5b-l4-cold/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:51:15Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040062551935001",
-                "uid": "0752a694-3e75-44aa-9348-ae1c3f3fff13"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "4Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "3589169104"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "25Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "25Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "ed5c4cfd-e94a-4a7f-a2a6-62ba293d8d04",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:54:22Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-0752a694",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "4Gi",
-                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:47:51Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039845830863015",
-                "uid": "4bef5a35-3bf8-4444-9043-47f86b502e3e"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "5Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen2.5-0.5B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "5282967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "21Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "21Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "0772feaa-10d8-4243-ac6a-4b4ee0615042",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:50:45Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-4bef5a35",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "5Gi",
-                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log
deleted file mode 100644
index 8bf3bc56..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [14913, 14914, 14916, 14918, 14920, 14915, 14917, 14919] write into runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.2 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 1.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 7.8 |
-| weights load | trainer.load_start | trainer.load_done | 2.5 |
-| ready key | trainer.load_done | trainer.ready_key | -18.3 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 15.5 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.0 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 29.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 3.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 11.6 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 27.1 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.7 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.5 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.4 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.9 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
-| client: first sample blocked | client.sample.start | client.sample.done | 134.6 |
-
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log
deleted file mode 100644
index 837468ea..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/api-server.log
+++ /dev/null
@@ -1,33 +0,0 @@
-2026-10-15T04:57:20.742+00:00	2026-10-15T04:57:20.747394853Z INFO:     10.32.3.1:48902 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:57:22.081+00:00	2026-10-15T04:57:22.098120271Z INFO:     127.0.0.1:51376 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T04:57:22.332+00:00	2026-10-15T04:57:22.350492601Z INFO:     127.0.0.1:51380 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T04:57:22.399+00:00	2026-10-15T04:57:22.417496524Z INFO:     127.0.0.1:51380 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T04:57:22.642+00:00	2026-10-15T04:57:22.659983411Z [API_SERVER] enqueued op=create_model request_id=3c646264-eb51-4f2b-af28-b651e7b8d65f model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:57:22.642+00:00	2026-10-15T04:57:22.660591970Z INFO:     127.0.0.1:51390 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T04:57:30.732+00:00	2026-10-15T04:57:30.746832525Z INFO:     10.32.3.1:60502 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:57:32.582+00:00	2026-10-15T04:57:32.599215799Z INFO:     127.0.0.1:41916 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:57:37.537+00:00	2026-10-15T04:57:37.550418481Z INFO:     127.0.0.1:41936 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T04:57:40.140+00:00	2026-10-15T04:57:40.156908336Z [API_SERVER] enqueued op=forward_backward request_id=e5d06b8f-011b-4cc7-b00f-75a18d4cc68c model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:57:40.140+00:00	2026-10-15T04:57:40.157358753Z INFO:     127.0.0.1:41936 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T04:57:40.728+00:00	2026-10-15T04:57:40.746424135Z INFO:     10.32.3.1:52382 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:57:43.347+00:00	2026-10-15T04:57:43.364027632Z [API_SERVER] enqueued op=optim_step request_id=9c7bfa9d-8c2e-4163-8ddb-2d3872d13f25 model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:57:43.347+00:00	2026-10-15T04:57:43.364731477Z INFO:     127.0.0.1:41936 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T04:57:44.137+00:00	2026-10-15T04:57:44.154771060Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=32c6fd95-8437-4062-86d2-5fd031af54e4 model_id=3c646264-eb51-4f2b-af28-b651e7b8d65f active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T04:57:44.138+00:00	2026-10-15T04:57:44.156034597Z INFO:     127.0.0.1:41936 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T04:57:44.807+00:00	2026-10-15T04:57:44.824246114Z INFO:     127.0.0.1:35608 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T04:57:50.742+00:00	2026-10-15T04:57:50.746409736Z INFO:     10.32.3.1:46740 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:00.732+00:00	2026-10-15T04:58:00.747039608Z INFO:     10.32.3.1:49148 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:10.732+00:00	2026-10-15T04:58:10.747575732Z INFO:     10.32.3.1:53698 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:20.731+00:00	2026-10-15T04:58:20.747432364Z INFO:     10.32.3.1:58312 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:30.731+00:00	2026-10-15T04:58:30.747504088Z INFO:     10.32.3.1:52920 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:32.787+00:00	2026-10-15T04:58:32.804434225Z INFO:     127.0.0.1:46778 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:58:40.730+00:00	2026-10-15T04:58:40.746974548Z INFO:     10.32.3.1:46976 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:58:50.730+00:00	2026-10-15T04:58:50.747141544Z INFO:     10.32.3.1:59494 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:00.731+00:00	2026-10-15T04:59:00.747576147Z INFO:     10.32.3.1:43150 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:10.730+00:00	2026-10-15T04:59:10.747345321Z INFO:     10.32.3.1:32882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:20.732+00:00	2026-10-15T04:59:20.747511163Z INFO:     10.32.3.1:54978 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:22.982+00:00	2026-10-15T04:59:23.000147720Z INFO:     127.0.0.1:39214 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T04:59:30.737+00:00	2026-10-15T04:59:30.746624775Z INFO:     10.32.3.1:33562 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:40.731+00:00	2026-10-15T04:59:40.747472732Z INFO:     10.32.3.1:56128 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T04:59:50.729+00:00	2026-10-15T04:59:50.746593670Z INFO:     10.32.3.1:54218 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:00:00.731+00:00	2026-10-15T05:00:00.747026021Z INFO:     10.32.3.1:37274 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl
deleted file mode 100644
index 6f50fdd1..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T04:57:21.804+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T04:57:21.804+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T04:57:37.299+00:00", "t": 15.495, "phase": "create_model.done", "model_id": "3c646264-eb51-4f2b-af28-b651e7b8d65f"}
-{"ts": "2026-10-15T04:57:40.066+00:00", "t": 18.262, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T04:57:43.279+00:00", "t": 21.475, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T04:57:44.032+00:00", "t": 22.228, "phase": "optim_step.done"}
-{"ts": "2026-10-15T04:57:44.033+00:00", "t": 22.229, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T04:57:44.610+00:00", "t": 22.807, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T04:57:44.612+00:00", "t": 22.808, "phase": "sample.start"}
-{"ts": "2026-10-15T04:59:59.246+00:00", "t": 157.443, "phase": "sample.done", "text": " 4"}
-{"ts": "2026-10-15T04:59:59.247+00:00", "t": 157.443, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log
deleted file mode 100644
index 8738ab7c..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]   15.495s create_model.done {'model_id': '3c646264-eb51-4f2b-af28-b651e7b8d65f'}
-[cold-start]   18.262s forward_backward.start 
-[cold-start]   21.475s forward_backward.done 
-[cold-start]   22.228s optim_step.done 
-[cold-start]   22.229s save_weights_and_get_sampling_client.start 
-[cold-start]   22.807s save_weights_and_get_sampling_client.done 
-[cold-start]   22.808s sample.start 
-[cold-start]  157.443s sample.done {'text': ' 4'}
-[cold-start]  157.443s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt
deleted file mode 100644
index 2cb3aa22..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:59:59.733+00:00
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json
deleted file mode 100644
index f67d42a0..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/events.json
+++ /dev/null
@@ -1,1699 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5ecfa51a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092561663021",
-                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f61ddd1e4",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092605935011",
-                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:40:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:40:41Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:40:41Z",
-                "name": "cold-start-fio.18de9a32081cf908",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039241446287009",
-                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:18Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:18Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:18Z",
-                "name": "cold-start-fio.18de9a3a9867ce9f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039278208207001",
-                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad2bcac91",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279188751014",
-                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad378cd74",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279219679006",
-                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad5aed221",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279235135013",
-                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:11Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:11Z",
-                "name": "cold-start-fio.18de9a70cd2c6a68",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039511048479001",
-                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-645ff9777d-zg9cl",
-                "namespace": "openrl-system",
-                "resourceVersion": "1791941114537823021",
-                "uid": "60157023-ba75-4943-bf11-582e2b35f2e6"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Stopping container api-server",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d-zg9cl.18de9a78ce247435",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545418735013",
-                "uid": "ea8815fe-134f-4492-ac25-d9e75ec8d9d6"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "apps/v1",
-                "kind": "ReplicaSet",
-                "name": "open-rl-api-server-645ff9777d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545300351007",
-                "uid": "944f738b-c170-42bd-a7fb-b560be6650b3"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Deleted pod: open-rl-api-server-645ff9777d-zg9cl",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d.18de9a78cd513e92",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545387567001",
-                "uid": "cf4f8590-df28-4b16-81fc-f969ac56d830"
-            },
-            "reason": "SuccessfulDelete",
-            "reportingComponent": "replicaset-controller",
-            "reportingInstance": "",
-            "source": {
-                "component": "replicaset-controller"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:46Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546048591003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:46Z",
-            "message": "Successfully assigned openrl-system/open-rl-api-server-6d86b498f5-65swc to gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:46Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a78f8298472",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546102351012",
-                "uid": "dc59eb2c-80a6-4e27-84cb-c9e1ec4c59f0"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
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-            "type": "Normal"
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diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
deleted file mode 100644
index 0b795ec8..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
+++ /dev/null
@@ -1,119 +0,0 @@
-2026-10-15T04:58:27.584176783Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:58:39.659845746Z INFO 10-15 04:58:39 [model.py:692] Resolved architecture: Qwen2ForCausalLM
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-2026-10-15T04:58:55.532460244Z (EngineCore pid=161) INFO 10-15 04:58:55 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_8fc70d1b7a3d4bf98e7322fa6a9dbb46 backend=nccl
-2026-10-15T04:58:55.539943546Z (EngineCore pid=161) INFO 10-15 04:58:55 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T04:58:55.539970703Z (EngineCore pid=161) INFO 10-15 04:58:55 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T04:58:56.402021183Z (EngineCore pid=161) INFO 10-15 04:58:56 [model_runner.py:396] Loading model from scratch...
-2026-10-15T04:58:57.269734349Z (EngineCore pid=161) INFO 10-15 04:58:57 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T04:58:57.270211979Z (EngineCore pid=161) INFO 10-15 04:58:57 [flash_attn.py:1116] Using FlashAttention version 2
-2026-10-15T04:58:57.386036165Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T04:58:57.386373759Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T04:58:57.753318801Z (EngineCore pid=161) INFO 10-15 04:58:57 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.62 GiB.
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-2026-10-15T04:58:57.754786362Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
-2026-10-15T04:58:58.846726312Z (EngineCore pid=161) INFO 10-15 04:58:58 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
-2026-10-15T04:58:58.847692666Z (EngineCore pid=161) INFO 10-15 04:58:58 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.09s
-2026-10-15T04:58:58.848154812Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.09s/it]
-2026-10-15T04:58:58.848265833Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.09s/it]
-2026-10-15T04:58:58.848273288Z (EngineCore pid=161) 
-2026-10-15T04:58:58.859754655Z (EngineCore pid=161) INFO 10-15 04:58:58 [default_loader.py:430] Loading weights took 1.11 seconds
-2026-10-15T04:58:58.903674715Z (EngineCore pid=161) INFO 10-15 04:58:58 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T04:58:59.653997423Z (EngineCore pid=161) INFO 10-15 04:58:59 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.562917 seconds
-2026-10-15T04:58:59.661872745Z (EngineCore pid=161) INFO 10-15 04:58:59 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T04:58:59.662817686Z (EngineCore pid=161) INFO 10-15 04:58:59 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T04:59:12.568767214Z (EngineCore pid=161) INFO 10-15 04:59:12 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T04:59:12.569305223Z (EngineCore pid=161) INFO 10-15 04:59:12 [backends.py:1155] Dynamo bytecode transform time: 10.70 s
-2026-10-15T04:59:20.570097546Z (EngineCore pid=161) [rank0]:W1015 04:59:20.569000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
-2026-10-15T04:59:24.301853412Z (EngineCore pid=161) INFO 10-15 04:59:24 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.48 s
-2026-10-15T04:59:30.204022006Z (EngineCore pid=161) INFO 10-15 04:59:30 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5117704 bytes total
-2026-10-15T04:59:30.263495537Z (EngineCore pid=161) INFO 10-15 04:59:30 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
-2026-10-15T04:59:30.263531777Z (EngineCore pid=161) INFO 10-15 04:59:30 [monitor.py:53] torch.compile took 28.39 s in total
-2026-10-15T04:59:30.265271863Z (EngineCore pid=161) WARNING 10-15 04:59:30 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T04:59:32.699794508Z (EngineCore pid=161) INFO 10-15 04:59:32 [monitor.py:81] Initial profiling/warmup run took 2.44 s
-2026-10-15T04:59:45.056755245Z (EngineCore pid=161) 
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-2026-10-15T04:59:45.207982998Z (EngineCore pid=161) 
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-2026-10-15T04:59:45.735209582Z (EngineCore pid=161) INFO 10-15 04:59:45 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
-2026-10-15T04:59:46.273450572Z (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
-2026-10-15T04:59:46.274260414Z (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8841 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9159. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T04:59:46.276420021Z (EngineCore pid=161) INFO 10-15 04:59:46 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
-2026-10-15T04:59:46.307862248Z (EngineCore pid=161) INFO 10-15 04:59:46 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T04:59:46.307894517Z (EngineCore pid=161) INFO 10-15 04:59:46 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
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-2026-10-15T04:59:55.393647798Z (EngineCore pid=161) 
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-2026-10-15T04:59:55.930208050Z (EngineCore pid=161) INFO 10-15 04:59:55 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
-2026-10-15T04:59:55.930252115Z (EngineCore pid=161) INFO 10-15 04:59:55 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
-2026-10-15T04:59:55.930272936Z (EngineCore pid=161) INFO 10-15 04:59:55 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
-2026-10-15T04:59:56.587668226Z (EngineCore pid=161) INFO 10-15 04:59:56 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T04:59:57.142271187Z (EngineCore pid=161) INFO 10-15 04:59:57 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T04:59:57.142509996Z (EngineCore pid=161) INFO 10-15 04:59:57 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.48 s (compilation: 28.39 s)
-2026-10-15T04:59:58.247742371Z (EngineCore pid=161) WARNING 10-15 04:59:58 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:59:58.250232543Z WARNING 10-15 04:59:58 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T04:59:58.655917495Z (EngineCore pid=161) INFO 10-15 04:59:58 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T04:59:58.701016317Z WARNING 10-15 04:59:58 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T04:59:58.701040301Z WARNING 10-15 04:59:58 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
deleted file mode 100644
index c74529d7..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
+++ /dev/null
@@ -1,34 +0,0 @@
-2026-10-15T04:57:33.659925206Z 
-2026-10-15T04:57:33.659981788Z ==================================================
-2026-10-15T04:57:33.659987684Z       Open-RL PyTorch Training Worker
-2026-10-15T04:57:33.659990000Z ==================================================
-2026-10-15T04:57:33.659991942Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T04:57:33.682578439Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T04:57:33.682611900Z 
-2026-10-15T04:57:33.802165728Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
-2026-10-15T04:57:33.918116197Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T04:57:34.743979630Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
-2026-10-15T04:57:35.446752761Z [prefetch] done: 0.92 GiB in 0.7 s (1341 MiB/s)
-2026-10-15T04:57:36.264734680Z 
-Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
-Loading weights:  34%|███▍      | 99/290 [00:00<00:00, 988.50it/s]
-Loading weights:  84%|████████▍ | 244/290 [00:00<00:00, 1233.54it/s]
-Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1255.83it/s]
-2026-10-15T04:57:36.346688430Z Successfully loaded.
-2026-10-15T04:57:36.349344921Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
-2026-10-15T04:57:36.355351912Z 
-2026-10-15T04:57:36.355370996Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: create_model:3c646264-eb51-4f2b-af28-b651e7b8d65f
-2026-10-15T04:57:36.355814966Z Base model Qwen/Qwen2.5-0.5B already loaded.
-2026-10-15T04:57:36.355835330Z Creating LoRA adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f'...
-2026-10-15T04:57:36.729943844Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T04:57:36.735718110Z LoRA adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' created and set to active.
-2026-10-15T04:57:37.236593418Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
-2026-10-15T04:57:40.158164123Z 
-2026-10-15T04:57:40.158213369Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: forward_backward:e5d06b8f-011b-4cc7-b00f-75a18d4cc68c
-2026-10-15T04:57:43.364899715Z 
-2026-10-15T04:57:43.364958943Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: optim_step:9c7bfa9d-8c2e-4163-8ddb-2d3872d13f25
-2026-10-15T04:57:43.373431322Z Initializing AdamW optimizer for '3c646264-eb51-4f2b-af28-b651e7b8d65f' with lr=0.0001
-2026-10-15T04:57:44.000548803Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
-2026-10-15T04:57:44.155788293Z 
-2026-10-15T04:57:44.155837134Z [TRAINING REQUESTS] Popped 1 requests for model: 3c646264-eb51-4f2b-af28-b651e7b8d65f: save_weights_for_sampler:32c6fd95-8437-4062-86d2-5fd031af54e4
-2026-10-15T04:57:44.570369619Z Auto-saved adapter '3c646264-eb51-4f2b-af28-b651e7b8d65f' to /mnt/shared/open-rl/peft/3c646264-eb51-4f2b-af28-b651e7b8d65f
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-after.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-images-before.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt
deleted file mode 100644
index b67c1f75..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json
deleted file mode 100644
index 6a4ea21e..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/pods.json
+++ /dev/null
@@ -1,6786 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://31feb315f31721f5756689a74bde20205183ae8cc3ffe1e5cb47f96a1c485b6b",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
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-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log
deleted file mode 100644
index d60c3560..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/redis-ready.log
+++ /dev/null
@@ -1,175 +0,0 @@
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-2026-10-15T04:59:38.458+00:00	2026-10-15T04:59:38Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:39.463+00:00	2026-10-15T04:59:39Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:40.469+00:00	2026-10-15T04:59:40Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:41.474+00:00	2026-10-15T04:59:41Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:42.478+00:00	2026-10-15T04:59:42Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:43.484+00:00	2026-10-15T04:59:43Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:44.490+00:00	2026-10-15T04:59:44Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:45.494+00:00	2026-10-15T04:59:45Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:46.500+00:00	2026-10-15T04:59:46Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:47.508+00:00	2026-10-15T04:59:47Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:48.509+00:00	2026-10-15T04:59:48Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:49.514+00:00	2026-10-15T04:59:49Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:50.519+00:00	2026-10-15T04:59:50Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:51.532+00:00	2026-10-15T04:59:51Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:52.529+00:00	2026-10-15T04:59:52Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:53.535+00:00	2026-10-15T04:59:53Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:54.545+00:00	2026-10-15T04:59:54Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:55.544+00:00	2026-10-15T04:59:55Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:56.565+00:00	2026-10-15T04:59:56Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:57.556+00:00	2026-10-15T04:59:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:58.561+00:00	2026-10-15T04:59:58Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:58.562+00:00	2026-10-15T04:59:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:59.566+00:00	2026-10-15T04:59:59Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T04:59:59.566+00:00	2026-10-15T04:59:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:00.571+00:00	2026-10-15T05:00:00Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:00.571+00:00	2026-10-15T05:00:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:01.590+00:00	2026-10-15T05:00:01Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:01.590+00:00	2026-10-15T05:00:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:02.582+00:00	2026-10-15T05:00:02Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:02.582+00:00	2026-10-15T05:00:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:03.588+00:00	2026-10-15T05:00:03Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:03.588+00:00	2026-10-15T05:00:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:04.600+00:00	2026-10-15T05:00:04Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:04.600+00:00	2026-10-15T05:00:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:05.599+00:00	2026-10-15T05:00:05Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:00:05.599+00:00	2026-10-15T05:00:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log
deleted file mode 100644
index 0a6b928c..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T04:57:22.772+00:00	2026-10-15T04:57:22.789786341Z {"level":"info","ts":"2026-10-15T04:57:22Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"a299badc-c2da-43ab-b006-1bbc6eef5dd0","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
-2026-10-15T04:57:44.281+00:00	2026-10-15T04:57:44.297614785Z {"level":"info","ts":"2026-10-15T04:57:44Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"ac3b61c9-8905-4726-9ca8-f88e8b72698f","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json
deleted file mode 100644
index d90e4c40..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/timeline.json
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "case": "after-B1-0.5b-l4-cached",
- "collected": "2026-10-15T05:00:05.835+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 04:57:21.804000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen2.5-0.5B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 04:57:21.804000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 04:57:37.299000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "3c646264-eb51-4f2b-af28-b651e7b8d65f"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 04:57:40.066000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 04:57:43.279000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 04:57:44.032000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 04:57:44.033000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 04:57:44.610000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 04:57:44.612000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 04:59:59.246000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4"
-  },
-  "client.end": {
-   "ts": "2026-10-15 04:59:59.247000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 04:57:44+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:57:44.625000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 04:57:44.625000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 04:58:13.579000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 04:58:17+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 04:57:44+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 04:58:13+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 04:58:17+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 04:58:17+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 04:58:13+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 04:58:16+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_FailedScheduling": {
-     "ts": "2026-10-15 04:57:44+00:00",
-     "source": "event: 0/11 nodes are available: 1 node(s) had untolerated taint(s), 10 node(s) didn't match Pod's node affinity/selector. still not schedulable, p"
-    },
-    "sampler.event_NotTriggerScaleUp": {
-     "ts": "2026-10-15 04:57:44+00:00",
-     "source": "event: Pod didn't trigger scale-up: 1 node(s) had untolerated taint(s)"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 04:58:13+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 04:58:16+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 04:58:16+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 04:58:16+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 04:58:27.584176+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 04:58:54.733167+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:54 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 04:58:56.402021+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:56 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 04:58:57.753358+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:57 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 04:58:58.859754+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:58 [default_loader.py:430] Loading weights took 1.11 seconds",
-     "self_reported_s": 1.11
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 04:58:59.653997+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:58:59 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.562917 seconds",
-     "self_reported_s": 3.562917
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 04:59:30.263531+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:30 [monitor.py:53] torch.compile took 28.39 s in total",
-     "self_reported_s": 28.39
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 04:59:45.735209+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:45 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
-     "self_reported_s": 11.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 04:59:46.273450+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:46 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 04:59:57.142509+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 04:59:57 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.48 s",
-     "self_reported_s": 57.48
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 04:59:58+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 04:57:22+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 04:57:22.498000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 04:57:22.498000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 04:57:22.498000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 04:57:27+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 04:57:22+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 04:57:23+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 04:57:23+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 04:57:23+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 04:57:26+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 04:57:33.659925+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 04:57:33.802165+00:00",
-     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 04:57:36.346688+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 04:57:36.349344+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 04:57:18+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt
deleted file mode 100644
index 6982d578..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T04:57:17.557+00:00
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json
deleted file mode 100644
index 8e52f6bf..00000000
--- a/runs/2026-10-15_cold_start/after-B1-0.5b-l4-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:57:44Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040297218207001",
-                "uid": "4ce140e7-4f1e-4b14-9877-bb659f6e0343"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "4Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "3589169104"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "25Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "25Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "2ee5c8bd-e346-48b6-8cb1-eb62a873538d",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:58:17Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-4ce140e7",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "4Gi",
-                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:57:22Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040247036111015",
-                "uid": "35aa092e-27db-4eca-ad32-e9e0d6070c77"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "5Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen2.5-0.5B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "5282967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "21Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "21Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "efac33f1-a138-4d61-b066-ff1ef1279fec",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T04:57:27Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-35aa092e",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "5Gi",
-                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log
deleted file mode 100644
index 7473ff1d..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [15841, 15842, 15844, 15846, 15848, 15843, 15845, 15847] write into runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 8.0 |
-| weights load | trainer.load_start | trainer.load_done | 2.5 |
-| ready key | trainer.load_done | trainer.ready_key | -18.5 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 15.8 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 3.2 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.2 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 23.3 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 16.3 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.8 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 2.6 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 31.3 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 26.8 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 1.9 |
-| client: first sample blocked | client.sample.start | client.sample.done | 107.4 |
-
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log
deleted file mode 100644
index df117526..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/api-server.log
+++ /dev/null
@@ -1,30 +0,0 @@
-2026-10-15T05:01:15.885+00:00	2026-10-15T05:01:15.899417391Z INFO:     127.0.0.1:35950 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T05:01:16.112+00:00	2026-10-15T05:01:16.130561464Z INFO:     127.0.0.1:35952 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:01:16.180+00:00	2026-10-15T05:01:16.199505092Z INFO:     127.0.0.1:35952 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T05:01:16.443+00:00	2026-10-15T05:01:16.462704698Z [API_SERVER] enqueued op=create_model request_id=840431b4-6617-4074-8848-cf95526c9aec model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T05:01:16.445+00:00	2026-10-15T05:01:16.464180264Z INFO:     127.0.0.1:35962 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T05:01:20.728+00:00	2026-10-15T05:01:20.746712614Z INFO:     10.32.3.1:43472 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:01:26.372+00:00	2026-10-15T05:01:26.389349362Z INFO:     127.0.0.1:48808 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:01:30.732+00:00	2026-10-15T05:01:30.748033533Z INFO:     10.32.3.1:45936 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:01:31.605+00:00	2026-10-15T05:01:31.624783860Z INFO:     127.0.0.1:42044 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T05:01:34.338+00:00	2026-10-15T05:01:34.357162387Z [API_SERVER] enqueued op=forward_backward request_id=d985e84c-f973-4fc5-84a8-b078e63ccf69 model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T05:01:34.339+00:00	2026-10-15T05:01:34.357733525Z INFO:     127.0.0.1:42044 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T05:01:37.559+00:00	2026-10-15T05:01:37.576296735Z [API_SERVER] enqueued op=optim_step request_id=d3a96a54-0418-44fe-a5c3-2f1e6be71f7b model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T05:01:37.559+00:00	2026-10-15T05:01:37.576838072Z INFO:     127.0.0.1:42044 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T05:01:38.342+00:00	2026-10-15T05:01:38.358865914Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=963d0bbf-ae16-4566-b427-cfcb9f37e811 model_id=840431b4-6617-4074-8848-cf95526c9aec active_set=Qwen/Qwen2.5-0.5B-1
-2026-10-15T05:01:38.342+00:00	2026-10-15T05:01:38.359362687Z INFO:     127.0.0.1:42044 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T05:01:39.001+00:00	2026-10-15T05:01:39.020317120Z INFO:     127.0.0.1:42052 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T05:01:40.729+00:00	2026-10-15T05:01:40.747481210Z INFO:     10.32.3.1:52820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:01:50.730+00:00	2026-10-15T05:01:50.747013214Z INFO:     10.32.3.1:36308 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:00.734+00:00	2026-10-15T05:02:00.746899682Z INFO:     10.32.3.1:34568 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:10.729+00:00	2026-10-15T05:02:10.747400430Z INFO:     10.32.3.1:38018 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:20.729+00:00	2026-10-15T05:02:20.747204752Z INFO:     10.32.3.1:54932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:26.583+00:00	2026-10-15T05:02:26.601098990Z INFO:     127.0.0.1:41122 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:02:30.730+00:00	2026-10-15T05:02:30.748457327Z INFO:     10.32.3.1:33506 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:40.729+00:00	2026-10-15T05:02:40.747125356Z INFO:     10.32.3.1:49354 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:02:50.733+00:00	2026-10-15T05:02:50.747387509Z INFO:     10.32.3.1:41164 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:03:00.728+00:00	2026-10-15T05:03:00.746612139Z INFO:     10.32.3.1:37988 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:03:10.728+00:00	2026-10-15T05:03:10.746728182Z INFO:     10.32.3.1:35818 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:03:16.776+00:00	2026-10-15T05:03:16.783574019Z INFO:     127.0.0.1:58382 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:03:20.727+00:00	2026-10-15T05:03:20.746403654Z INFO:     10.32.3.1:41964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:03:30.821+00:00	2026-10-15T05:03:30.746892009Z INFO:     10.32.3.1:57042 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl
deleted file mode 100644
index 15a11f70..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T05:01:15.634+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen2.5-0.5B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T05:01:15.634+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T05:01:31.419+00:00", "t": 15.785, "phase": "create_model.done", "model_id": "840431b4-6617-4074-8848-cf95526c9aec"}
-{"ts": "2026-10-15T05:01:34.271+00:00", "t": 18.637, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T05:01:37.484+00:00", "t": 21.85, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T05:01:38.241+00:00", "t": 22.607, "phase": "optim_step.done"}
-{"ts": "2026-10-15T05:01:38.245+00:00", "t": 22.611, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T05:01:38.818+00:00", "t": 23.184, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T05:01:38.819+00:00", "t": 23.185, "phase": "sample.start"}
-{"ts": "2026-10-15T05:03:26.180+00:00", "t": 130.546, "phase": "sample.done", "text": " 4"}
-{"ts": "2026-10-15T05:03:26.181+00:00", "t": 130.547, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log
deleted file mode 100644
index ee6051b8..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen2.5-0.5B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]   15.785s create_model.done {'model_id': '840431b4-6617-4074-8848-cf95526c9aec'}
-[cold-start]   18.637s forward_backward.start 
-[cold-start]   21.850s forward_backward.done 
-[cold-start]   22.607s optim_step.done 
-[cold-start]   22.611s save_weights_and_get_sampling_client.start 
-[cold-start]   23.184s save_weights_and_get_sampling_client.done 
-[cold-start]   23.185s sample.start 
-[cold-start]  130.546s sample.done {'text': ' 4'}
-[cold-start]  130.547s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt
deleted file mode 100644
index 565ffbe3..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:03:26.774+00:00
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json
deleted file mode 100644
index 8ac2687a..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/events.json
+++ /dev/null
@@ -1,2025 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5ecfa51a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092561663021",
-                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f61ddd1e4",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092605935011",
-                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:40:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:40:41Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:40:41Z",
-                "name": "cold-start-fio.18de9a32081cf908",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039241446287009",
-                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:18Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:18Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:18Z",
-                "name": "cold-start-fio.18de9a3a9867ce9f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039278208207001",
-                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad2bcac91",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279188751014",
-                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad378cd74",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279219679006",
-                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad5aed221",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279235135013",
-                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:11Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:11Z",
-                "name": "cold-start-fio.18de9a70cd2c6a68",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039511048479001",
-                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-645ff9777d-zg9cl",
-                "namespace": "openrl-system",
-                "resourceVersion": "1791941114537823021",
-                "uid": "60157023-ba75-4943-bf11-582e2b35f2e6"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Stopping container api-server",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d-zg9cl.18de9a78ce247435",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545418735013",
-                "uid": "ea8815fe-134f-4492-ac25-d9e75ec8d9d6"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "apps/v1",
-                "kind": "ReplicaSet",
-                "name": "open-rl-api-server-645ff9777d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545300351007",
-                "uid": "944f738b-c170-42bd-a7fb-b560be6650b3"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Deleted pod: open-rl-api-server-645ff9777d-zg9cl",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d.18de9a78cd513e92",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545387567001",
-                "uid": "cf4f8590-df28-4b16-81fc-f969ac56d830"
-            },
-            "reason": "SuccessfulDelete",
-            "reportingComponent": "replicaset-controller",
-            "reportingInstance": "",
-            "source": {
-                "component": "replicaset-controller"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:46Z",
-            "involvedObject": {
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-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546048591003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:46Z",
-            "message": "Successfully assigned openrl-system/open-rl-api-server-6d86b498f5-65swc to gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:46Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a78f8298472",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546102351012",
-                "uid": "dc59eb2c-80a6-4e27-84cb-c9e1ec4c59f0"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
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diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
deleted file mode 100644
index b57d24d4..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-sampler.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-2026-10-15T05:02:05.308858557Z INFO 10-15 05:02:05 [model.py:692] Resolved architecture: Qwen2ForCausalLM
-2026-10-15T05:02:05.309341375Z INFO 10-15 05:02:05 [model.py:2030] Using max model len 8192
-2026-10-15T05:02:05.311509464Z INFO 10-15 05:02:05 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=4096.
-2026-10-15T05:02:06.441297160Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:02:06.722078744Z INFO 10-15 05:02:06 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:02:10.058431917Z WARNING 10-15 05:02:10 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T05:02:21.575184973Z (EngineCore pid=161) INFO 10-15 05:02:21 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen2.5-0.5B', speculative_config=None, tokenizer='Qwen/Qwen2.5-0.5B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen2.5-0.5B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [4096], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 128, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T05:02:22.390749815Z (EngineCore pid=161) INFO 10-15 05:02:22 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_da4da587630c4760931dd312e0d64a19 backend=nccl
-2026-10-15T05:02:22.398295764Z (EngineCore pid=161) INFO 10-15 05:02:22 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T05:02:22.398324742Z (EngineCore pid=161) INFO 10-15 05:02:22 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T05:02:23.325863393Z (EngineCore pid=161) INFO 10-15 05:02:23 [model_runner.py:396] Loading model from scratch...
-2026-10-15T05:02:24.203367263Z (EngineCore pid=161) INFO 10-15 05:02:24 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T05:02:24.203834642Z (EngineCore pid=161) INFO 10-15 05:02:24 [flash_attn.py:1116] Using FlashAttention version 2
-2026-10-15T05:02:24.320213947Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T05:02:24.320556376Z (EngineCore pid=161) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T05:02:24.679861647Z (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 0.92 GiB. Available RAM: 22.61 GiB.
-2026-10-15T05:02:24.679896304Z (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
-2026-10-15T05:02:24.681277221Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards:   0% Completed | 0/1 [00:00<?, ?it/s]
-2026-10-15T05:02:25.897180640Z (EngineCore pid=161) INFO 10-15 05:02:25 [weight_utils.py:829] Prefetching checkpoint files: 10% (1/1)
-2026-10-15T05:02:25.898399568Z (EngineCore pid=161) INFO 10-15 05:02:25 [weight_utils.py:852] Prefetching checkpoint files into page cache finished in 1.22s
-2026-10-15T05:02:25.898674744Z (EngineCore pid=161) 
-Loading safetensors checkpoint shards: 100% Completed | 1/1 [00:01<00:00,  1.22s/it]
-2026-10-15T05:02:25.898764506Z (EngineCore pid=161) 
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-2026-10-15T05:02:25.898772927Z (EngineCore pid=161) 
-2026-10-15T05:02:25.907445952Z (EngineCore pid=161) INFO 10-15 05:02:25 [default_loader.py:430] Loading weights took 1.23 seconds
-2026-10-15T05:02:25.951344304Z (EngineCore pid=161) INFO 10-15 05:02:25 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T05:02:26.718502366Z (EngineCore pid=161) INFO 10-15 05:02:26 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.717496 seconds
-2026-10-15T05:02:26.726317509Z (EngineCore pid=161) INFO 10-15 05:02:26 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T05:02:26.727243032Z (EngineCore pid=161) INFO 10-15 05:02:26 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T05:02:39.695344877Z (EngineCore pid=161) INFO 10-15 05:02:39 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/55a92ae0e4/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T05:02:39.695901697Z (EngineCore pid=161) INFO 10-15 05:02:39 [backends.py:1155] Dynamo bytecode transform time: 10.76 s
-2026-10-15T05:02:47.630790902Z (EngineCore pid=161) [rank0]:W1015 05:02:47.630000 161 .venv/lib/python3.12/site-packages/torch/_inductor/utils.py:1953] Not enough SMs to use max_autotune_gemm mode
-2026-10-15T05:02:51.330852754Z (EngineCore pid=161) INFO 10-15 05:02:51 [backends.py:393] Compiling a graph for compile range (1, 4096) takes 11.38 s
-2026-10-15T05:02:57.183000897Z (EngineCore pid=161) INFO 10-15 05:02:57 [backends.py:920] collected artifacts: 25 entries, 3 artifacts, 5002628 bytes total
-2026-10-15T05:02:57.251657628Z (EngineCore pid=161) INFO 10-15 05:02:57 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/0041ac90de9c5ec2db77f4fc6b1f58770fd29b3b703c210631f5a4edfee20124/rank_0_0/model
-2026-10-15T05:02:57.251696246Z (EngineCore pid=161) INFO 10-15 05:02:57 [monitor.py:53] torch.compile took 28.32 s in total
-2026-10-15T05:02:57.253596723Z (EngineCore pid=161) WARNING 10-15 05:02:57 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T05:02:59.702509674Z (EngineCore pid=161) INFO 10-15 05:02:59 [monitor.py:81] Initial profiling/warmup run took 2.45 s
-2026-10-15T05:03:12.077881741Z (EngineCore pid=161) 
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-2026-10-15T05:03:12.777714079Z (EngineCore pid=161) INFO 10-15 05:03:12 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB
-2026-10-15T05:03:13.327483910Z (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB
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-2026-10-15T05:03:13.328760017Z (EngineCore pid=161) INFO 10-15 05:03:13 [kv_cache_utils.py:2395] GPU KV cache size: 1,514,064 tokens, Maximum concurrency for 8,192 tokens per request: 184.82x
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-Capturing CUDA graphs (PIECEWISE):  95%|█████████▍| 36/38 [00:03<00:00, 11.89it/s]
-Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 12.05it/s]
-Capturing CUDA graphs (PIECEWISE): 100%|██████████| 38/38 [00:03<00:00, 11.97it/s]
-2026-10-15T05:03:22.331618343Z (EngineCore pid=161) 
-Capturing CUDA graphs (FULL):   0%|          | 0/22 [00:00<?, ?it/s]
-Capturing CUDA graphs (FULL):   9%|▉         | 2/22 [00:00<00:01, 13.62it/s]
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-Capturing CUDA graphs (FULL):  64%|██████▎   | 14/22 [00:01<00:00, 13.37it/s]
-Capturing CUDA graphs (FULL):  73%|███████▎  | 16/22 [00:01<00:00, 13.34it/s]
-Capturing CUDA graphs (FULL):  82%|████████▏ | 18/22 [00:01<00:00, 13.36it/s]
-Capturing CUDA graphs (FULL):  91%|█████████ | 20/22 [00:01<00:00, 13.40it/s]
-Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.53it/s]
-Capturing CUDA graphs (FULL): 100%|██████████| 22/22 [00:01<00:00, 13.39it/s]
-2026-10-15T05:03:22.879235848Z (EngineCore pid=161) INFO 10-15 05:03:22 [model_runner.py:1066] Graph capturing finished in 6 secs, took 0.14 GiB
-2026-10-15T05:03:22.879271049Z (EngineCore pid=161) INFO 10-15 05:03:22 [gpu_worker.py:825] CUDA graph pool memory: 0.14 GiB (actual), 0.35 GiB (estimated), difference: 0.21 GiB (145.2%).
-2026-10-15T05:03:22.879322808Z (EngineCore pid=161) INFO 10-15 05:03:22 [gpu_worker.py:888] Free memory on device (21.84/22.03 GiB) on startup. Desired GPU memory utilization is (0.9, 19.83 GiB). Actual usage is 1.89 GiB for consumed memory (weights + non-torch), 0.61 GiB for peak activation, and 0.14 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=18294542336` (17.04 GiB) to fit into requested memory, or `--kv-cache-memory=20457033728` (19.05 GiB) to fully utilize gpu memory. Current kv cache memory in use is 17.33 GiB.
-2026-10-15T05:03:23.538647820Z (EngineCore pid=161) INFO 10-15 05:03:23 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T05:03:24.097517222Z (EngineCore pid=161) INFO 10-15 05:03:24 [torch_utils.py:287] Reducing Torch threads from 12 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T05:03:24.097775678Z (EngineCore pid=161) INFO 10-15 05:03:24 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.37 s (compilation: 28.32 s)
-2026-10-15T05:03:25.186632186Z (EngineCore pid=161) WARNING 10-15 05:03:25 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:03:25.189189309Z WARNING 10-15 05:03:25 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:03:25.241671122Z (EngineCore pid=161) Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:03:25.600014433Z (EngineCore pid=161) INFO 10-15 05:03:25 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:03:25.645680107Z WARNING 10-15 05:03:25 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T05:03:25.645709401Z WARNING 10-15 05:03:25 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
deleted file mode 100644
index 6add30b5..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/log-orw-lora-qwen-qwen2-5-0-5b-0-trainer.txt
+++ /dev/null
@@ -1,34 +0,0 @@
-2026-10-15T05:01:27.847766644Z 
-2026-10-15T05:01:27.847821982Z ==================================================
-2026-10-15T05:01:27.847828471Z       Open-RL PyTorch Training Worker
-2026-10-15T05:01:27.847831505Z ==================================================
-2026-10-15T05:01:27.847833332Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T05:01:27.867911082Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T05:01:27.867937281Z 
-2026-10-15T05:01:27.989644961Z Loading base model Qwen/Qwen2.5-0.5B to cuda:0...
-2026-10-15T05:01:28.104973244Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:01:28.918184929Z [prefetch] reading 1 file(s), 0.92 GiB, from nfs into the page cache with 8 threads
-2026-10-15T05:01:29.629438937Z [prefetch] done: 0.92 GiB in 0.7 s (1325 MiB/s)
-2026-10-15T05:01:30.447285388Z 
-Loading weights:   0%|          | 0/290 [00:00<?, ?it/s]
-Loading weights:  34%|███▍      | 99/290 [00:00<00:00, 963.63it/s]
-Loading weights:  84%|████████▍ | 243/290 [00:00<00:00, 1224.83it/s]
-Loading weights: 100%|██████████| 290/290 [00:00<00:00, 1238.98it/s]
-2026-10-15T05:01:30.531288552Z Successfully loaded.
-2026-10-15T05:01:30.533708897Z [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1).
-2026-10-15T05:01:30.540390321Z 
-2026-10-15T05:01:30.540415269Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: create_model:840431b4-6617-4074-8848-cf95526c9aec
-2026-10-15T05:01:30.540871086Z Base model Qwen/Qwen2.5-0.5B already loaded.
-2026-10-15T05:01:30.541002007Z Creating LoRA adapter '840431b4-6617-4074-8848-cf95526c9aec'...
-2026-10-15T05:01:30.900105261Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T05:01:30.905784372Z LoRA adapter '840431b4-6617-4074-8848-cf95526c9aec' created and set to active.
-2026-10-15T05:01:31.346178429Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
-2026-10-15T05:01:34.358431562Z 
-2026-10-15T05:01:34.358493872Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: forward_backward:d985e84c-f973-4fc5-84a8-b078e63ccf69
-2026-10-15T05:01:37.577601923Z 
-2026-10-15T05:01:37.577648558Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: optim_step:d3a96a54-0418-44fe-a5c3-2f1e6be71f7b
-2026-10-15T05:01:37.586296538Z Initializing AdamW optimizer for '840431b4-6617-4074-8848-cf95526c9aec' with lr=0.0001
-2026-10-15T05:01:38.202440380Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
-2026-10-15T05:01:38.360167032Z 
-2026-10-15T05:01:38.360199216Z [TRAINING REQUESTS] Popped 1 requests for model: 840431b4-6617-4074-8848-cf95526c9aec: save_weights_for_sampler:963d0bbf-ae16-4566-b427-cfcb9f37e811
-2026-10-15T05:01:38.775301473Z Auto-saved adapter '840431b4-6617-4074-8848-cf95526c9aec' to /mnt/shared/open-rl/peft/840431b4-6617-4074-8848-cf95526c9aec
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-after.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-images-before.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt
deleted file mode 100644
index b67c1f75..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           true
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   true    
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json
deleted file mode 100644
index 5ee0198a..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log
deleted file mode 100644
index 62cf050e..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/redis-ready.log
+++ /dev/null
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-2026-10-15T05:03:34.183+00:00	2026-10-15T05:03:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:03:35.226+00:00	2026-10-15T05:03:35Z open_rl:sampler_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:03:35.226+00:00	2026-10-15T05:03:35Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log
deleted file mode 100644
index 0a19fdc3..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T05:01:16.606+00:00	2026-10-15T05:01:16.624535671Z {"level":"info","ts":"2026-10-15T05:01:16Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-trainer","reconcileID":"9572772f-a156-403a-b664-332350bac2f5","claim":"claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a","worker":"lora-qwen-qwen2-5-0-5b-0-trainer","tiers":"t1x23"}
-2026-10-15T05:01:38.487+00:00	2026-10-15T05:01:38.505401957Z {"level":"info","ts":"2026-10-15T05:01:38Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen2-5-0-5b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen2-5-0-5b-0-sampler","reconcileID":"1a58b154-9236-4c92-aab9-519ccf1bd949","claim":"claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc","worker":"lora-qwen-qwen2-5-0-5b-0-sampler","tiers":"t1x23"}
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json
deleted file mode 100644
index 05335083..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/timeline.json
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "case": "after-B2-0.5b-l4-cached",
- "collected": "2026-10-15T05:03:35.925+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 05:01:15.634000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen2.5-0.5B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 05:01:15.634000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 05:01:31.419000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "840431b4-6617-4074-8848-cf95526c9aec"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 05:01:34.271000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 05:01:37.484000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 05:01:38.241000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 05:01:38.245000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 05:01:38.818000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 05:01:38.819000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 05:03:26.180000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4"
-  },
-  "client.end": {
-   "ts": "2026-10-15 05:03:26.181000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-sampler",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 05:01:38+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:01:38.028000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 05:01:38.028000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 05:01:39.789000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 05:01:38+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 05:01:38+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 05:01:38+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 05:01:38+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-sampler to gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 05:01:42+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 05:02:05.308858+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 05:02:21.575184+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:21 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 05:02:23.325863+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:23 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 05:02:24.679896+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:24 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 05:02:25.907445+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:25 [default_loader.py:430] Loading weights took 1.23 seconds",
-     "self_reported_s": 1.23
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 05:02:26.718502+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:26 [model_runner.py:428] Model loading took 1.47 GiB memory and 3.717496 seconds",
-     "self_reported_s": 3.717496
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 05:02:57.251696+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:02:57 [monitor.py:53] torch.compile took 28.32 s in total",
-     "self_reported_s": 28.32
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 05:03:12.777714+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:12 [model_runner.py:1066] Graph capturing finished in 11 secs, took 0.23 GiB",
-     "self_reported_s": 11.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 05:03:13.327483+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:13 [gpu_worker.py:640] Available KV cache memory: 17.33 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 05:03:24.097775+00:00",
-     "source": "container log: (EngineCore pid=161) INFO 10-15 05:03:24 [core.py:372] init engine (profile, create kv cache, warmup model) took 57.37 s",
-     "self_reported_s": 57.37
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 05:03:26+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen2-5-0-5b-0-trainer",
-   "model_id": "Qwen/Qwen2.5-0.5B",
-   "node": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-   "pod": "orw-lora-qwen-qwen2-5-0-5b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 05:01:16+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:01:16.282000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 05:01:16.282000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 05:01:17.948000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 05:01:22+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 05:01:16+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 05:01:16+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 05:01:21+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 05:01:21+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 05:01:16+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 05:01:20+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 05:01:16+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen2-5-0-5b-0-trainer to gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 05:01:20+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 05:01:20+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 05:01:20+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 05:01:27.847766+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 05:01:27.989644+00:00",
-     "source": "container log: Loading base model Qwen/Qwen2.5-0.5B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 05:01:30.531288+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 05:01:30.533708+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen2.5-0.5B active_set=Qwen/Qwen2.5-0.5B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 05:01:12+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt
deleted file mode 100644
index b19e78b5..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:01:11.324+00:00
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json b/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json
deleted file mode 100644
index a4b62ba3..00000000
--- a/runs/2026-10-15_cold_start/after-B2-0.5b-l4-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:01:38Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040502944559001",
-                "uid": "7b9b59dc-9b47-457a-ae6e-445216e97f77"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "4Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "3589169104"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "25Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "25Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "dc12971c-f814-48f0-989f-61dcbd87544b",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:01:42Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-sampler-7b9b59dc",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "4Gi",
-                "nodeName": "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:01:16Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen2-5-0-5b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040482420783015",
-                "uid": "2e5fb99a-5dca-43b7-9297-8a45c4fc96e0"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "5Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen2.5-0.5B",
-                "ownerID": "qwen-qwen2-5-0-5b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen2.5-0.5B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen2.5-0.5B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen2.5-0.5B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "5282967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen2-5-0-5b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "21Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "21Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "9ba5505c-ce23-4a59-ba01-41cad9093eca",
-                "claimName": "claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:01:22Z",
-                        "message": "worker is running on claim-lora-qwen-qwen2-5-0-5b-0-trainer-2e5fb99a",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "5Gi",
-                "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen2-5-0-5b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log
deleted file mode 100644
index afa62d96..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [16726, 16727, 16729, 16731, 16733, 16728, 16730, 16732] write into runs/2026-10-15_cold_start/after-C1-8b-h100-cold
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-C1-8b-h100-cold
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.9 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 90.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
-| weights load | trainer.load_start | trainer.load_done | 13.0 |
-| ready key | trainer.load_done | trainer.ready_key | -0.1 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 111.5 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.8 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.4 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 90.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 7.5 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 17.5 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 14.0 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.5 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.9 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 0.6 |
-| client: first sample blocked | client.sample.start | client.sample.done | 207.9 |
-
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log
deleted file mode 100644
index 4097aea9..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/api-server.log
+++ /dev/null
@@ -1,56 +0,0 @@
-2026-10-15T05:04:58.373+00:00	2026-10-15T05:04:58.392830523Z INFO:     127.0.0.1:49988 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T05:04:58.599+00:00	2026-10-15T05:04:58.617434754Z INFO:     127.0.0.1:49998 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:04:58.671+00:00	2026-10-15T05:04:58.691762251Z INFO:     127.0.0.1:49998 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T05:04:58.912+00:00	2026-10-15T05:04:58.933022406Z [API_SERVER] enqueued op=create_model request_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:04:58.912+00:00	2026-10-15T05:04:58.934353835Z INFO:     127.0.0.1:50002 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T05:05:00.726+00:00	2026-10-15T05:05:00.747482128Z INFO:     10.32.3.1:57206 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:05:08.868+00:00	2026-10-15T05:05:08.886137925Z INFO:     127.0.0.1:46950 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:05:10.727+00:00	2026-10-15T05:05:10.747267963Z INFO:     10.32.3.1:60820 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:05:20.728+00:00	2026-10-15T05:05:20.746735897Z INFO:     10.32.3.1:45172 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:05:30.730+00:00	2026-10-15T05:05:30.747739235Z INFO:     10.32.3.1:42562 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:05:32.132+00:00	2026-10-15T05:05:32.152552067Z [API_SERVER] No live session uses qwen-qwen2-5-0-5b; tearing its workers down
-2026-10-15T05:05:40.729+00:00	2026-10-15T05:05:40.748089335Z INFO:     10.32.3.1:39376 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:05:49.048+00:00	2026-10-15T05:05:49.066216479Z INFO:     127.0.0.1:38418 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:05:50.725+00:00	2026-10-15T05:05:50.747579061Z INFO:     10.32.3.1:46244 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:00.730+00:00	2026-10-15T05:06:00.747988598Z INFO:     10.32.3.1:44906 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:10.731+00:00	2026-10-15T05:06:10.748609740Z INFO:     10.32.3.1:46228 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:20.729+00:00	2026-10-15T05:06:20.747688850Z INFO:     10.32.3.1:60052 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:30.728+00:00	2026-10-15T05:06:30.747502924Z INFO:     10.32.3.1:43338 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:39.279+00:00	2026-10-15T05:06:39.296775538Z INFO:     127.0.0.1:47514 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:06:40.724+00:00	2026-10-15T05:06:40.747079682Z INFO:     10.32.3.1:54366 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:49.774+00:00	2026-10-15T05:06:49.794105686Z INFO:     127.0.0.1:40780 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T05:06:50.724+00:00	2026-10-15T05:06:50.746682232Z INFO:     10.32.3.1:54610 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:06:52.856+00:00	2026-10-15T05:06:52.877671436Z [API_SERVER] enqueued op=forward_backward request_id=89817a3b-47fd-4fe7-ac4f-96f85e67f00d model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:06:52.857+00:00	2026-10-15T05:06:52.879485463Z INFO:     127.0.0.1:40780 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T05:06:55.673+00:00	2026-10-15T05:06:55.694412936Z [API_SERVER] enqueued op=optim_step request_id=960757cf-ac36-466e-8ac6-4739735165f9 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:06:55.676+00:00	2026-10-15T05:06:55.695623233Z INFO:     127.0.0.1:40780 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T05:06:57.720+00:00	2026-10-15T05:06:57.740198942Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=8e6d158e-97d2-4b55-969a-3c06dfb5aaf1 model_id=048101ca-2c60-4c63-afa2-2ae75e83f1c4 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:06:57.720+00:00	2026-10-15T05:06:57.741174270Z INFO:     127.0.0.1:40780 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T05:06:59.833+00:00	2026-10-15T05:06:59.854047429Z INFO:     127.0.0.1:38466 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T05:07:00.725+00:00	2026-10-15T05:07:00.748423093Z INFO:     10.32.3.1:34800 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:07:10.729+00:00	2026-10-15T05:07:10.747610422Z INFO:     10.32.3.1:37484 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:07:20.727+00:00	2026-10-15T05:07:20.747378396Z INFO:     10.32.3.1:46200 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:07:30.729+00:00	2026-10-15T05:07:30.746887455Z INFO:     10.32.3.1:32866 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:07:40.729+00:00	2026-10-15T05:07:40.747803363Z INFO:     10.32.3.1:34618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:07:49.470+00:00	2026-10-15T05:07:49.486856420Z INFO:     127.0.0.1:35182 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:07:50.727+00:00	2026-10-15T05:07:50.749079833Z INFO:     10.32.3.1:44656 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:00.731+00:00	2026-10-15T05:08:00.746828463Z INFO:     10.32.3.1:52534 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:10.729+00:00	2026-10-15T05:08:10.747693054Z INFO:     10.32.3.1:45248 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:20.741+00:00	2026-10-15T05:08:20.747102416Z INFO:     10.32.3.1:35372 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:30.727+00:00	2026-10-15T05:08:30.747138544Z INFO:     10.32.3.1:46088 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:39.651+00:00	2026-10-15T05:08:39.669833714Z INFO:     127.0.0.1:42494 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:08:40.820+00:00	2026-10-15T05:08:40.748143407Z INFO:     10.32.3.1:60424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:08:50.737+00:00	2026-10-15T05:08:50.748661295Z INFO:     10.32.3.1:34518 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:00.727+00:00	2026-10-15T05:09:00.747876484Z INFO:     10.32.3.1:50858 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:10.728+00:00	2026-10-15T05:09:10.748210445Z INFO:     10.32.3.1:35368 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:19.829+00:00	2026-10-15T05:09:19.849115515Z INFO:     127.0.0.1:47558 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:09:20.723+00:00	2026-10-15T05:09:20.746874486Z INFO:     10.32.3.1:39832 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:30.729+00:00	2026-10-15T05:09:30.747161062Z INFO:     10.32.3.1:47028 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:40.727+00:00	2026-10-15T05:09:40.747722414Z INFO:     10.32.3.1:41054 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:50.725+00:00	2026-10-15T05:09:50.746880809Z INFO:     10.32.3.1:57554 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:09:58.736+00:00	2026-10-15T05:09:58.758631423Z INFO:     127.0.0.1:49698 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:10:00.726+00:00	2026-10-15T05:10:00.747754462Z INFO:     10.32.3.1:51350 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:10:10.039+00:00	2026-10-15T05:10:10.061264177Z INFO:     127.0.0.1:42950 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:10:10.723+00:00	2026-10-15T05:10:10.747463025Z INFO:     10.32.3.1:46708 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:10:20.725+00:00	2026-10-15T05:10:20.746995461Z INFO:     10.32.3.1:50678 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:10:30.725+00:00	2026-10-15T05:10:30.747017967Z INFO:     10.32.3.1:36428 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl
deleted file mode 100644
index a66ee2ba..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T05:04:58.138+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T05:04:58.139+00:00", "t": 0.0, "phase": "create_model.start"}
-{"ts": "2026-10-15T05:06:49.594+00:00", "t": 111.456, "phase": "create_model.done", "model_id": "048101ca-2c60-4c63-afa2-2ae75e83f1c4"}
-{"ts": "2026-10-15T05:06:52.784+00:00", "t": 114.646, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T05:06:55.595+00:00", "t": 117.457, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T05:06:57.617+00:00", "t": 119.479, "phase": "optim_step.done"}
-{"ts": "2026-10-15T05:06:57.618+00:00", "t": 119.48, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T05:06:59.533+00:00", "t": 121.395, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T05:06:59.534+00:00", "t": 121.395, "phase": "sample.start"}
-{"ts": "2026-10-15T05:10:27.431+00:00", "t": 329.293, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
-{"ts": "2026-10-15T05:10:27.434+00:00", "t": 329.296, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log
deleted file mode 100644
index 5a4ebab2..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.000s create_model.start 
-[cold-start]  111.456s create_model.done {'model_id': '048101ca-2c60-4c63-afa2-2ae75e83f1c4'}
-[cold-start]  114.646s forward_backward.start 
-[cold-start]  117.457s forward_backward.done 
-[cold-start]  119.479s optim_step.done 
-[cold-start]  119.480s save_weights_and_get_sampling_client.start 
-[cold-start]  121.395s save_weights_and_get_sampling_client.done 
-[cold-start]  121.395s sample.start 
-[cold-start]  329.293s sample.done {'text': ' 4\n\nQuestion: What is '}
-[cold-start]  329.296s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt
deleted file mode 100644
index 8b3c4311..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:10:28.035+00:00
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json
deleted file mode 100644
index 89cb0ffe..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/events.json
+++ /dev/null
@@ -1,2417 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
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diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
deleted file mode 100644
index c45083ae..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
+++ /dev/null
@@ -1,223 +0,0 @@
-2026-10-15T05:08:35.508944913Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:08:43.408014705Z INFO 10-15 05:08:43 [model.py:692] Resolved architecture: Qwen3ForCausalLM
-2026-10-15T05:08:43.408258811Z INFO 10-15 05:08:43 [model.py:2030] Using max model len 8192
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-2026-10-15T05:08:52.969476089Z (EngineCore pid=169) INFO 10-15 05:08:52 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T05:08:53.310496973Z (EngineCore pid=169) INFO 10-15 05:08:53 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_fbe13a8f695f4e8c9b96a62df6e018fb backend=nccl
-2026-10-15T05:08:53.314764503Z (EngineCore pid=169) INFO 10-15 05:08:53 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T05:08:53.314781888Z (EngineCore pid=169) INFO 10-15 05:08:53 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T05:08:54.079567248Z (EngineCore pid=169) INFO 10-15 05:08:54 [model_runner.py:396] Loading model from scratch...
-2026-10-15T05:08:54.655291043Z (EngineCore pid=169) INFO 10-15 05:08:54 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T05:08:54.655331658Z (EngineCore pid=169) INFO 10-15 05:08:54 [flash_attn.py:1116] Using FlashAttention version 3
-2026-10-15T05:08:54.768638229Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
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-2026-10-15T05:08:55.068635806Z (EngineCore pid=169) INFO 10-15 05:08:55 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
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-2026-10-15T05:09:08.096254897Z (EngineCore pid=169) INFO 10-15 05:09:08 [default_loader.py:430] Loading weights took 13.03 seconds
-2026-10-15T05:09:08.130151729Z (EngineCore pid=169) INFO 10-15 05:09:08 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T05:09:08.762926718Z (EngineCore pid=169) INFO 10-15 05:09:08 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.956827 seconds
-2026-10-15T05:09:08.768270556Z (EngineCore pid=169) INFO 10-15 05:09:08 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
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-2026-10-15T05:09:21.330417285Z (EngineCore pid=169) INFO 10-15 05:09:21 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T05:09:21.330454669Z (EngineCore pid=169) INFO 10-15 05:09:21 [backends.py:1155] Dynamo bytecode transform time: 11.58 s
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-2026-10-15T05:09:45.538079992Z (EngineCore pid=169) INFO 10-15 05:09:45 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
-2026-10-15T05:09:45.574793603Z (EngineCore pid=169) INFO 10-15 05:09:45 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
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-2026-10-15T05:09:45.576131506Z (EngineCore pid=169) WARNING 10-15 05:09:45 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T05:09:47.417975972Z (EngineCore pid=169) INFO 10-15 05:09:47 [monitor.py:81] Initial profiling/warmup run took 1.84 s
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-2026-10-15T05:10:06.072864519Z (EngineCore pid=169) INFO 10-15 05:10:06 [model_runner.py:1066] Graph capturing finished in 17 secs, took 0.78 GiB
-2026-10-15T05:10:06.701571914Z (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
-2026-10-15T05:10:06.701715187Z (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T05:10:06.702682672Z (EngineCore pid=169) INFO 10-15 05:10:06 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
-2026-10-15T05:10:06.739700819Z (EngineCore pid=169) INFO 10-15 05:10:06 [kernel_warmup.py:172] JIT kernel warmup starting.
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-2026-10-15T05:10:07.033658188Z (EngineCore pid=169) INFO 10-15 05:10:07 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
-2026-10-15T05:10:07.033698134Z (EngineCore pid=169) 2026-10-15 05:10:07,033 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
-2026-10-15T05:10:07.034403789Z (EngineCore pid=169) INFO 10-15 05:10:07 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
-2026-10-15T05:10:07.200093535Z (EngineCore pid=169) 2026-10-15 05:10:07,199 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
-2026-10-15T05:10:07.204228667Z (EngineCore pid=169) 2026-10-15 05:10:07,204 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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-2026-10-15T05:10:24.464757231Z (EngineCore pid=169) INFO 10-15 05:10:24 [model_runner.py:1066] Graph capturing finished in 15 secs, took 0.37 GiB
-2026-10-15T05:10:24.464793520Z (EngineCore pid=169) INFO 10-15 05:10:24 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
-2026-10-15T05:10:24.464798647Z (EngineCore pid=169) INFO 10-15 05:10:24 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
-2026-10-15T05:10:24.869851332Z (EngineCore pid=169) INFO 10-15 05:10:24 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T05:10:25.431011298Z (EngineCore pid=169) INFO 10-15 05:10:25 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T05:10:25.431150091Z (EngineCore pid=169) INFO 10-15 05:10:25 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.66 s (compilation: 35.82 s)
-2026-10-15T05:10:26.291743456Z (EngineCore pid=169) WARNING 10-15 05:10:26 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:10:26.293128921Z (EngineCore pid=169) INFO 10-15 05:10:26 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:10:26.293319622Z WARNING 10-15 05:10:26 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:10:26.324984934Z WARNING 10-15 05:10:26 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T05:10:26.324992945Z WARNING 10-15 05:10:26 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
deleted file mode 100644
index 9cf49ee8..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
+++ /dev/null
@@ -1,50 +0,0 @@
-2026-10-15T05:06:33.850821487Z 
-2026-10-15T05:06:33.850862468Z ==================================================
-2026-10-15T05:06:33.850866091Z       Open-RL PyTorch Training Worker
-2026-10-15T05:06:33.850867086Z ==================================================
-2026-10-15T05:06:33.850868231Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T05:06:33.868612492Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T05:06:33.868619724Z 
-2026-10-15T05:06:34.074918680Z Loading base model Qwen/Qwen3-8B to cuda:0...
-2026-10-15T05:06:34.296341094Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:06:35.101730406Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
-2026-10-15T05:06:44.477515651Z [prefetch] done: 15.26 GiB in 9.4 s (1666 MiB/s)
-2026-10-15T05:06:46.952210680Z 
-Loading weights:   0%|          | 0/399 [00:00<?, ?it/s]
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-Loading weights: 100%|██████████| 399/399 [00:02<00:00, 196.17it/s]
-2026-10-15T05:06:47.108478231Z Successfully loaded.
-2026-10-15T05:06:47.110263397Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
-2026-10-15T05:06:47.115465570Z 
-2026-10-15T05:06:47.115653681Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: create_model:048101ca-2c60-4c63-afa2-2ae75e83f1c4
-2026-10-15T05:06:47.116103856Z Base model Qwen/Qwen3-8B already loaded.
-2026-10-15T05:06:47.116108340Z Creating LoRA adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4'...
-2026-10-15T05:06:47.654377534Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T05:06:47.659879356Z LoRA adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' created and set to active.
-2026-10-15T05:06:49.522802962Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
-2026-10-15T05:06:52.878008498Z 
-2026-10-15T05:06:52.878046582Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: forward_backward:89817a3b-47fd-4fe7-ac4f-96f85e67f00d
-2026-10-15T05:06:55.694640683Z 
-2026-10-15T05:06:55.694690706Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: optim_step:960757cf-ac36-466e-8ac6-4739735165f9
-2026-10-15T05:06:55.703778035Z Initializing AdamW optimizer for '048101ca-2c60-4c63-afa2-2ae75e83f1c4' with lr=0.0001
-2026-10-15T05:06:57.615466584Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
-2026-10-15T05:06:57.740638991Z 
-2026-10-15T05:06:57.740668080Z [TRAINING REQUESTS] Popped 1 requests for model: 048101ca-2c60-4c63-afa2-2ae75e83f1c4: save_weights_for_sampler:8e6d158e-97d2-4b55-969a-3c06dfb5aaf1
-2026-10-15T05:06:59.484816619Z Auto-saved adapter '048101ca-2c60-4c63-afa2-2ae75e83f1c4' to /mnt/shared/open-rl/peft/048101ca-2c60-4c63-afa2-2ae75e83f1c4
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json
deleted file mode 100644
index c8fab006..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/monitoring.json
+++ /dev/null
@@ -1,320 +0,0 @@
-{
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-after.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json
deleted file mode 100644
index 36a4565b..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-images-before.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt
deleted file mode 100644
index 685e8973..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json
deleted file mode 100644
index b2c3f8d6..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
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-    "startTime": "2026-10-14T02:19:20Z"
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- ],
- "kind": "List",
- "metadata": {
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- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log
deleted file mode 100644
index fef5c86f..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/redis-ready.log
+++ /dev/null
@@ -1,575 +0,0 @@
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-2026-10-15T05:10:28.730+00:00	2026-10-15T05:10:28Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:28.731+00:00	2026-10-15T05:10:28Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:28.731+00:00	2026-10-15T05:10:28Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:29.741+00:00	2026-10-15T05:10:29Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:29.741+00:00	2026-10-15T05:10:29Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:29.741+00:00	2026-10-15T05:10:29Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:30.740+00:00	2026-10-15T05:10:30Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:30.740+00:00	2026-10-15T05:10:30Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:30.740+00:00	2026-10-15T05:10:30Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:31.746+00:00	2026-10-15T05:10:31Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:31.746+00:00	2026-10-15T05:10:31Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:31.746+00:00	2026-10-15T05:10:31Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:32.755+00:00	2026-10-15T05:10:32Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:32.755+00:00	2026-10-15T05:10:32Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:32.755+00:00	2026-10-15T05:10:32Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:33.755+00:00	2026-10-15T05:10:33Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:33.756+00:00	2026-10-15T05:10:33Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:33.756+00:00	2026-10-15T05:10:33Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:10:34.761+00:00	2026-10-15T05:10:34Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:34.761+00:00	2026-10-15T05:10:34Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:10:34.761+00:00	2026-10-15T05:10:34Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log
deleted file mode 100644
index 3f20cd2a..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T05:04:59.071+00:00	2026-10-15T05:04:59.090098465Z {"level":"info","ts":"2026-10-15T05:04:59Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"065c25b1-0fba-4abe-8200-01346b4d1314","claim":"claim-lora-qwen-qwen3-8b-0-trainer-125fac70","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T05:06:58.207+00:00	2026-10-15T05:06:58.027203485Z {"level":"info","ts":"2026-10-15T05:06:58Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"ccc8816d-971a-4ae8-bad0-64691bfb74c6","claim":"claim-lora-qwen-qwen3-8b-0-sampler-3920e58e","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json
deleted file mode 100644
index c2297ac3..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/timeline.json
+++ /dev/null
@@ -1,275 +0,0 @@
-{
- "case": "after-C1-8b-h100-cold",
- "collected": "2026-10-15T05:10:35.141+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 05:04:58.138000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 05:04:58.139000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 05:06:49.594000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "048101ca-2c60-4c63-afa2-2ae75e83f1c4"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 05:06:52.784000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 05:06:55.595000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 05:06:57.617000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 05:06:57.618000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 05:06:59.533000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 05:06:59.534000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 05:10:27.431000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4\n\nQuestion: What is "
-  },
-  "client.end": {
-   "ts": "2026-10-15 05:10:27.434000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen3-8b-0-sampler",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 05:06:57+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:06:56.988000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 05:06:56.988000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 05:06:56.988000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 05:06:58+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 05:06:58+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 05:06:58+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 05:06:58+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
-    },
-    "sampler.event_Pulling": {
-     "ts": "2026-10-15 05:07:01+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 1m26.459s (1m26.45",
-     "kubelet_pull_s": 86.459,
-     "pulled_from_cache": false
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 05:08:28+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 05:08:35.508944+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 05:08:52.969476+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:52 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 05:08:54.079567+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:54 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 05:08:55.068664+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:08:55 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 05:09:08.096254+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:08 [default_loader.py:430] Loading weights took 13.03 seconds",
-     "self_reported_s": 13.03
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 05:09:08.762926+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:08 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.956827 seconds",
-     "self_reported_s": 14.956827
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 05:09:45.574813+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:09:45 [monitor.py:53] torch.compile took 35.82 s in total",
-     "self_reported_s": 35.82
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 05:10:06.072864+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:06 [model_runner.py:1066] Graph capturing finished in 17 secs, took 0.78 GiB",
-     "self_reported_s": 17.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 05:10:06.701571+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:06 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 05:10:25.431150+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:10:25 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.66 s",
-     "self_reported_s": 76.66
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 05:10:26+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen3-8b-0-trainer",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 05:04:58+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:04:58.742000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 05:04:58.742000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 05:05:00.362000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 05:06:30+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 05:04:59+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 05:04:59+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 05:04:59+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 05:04:59+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulling": {
-     "ts": "2026-10-15 05:05:02+00:00",
-     "source": "event: Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\""
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "event: Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" in 1m26.476s (1m26.47",
-     "kubelet_pull_s": 86.476,
-     "pulled_from_cache": false
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 05:06:29+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 05:06:33.850821+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 05:06:34.074918+00:00",
-     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 05:06:47.108478+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 05:06:47.110263+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 05:06:47+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt
deleted file mode 100644
index 9c360d9c..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:04:53.958+00:00
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json b/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json
deleted file mode 100644
index 22c659c3..00000000
--- a/runs/2026-10-15_cold_start/after-C1-8b-h100-cold/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:06:57Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040908682239008",
-                "uid": "3920e58e-f415-4c96-8485-77a8cd538872"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "29Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "30725539152"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "40Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "40Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "44791173-6b7c-4d22-9a8b-46ef83190384",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-3920e58e",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:08:28Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-3920e58e",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "29Gi",
-                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:04:58Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792040790072463004",
-                "uid": "125fac70-8359-4f66-bcb5-20df4c1e1764"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "20Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen3-8B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "20674967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "36Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "36Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "371ea4b9-ae90-4e15-a7b1-b34802637e23",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-125fac70",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:06:30Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-125fac70",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "20Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log
deleted file mode 100644
index 2b3010d6..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [18410, 18411, 18413, 18415, 18417, 18412, 18414, 18416] write into runs/2026-10-15_cold_start/after-D1-8b-h100-cached
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-D1-8b-h100-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.8 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 3.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.5 |
-| weights load | trainer.load_start | trainer.load_done | 13.5 |
-| ready key | trainer.load_done | trainer.ready_key | -27.0 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 25.3 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | -0.4 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 15.4 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.5 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 12.9 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.6 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.3 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 0.2 |
-| client: first sample blocked | client.sample.start | client.sample.done | 119.4 |
-
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log
deleted file mode 100644
index 43b56b1e..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/api-server.log
+++ /dev/null
@@ -1,32 +0,0 @@
-2026-10-15T05:11:45.416+00:00	2026-10-15T05:11:45.437391305Z INFO:     127.0.0.1:34326 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T05:11:45.652+00:00	2026-10-15T05:11:45.675793966Z INFO:     127.0.0.1:34340 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:11:45.721+00:00	2026-10-15T05:11:45.743584668Z INFO:     127.0.0.1:34340 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T05:11:45.982+00:00	2026-10-15T05:11:46.006037569Z [API_SERVER] enqueued op=create_model request_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:11:45.984+00:00	2026-10-15T05:11:46.008026346Z INFO:     127.0.0.1:34350 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T05:11:50.728+00:00	2026-10-15T05:11:50.746569548Z INFO:     10.32.3.1:39220 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:11:55.956+00:00	2026-10-15T05:11:55.977933873Z INFO:     127.0.0.1:58848 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:12:00.725+00:00	2026-10-15T05:12:00.746355493Z INFO:     10.32.3.1:44030 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:12:10.663+00:00	2026-10-15T05:12:10.683497651Z INFO:     127.0.0.1:51194 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T05:12:10.723+00:00	2026-10-15T05:12:10.747036803Z INFO:     10.32.3.1:38468 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:12:13.399+00:00	2026-10-15T05:12:13.422272335Z [API_SERVER] enqueued op=forward_backward request_id=641d3bab-a7c0-4047-b609-7ca88e07767a model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:12:13.399+00:00	2026-10-15T05:12:13.423605880Z INFO:     127.0.0.1:51194 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T05:12:16.334+00:00	2026-10-15T05:12:16.355910312Z [API_SERVER] enqueued op=optim_step request_id=cb0f1a0a-f9af-4b9d-9aeb-e82e91a14640 model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:12:16.335+00:00	2026-10-15T05:12:16.356438363Z INFO:     127.0.0.1:51194 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T05:12:18.459+00:00	2026-10-15T05:12:18.478776460Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=bfeec1f4-669e-4b5b-b8c0-b876b9cae9dc model_id=428ca04c-2ae6-41ed-9a4b-94f1cd79c97e active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:12:18.459+00:00	2026-10-15T05:12:18.479377759Z INFO:     127.0.0.1:51194 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T05:12:20.456+00:00	2026-10-15T05:12:20.479018182Z INFO:     127.0.0.1:35222 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T05:12:20.723+00:00	2026-10-15T05:12:20.747005620Z INFO:     10.32.3.1:38880 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:12:30.725+00:00	2026-10-15T05:12:30.747249473Z INFO:     10.32.3.1:33044 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:12:40.724+00:00	2026-10-15T05:12:40.746273596Z INFO:     10.32.3.1:41864 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:12:50.725+00:00	2026-10-15T05:12:50.746808349Z INFO:     10.32.3.1:41618 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:00.731+00:00	2026-10-15T05:13:00.748054823Z INFO:     10.32.3.1:46394 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:06.154+00:00	2026-10-15T05:13:06.171189246Z INFO:     127.0.0.1:44254 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:13:10.724+00:00	2026-10-15T05:13:10.747443779Z INFO:     10.32.3.1:38328 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:20.726+00:00	2026-10-15T05:13:20.747144519Z INFO:     10.32.3.1:44212 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:30.727+00:00	2026-10-15T05:13:30.746988779Z INFO:     10.32.3.1:39326 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:40.725+00:00	2026-10-15T05:13:40.747152571Z INFO:     10.32.3.1:53070 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:50.726+00:00	2026-10-15T05:13:50.746993399Z INFO:     10.32.3.1:51424 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:13:56.352+00:00	2026-10-15T05:13:56.369899995Z INFO:     127.0.0.1:35362 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:14:00.724+00:00	2026-10-15T05:14:00.747118474Z INFO:     10.32.3.1:46958 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:14:10.725+00:00	2026-10-15T05:14:10.747141725Z INFO:     10.32.3.1:35928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:14:20.724+00:00	2026-10-15T05:14:20.746773992Z INFO:     10.32.3.1:39268 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl
deleted file mode 100644
index a1728906..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T05:11:45.156+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T05:11:45.157+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T05:12:10.447+00:00", "t": 25.291, "phase": "create_model.done", "model_id": "428ca04c-2ae6-41ed-9a4b-94f1cd79c97e"}
-{"ts": "2026-10-15T05:12:13.323+00:00", "t": 28.167, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T05:12:16.232+00:00", "t": 31.076, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T05:12:18.352+00:00", "t": 33.196, "phase": "optim_step.done"}
-{"ts": "2026-10-15T05:12:18.353+00:00", "t": 33.197, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T05:12:20.273+00:00", "t": 35.117, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T05:12:20.275+00:00", "t": 35.118, "phase": "sample.start"}
-{"ts": "2026-10-15T05:14:19.688+00:00", "t": 154.532, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
-{"ts": "2026-10-15T05:14:19.689+00:00", "t": 154.533, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log
deleted file mode 100644
index 832f9dbe..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]   25.291s create_model.done {'model_id': '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e'}
-[cold-start]   28.167s forward_backward.start 
-[cold-start]   31.076s forward_backward.done 
-[cold-start]   33.196s optim_step.done 
-[cold-start]   33.197s save_weights_and_get_sampling_client.start 
-[cold-start]   35.117s save_weights_and_get_sampling_client.done 
-[cold-start]   35.118s sample.start 
-[cold-start]  154.532s sample.done {'text': ' 4\n\nQuestion: What is '}
-[cold-start]  154.533s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt
deleted file mode 100644
index dabd9d84..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:14:20.211+00:00
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json
deleted file mode 100644
index 4e274608..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/events.json
+++ /dev/null
@@ -1,2743 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5ecfa51a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092561663021",
-                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f61ddd1e4",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092605935011",
-                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:40:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:40:41Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:40:41Z",
-                "name": "cold-start-fio.18de9a32081cf908",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039241446287009",
-                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:18Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:18Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:18Z",
-                "name": "cold-start-fio.18de9a3a9867ce9f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039278208207001",
-                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad2bcac91",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279188751014",
-                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad378cd74",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279219679006",
-                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad5aed221",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279235135013",
-                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:11Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:11Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:11Z",
-                "name": "cold-start-fio.18de9a70cd2c6a68",
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-                "resourceVersion": "1792039511048479001",
-                "uid": "e380f162-cff4-4e8b-9f74-c76902b75e47"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-645ff9777d-zg9cl",
-                "namespace": "openrl-system",
-                "resourceVersion": "1791941114537823021",
-                "uid": "60157023-ba75-4943-bf11-582e2b35f2e6"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Stopping container api-server",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d-zg9cl.18de9a78ce247435",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545418735013",
-                "uid": "ea8815fe-134f-4492-ac25-d9e75ec8d9d6"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "apps/v1",
-                "kind": "ReplicaSet",
-                "name": "open-rl-api-server-645ff9777d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545300351007",
-                "uid": "944f738b-c170-42bd-a7fb-b560be6650b3"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Deleted pod: open-rl-api-server-645ff9777d-zg9cl",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d.18de9a78cd513e92",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545387567001",
-                "uid": "cf4f8590-df28-4b16-81fc-f969ac56d830"
-            },
-            "reason": "SuccessfulDelete",
-            "reportingComponent": "replicaset-controller",
-            "reportingInstance": "",
-            "source": {
-                "component": "replicaset-controller"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:46Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546048591003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:46Z",
-            "message": "Successfully assigned openrl-system/open-rl-api-server-6d86b498f5-65swc to gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:46Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a78f8298472",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546102351012",
-                "uid": "dc59eb2c-80a6-4e27-84cb-c9e1ec4c59f0"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:49Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:49Z",
-            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:49Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a79cecaeea8",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039549712335019",
-                "uid": "f3058d2c-fa64-40cd-b384-d338c7eb0bb8"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:58Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:58Z",
-            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\" in 9.007s (9.007s including waiting). Image size: 195425445 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:58Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a7be7af61a3",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039558721215017",
-                "uid": "509c4369-d7f8-40c5-9eec-bcfd89092537"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
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-            "type": "Normal"
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-            "type": "Normal"
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-            "message": "Scaled up replica set open-rl-api-server-6d86b498f5 from 0 to 1",
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diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
deleted file mode 100644
index f721cff7..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
+++ /dev/null
@@ -1,222 +0,0 @@
-2026-10-15T05:12:37.408864742Z INFO 10-15 05:12:37 [model.py:692] Resolved architecture: Qwen3ForCausalLM
-2026-10-15T05:12:37.409029510Z INFO 10-15 05:12:37 [model.py:2030] Using max model len 8192
-2026-10-15T05:12:37.410626201Z INFO 10-15 05:12:37 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
-2026-10-15T05:12:37.411444983Z INFO 10-15 05:12:37 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:12:39.815686755Z WARNING 10-15 05:12:39 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T05:12:46.943669994Z (EngineCore pid=169) INFO 10-15 05:12:46 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T05:12:47.276765140Z (EngineCore pid=169) INFO 10-15 05:12:47 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_d8308236b8a9489688b723c3383c2fc7 backend=nccl
-2026-10-15T05:12:47.281242229Z (EngineCore pid=169) INFO 10-15 05:12:47 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T05:12:47.281272727Z (EngineCore pid=169) INFO 10-15 05:12:47 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T05:12:47.997459494Z (EngineCore pid=169) INFO 10-15 05:12:47 [model_runner.py:396] Loading model from scratch...
-2026-10-15T05:12:48.572994219Z (EngineCore pid=169) INFO 10-15 05:12:48 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T05:12:48.573332535Z (EngineCore pid=169) INFO 10-15 05:12:48 [flash_attn.py:1116] Using FlashAttention version 3
-2026-10-15T05:12:48.688784183Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T05:12:48.689006740Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T05:12:48.986411683Z (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
-2026-10-15T05:12:48.986441106Z (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
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-2026-10-15T05:12:59.098034204Z (EngineCore pid=169) INFO 10-15 05:12:59 [weight_utils.py:829] Prefetching checkpoint files: 50% (5/5)
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-2026-10-15T05:13:00.893700100Z (EngineCore pid=169) INFO 10-15 05:13:00 [default_loader.py:430] Loading weights took 11.91 seconds
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-2026-10-15T05:13:01.578989068Z (EngineCore pid=169) INFO 10-15 05:13:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 13.845580 seconds
-2026-10-15T05:13:01.584315634Z (EngineCore pid=169) INFO 10-15 05:13:01 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T05:13:01.585113069Z (EngineCore pid=169) INFO 10-15 05:13:01 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T05:13:14.101343662Z (EngineCore pid=169) INFO 10-15 05:13:14 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T05:13:14.101757951Z (EngineCore pid=169) INFO 10-15 05:13:14 [backends.py:1155] Dynamo bytecode transform time: 11.49 s
-2026-10-15T05:13:33.048155232Z (EngineCore pid=169) INFO 10-15 05:13:33 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.67 s
-2026-10-15T05:13:38.467336415Z (EngineCore pid=169) INFO 10-15 05:13:38 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
-2026-10-15T05:13:38.517287692Z (EngineCore pid=169) INFO 10-15 05:13:38 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
-2026-10-15T05:13:38.517327719Z (EngineCore pid=169) INFO 10-15 05:13:38 [monitor.py:53] torch.compile took 35.91 s in total
-2026-10-15T05:13:38.518770918Z (EngineCore pid=169) WARNING 10-15 05:13:38 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T05:13:40.378187847Z (EngineCore pid=169) INFO 10-15 05:13:40 [monitor.py:81] Initial profiling/warmup run took 1.86 s
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-2026-10-15T05:13:58.672379372Z (EngineCore pid=169) INFO 10-15 05:13:58 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
-2026-10-15T05:13:59.319915031Z (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
-2026-10-15T05:13:59.320100018Z (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T05:13:59.322185480Z (EngineCore pid=169) INFO 10-15 05:13:59 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
-2026-10-15T05:13:59.358971262Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T05:13:59.358995044Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
-2026-10-15T05:13:59.656573922Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
-2026-10-15T05:13:59.656633801Z (EngineCore pid=169) 2026-10-15 05:13:59,656 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
-2026-10-15T05:13:59.657307701Z (EngineCore pid=169) INFO 10-15 05:13:59 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
-2026-10-15T05:13:59.826732986Z (EngineCore pid=169) 2026-10-15 05:13:59,826 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
-2026-10-15T05:13:59.831098000Z (EngineCore pid=169) 2026-10-15 05:13:59,830 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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-2026-10-15T05:14:16.842193841Z (EngineCore pid=169) INFO 10-15 05:14:16 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
-2026-10-15T05:14:16.842231903Z (EngineCore pid=169) INFO 10-15 05:14:16 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
-2026-10-15T05:14:16.842246788Z (EngineCore pid=169) INFO 10-15 05:14:16 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
-2026-10-15T05:14:17.263512708Z (EngineCore pid=169) INFO 10-15 05:14:17 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T05:14:17.795116929Z (EngineCore pid=169) INFO 10-15 05:14:17 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T05:14:17.795200204Z (EngineCore pid=169) INFO 10-15 05:14:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.21 s (compilation: 35.91 s)
-2026-10-15T05:14:18.644696913Z (EngineCore pid=169) WARNING 10-15 05:14:18 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:14:18.646032614Z (EngineCore pid=169) INFO 10-15 05:14:18 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:14:18.646086933Z WARNING 10-15 05:14:18 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:14:18.676399300Z WARNING 10-15 05:14:18 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T05:14:18.676416045Z WARNING 10-15 05:14:18 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
deleted file mode 100644
index be86aa89..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
+++ /dev/null
@@ -1,50 +0,0 @@
-2026-10-15T05:11:54.291598722Z 
-2026-10-15T05:11:54.291658474Z ==================================================
-2026-10-15T05:11:54.291662792Z       Open-RL PyTorch Training Worker
-2026-10-15T05:11:54.291663922Z ==================================================
-2026-10-15T05:11:54.291664928Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T05:11:54.307386428Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T05:11:54.307409055Z 
-2026-10-15T05:11:54.511196464Z Loading base model Qwen/Qwen3-8B to cuda:0...
-2026-10-15T05:11:54.620348814Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:11:55.488744741Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
-2026-10-15T05:12:05.401433205Z [prefetch] done: 15.26 GiB in 9.9 s (1576 MiB/s)
-2026-10-15T05:12:07.881306965Z 
-Loading weights:   0%|          | 0/399 [00:00<?, ?it/s]
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-Loading weights: 100%|██████████| 399/399 [00:02<00:00, 196.34it/s]
-2026-10-15T05:12:08.031266542Z Successfully loaded.
-2026-10-15T05:12:08.033054916Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
-2026-10-15T05:12:08.038397810Z 
-2026-10-15T05:12:08.038601084Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: create_model:428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
-2026-10-15T05:12:08.039048794Z Base model Qwen/Qwen3-8B already loaded.
-2026-10-15T05:12:08.039057476Z Creating LoRA adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e'...
-2026-10-15T05:12:08.588074559Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T05:12:08.593600530Z LoRA adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' created and set to active.
-2026-10-15T05:12:10.443692872Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
-2026-10-15T05:12:13.423204553Z 
-2026-10-15T05:12:13.423245094Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: forward_backward:641d3bab-a7c0-4047-b609-7ca88e07767a
-2026-10-15T05:12:16.357300336Z 
-2026-10-15T05:12:16.357342369Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: optim_step:cb0f1a0a-f9af-4b9d-9aeb-e82e91a14640
-2026-10-15T05:12:16.366874542Z Initializing AdamW optimizer for '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' with lr=0.0001
-2026-10-15T05:12:18.292832404Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
-2026-10-15T05:12:18.480251748Z 
-2026-10-15T05:12:18.480289600Z [TRAINING REQUESTS] Popped 1 requests for model: 428ca04c-2ae6-41ed-9a4b-94f1cd79c97e: save_weights_for_sampler:bfeec1f4-669e-4b5b-b8c0-b876b9cae9dc
-2026-10-15T05:12:20.196452161Z Auto-saved adapter '428ca04c-2ae6-41ed-9a4b-94f1cd79c97e' to /mnt/shared/open-rl/peft/428ca04c-2ae6-41ed-9a4b-94f1cd79c97e
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-after.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-images-before.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt
deleted file mode 100644
index 685e8973..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json
deleted file mode 100644
index 7a668937..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log
deleted file mode 100644
index 4eb3d4ac..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/redis-ready.log
+++ /dev/null
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diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log
deleted file mode 100644
index d52fd557..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T05:11:46.113+00:00	2026-10-15T05:11:46.136519288Z {"level":"info","ts":"2026-10-15T05:11:46Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"76087a4e-44f6-4134-908c-44b725c30029","claim":"claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T05:12:18.598+00:00	2026-10-15T05:12:18.620658575Z {"level":"info","ts":"2026-10-15T05:12:18Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"30427539-027e-42b8-833c-14c6aa57927a","claim":"claim-lora-qwen-qwen3-8b-0-sampler-996528ae","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json
deleted file mode 100644
index 279002b2..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/timeline.json
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "case": "after-D1-8b-h100-cached",
- "collected": "2026-10-15T05:14:27.870+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 05:11:45.156000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 05:11:45.157000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 05:12:10.447000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "428ca04c-2ae6-41ed-9a4b-94f1cd79c97e"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 05:12:13.323000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 05:12:16.232000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 05:12:18.352000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 05:12:18.353000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 05:12:20.273000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 05:12:20.275000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 05:14:19.688000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4\n\nQuestion: What is "
-  },
-  "client.end": {
-   "ts": "2026-10-15 05:14:19.689000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen3-8b-0-sampler",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 05:12:18+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:12:18.877000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 05:12:18.877000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 05:12:18.877000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 05:12:23+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 05:12:18+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 05:12:18+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 05:12:23+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 05:12:23+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 05:12:18+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 05:12:22+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 05:12:18+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 05:12:22+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 05:12:22+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 05:12:22+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 05:12:37.408864+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 05:12:46.943669+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:46 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 05:12:47.997459+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:47 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 05:12:48.986441+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:12:48 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 05:13:00.893700+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:00 [default_loader.py:430] Loading weights took 11.91 seconds",
-     "self_reported_s": 11.91
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 05:13:01.578989+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:01 [model_runner.py:428] Model loading took 18.17 GiB memory and 13.845580 seconds",
-     "self_reported_s": 13.84558
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 05:13:38.517327+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:38 [monitor.py:53] torch.compile took 35.91 s in total",
-     "self_reported_s": 35.91
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 05:13:58.672379+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:58 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
-     "self_reported_s": 16.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 05:13:59.319915+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:13:59 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 05:14:17.795200+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:14:17 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.21 s",
-     "self_reported_s": 76.21
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 05:14:18+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen3-8b-0-trainer",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 05:11:45+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:11:45.752000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 05:11:45.752000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 05:11:47.402000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 05:11:50+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 05:11:46+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 05:11:46+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 05:11:50+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 05:11:50+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 05:11:46+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 05:11:49+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 05:11:46+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 05:11:49+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 05:11:49+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 05:11:49+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 05:11:54.291598+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 05:11:54.511196+00:00",
-     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 05:12:08.031266+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 05:12:08.033054+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 05:11:41+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt
deleted file mode 100644
index b0d2d90a..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:11:40.798+00:00
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json
deleted file mode 100644
index 467556c3..00000000
--- a/runs/2026-10-15_cold_start/after-D1-8b-h100-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:12:18Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041143235791008",
-                "uid": "996528ae-d593-4922-86b8-ea1303243615"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "29Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "30725539152"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "40Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "40Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "20f5c64d-1657-4c78-92ee-24fa609f498b",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-996528ae",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:12:23Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-996528ae",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "29Gi",
-                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:11:45Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041110758783004",
-                "uid": "e9ddbd1c-f7f3-431b-abf2-f9f7cbdac473"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "20Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen3-8B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "20674967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "36Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "36Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "9b290f43-cc99-4ea2-b399-4c09027c74d4",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:11:50Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-e9ddbd1c",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "20Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log
deleted file mode 100644
index 3fc7c971..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached.run.log
+++ /dev/null
@@ -1,35 +0,0 @@
-watching; recorders [19286, 19287, 19289, 19291, 19293, 19288, 19290, 19292] write into runs/2026-10-15_cold_start/after-D2-8b-h100-cached
-collected 2 worker log(s) into runs/2026-10-15_cold_start/after-D2-8b-h100-cached
-## Critical path (derived from the marks above)
-
-### trainer
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.create_model.start | trainer.pod_created | 0.4 |
-| pod scheduled | trainer.pod_created | trainer.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | trainer.pod_PodScheduled | trainer.event_Pulled | 4.0 |
-| container create | trainer.event_Pulled | trainer.container_started | 0.0 |
-| process start to load start (imports) | trainer.container_started | trainer.load_start | 5.1 |
-| weights load | trainer.load_start | trainer.load_done | 12.1 |
-| ready key | trainer.load_done | trainer.ready_key | -24.3 |
-| client: create_model blocked | client.create_model.start | client.create_model.done | 24.1 |
-| client: first forward_backward | client.forward_backward.start | client.forward_backward.done | 2.9 |
-
-### sampler
-
-| Phase | From | To | Seconds |
-|---|---|---|---|
-| placement: Workload to pod | client.save_weights_and_get_sampling_client.start | sampler.pod_created | 0.1 |
-| pod scheduled | sampler.pod_created | sampler.pod_PodScheduled | 0.0 |
-| image pull (0 if cached) | sampler.pod_PodScheduled | sampler.event_Pulled | 4.0 |
-| container create | sampler.event_Pulled | sampler.container_started | 0.0 |
-| process start to first log | sampler.container_started | sampler.process_first_log | 15.5 |
-| imports until engine init | sampler.process_first_log | sampler.engine_init_start | 9.7 |
-| engine init until load start | sampler.engine_init_start | sampler.load_start | 1.1 |
-| weights load (vLLM prefetch into page cache + load) | sampler.load_start | sampler.weights_loaded | 13.1 |
-| torch.compile | sampler.weights_loaded | sampler.compile_done | 37.2 |
-| profiling, KV cache, graph capture | sampler.compile_done | sampler.engine_init_done | 39.5 |
-| ready key | sampler.engine_init_done | sampler.ready_key | 0.9 |
-| client: first sample blocked | client.sample.start | client.sample.done | 119.9 |
-
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log
deleted file mode 100644
index b4c54e58..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/api-server.log
+++ /dev/null
@@ -1,32 +0,0 @@
-2026-10-15T05:15:36.893+00:00	2026-10-15T05:15:36.893863054Z INFO:     127.0.0.1:35824 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T05:15:37.116+00:00	2026-10-15T05:15:37.118777792Z INFO:     127.0.0.1:35826 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:15:37.193+00:00	2026-10-15T05:15:37.194477785Z INFO:     127.0.0.1:35826 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T05:15:37.636+00:00	2026-10-15T05:15:37.638416243Z [API_SERVER] enqueued op=create_model request_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:15:37.637+00:00	2026-10-15T05:15:37.639053003Z INFO:     127.0.0.1:35832 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T05:15:40.746+00:00	2026-10-15T05:15:40.746550012Z INFO:     10.32.3.1:39766 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:15:47.379+00:00	2026-10-15T05:15:47.379417038Z INFO:     127.0.0.1:54214 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:15:50.746+00:00	2026-10-15T05:15:50.746722382Z INFO:     10.32.3.1:56336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:00.752+00:00	2026-10-15T05:16:00.747547185Z INFO:     10.32.3.1:37336 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:00.959+00:00	2026-10-15T05:16:00.949527284Z INFO:     127.0.0.1:33956 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T05:16:03.946+00:00	2026-10-15T05:16:03.946007674Z [API_SERVER] enqueued op=forward_backward request_id=f37e31ba-ce81-44ac-8856-bfda6aa3c7e1 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:16:03.946+00:00	2026-10-15T05:16:03.946615325Z INFO:     127.0.0.1:33956 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T05:16:06.905+00:00	2026-10-15T05:16:06.905826356Z [API_SERVER] enqueued op=optim_step request_id=957669d4-dc27-4c81-837d-2a8ecf9bb2f4 model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:16:06.905+00:00	2026-10-15T05:16:06.907396223Z INFO:     127.0.0.1:33956 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T05:16:09.100+00:00	2026-10-15T05:16:09.049018149Z [API_SERVER] enqueued op=save_weights_for_sampler request_id=3209fcb1-7f4e-446c-95c6-94a7e30b047f model_id=ce0e7790-7ff6-44f1-9632-06939e7b1053 active_set=Qwen/Qwen3-8B-1
-2026-10-15T05:16:09.100+00:00	2026-10-15T05:16:09.049557898Z INFO:     127.0.0.1:33956 - "POST /api/v1/save_weights_for_sampler HTTP/1.1" 200 OK
-2026-10-15T05:16:10.931+00:00	2026-10-15T05:16:10.746565689Z INFO:     10.32.3.1:45574 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:11.296+00:00	2026-10-15T05:16:11.293332808Z INFO:     127.0.0.1:36994 - "POST /api/v1/asample HTTP/1.1" 200 OK
-2026-10-15T05:16:20.765+00:00	2026-10-15T05:16:20.746229306Z INFO:     10.32.3.1:38344 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:30.748+00:00	2026-10-15T05:16:30.746892251Z INFO:     10.32.3.1:54454 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:40.748+00:00	2026-10-15T05:16:40.747033006Z INFO:     10.32.3.1:59170 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:50.747+00:00	2026-10-15T05:16:50.747504698Z INFO:     10.32.3.1:43604 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:16:57.561+00:00	2026-10-15T05:16:57.560755551Z INFO:     127.0.0.1:36756 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:17:00.747+00:00	2026-10-15T05:17:00.747501058Z INFO:     10.32.3.1:45120 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:17:10.747+00:00	2026-10-15T05:17:10.746700462Z INFO:     10.32.3.1:46882 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:17:20.747+00:00	2026-10-15T05:17:20.747102135Z INFO:     10.32.3.1:37964 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:17:30.751+00:00	2026-10-15T05:17:30.746961545Z INFO:     10.32.3.1:40486 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:17:40.748+00:00	2026-10-15T05:17:40.747075210Z INFO:     10.32.3.1:48770 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:17:47.748+00:00	2026-10-15T05:17:47.748538952Z INFO:     127.0.0.1:47530 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:17:50.747+00:00	2026-10-15T05:17:50.746643982Z INFO:     10.32.3.1:50180 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:18:00.747+00:00	2026-10-15T05:18:00.746678248Z INFO:     10.32.3.1:38072 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:18:10.746+00:00	2026-10-15T05:18:10.746445484Z INFO:     10.32.3.1:42070 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl
deleted file mode 100644
index dfbb3c97..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.jsonl
+++ /dev/null
@@ -1,11 +0,0 @@
-{"ts": "2026-10-15T05:15:36.633+00:00", "t": 0.0, "phase": "start", "base_model": "Qwen/Qwen3-8B", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T05:15:36.633+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T05:16:00.765+00:00", "t": 24.133, "phase": "create_model.done", "model_id": "ce0e7790-7ff6-44f1-9632-06939e7b1053"}
-{"ts": "2026-10-15T05:16:03.882+00:00", "t": 27.25, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T05:16:06.825+00:00", "t": 30.192, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T05:16:08.923+00:00", "t": 32.29, "phase": "optim_step.done"}
-{"ts": "2026-10-15T05:16:08.924+00:00", "t": 32.291, "phase": "save_weights_and_get_sampling_client.start"}
-{"ts": "2026-10-15T05:16:11.071+00:00", "t": 34.438, "phase": "save_weights_and_get_sampling_client.done"}
-{"ts": "2026-10-15T05:16:11.076+00:00", "t": 34.443, "phase": "sample.start"}
-{"ts": "2026-10-15T05:18:10.965+00:00", "t": 154.332, "phase": "sample.done", "text": " 4\n\nQuestion: What is "}
-{"ts": "2026-10-15T05:18:10.966+00:00", "t": 154.334, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log
deleted file mode 100644
index fedb02d3..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/client.log
+++ /dev/null
@@ -1,12 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'Qwen/Qwen3-8B', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]   24.133s create_model.done {'model_id': 'ce0e7790-7ff6-44f1-9632-06939e7b1053'}
-[cold-start]   27.250s forward_backward.start 
-[cold-start]   30.192s forward_backward.done 
-[cold-start]   32.290s optim_step.done 
-[cold-start]   32.291s save_weights_and_get_sampling_client.start 
-[cold-start]   34.438s save_weights_and_get_sampling_client.done 
-[cold-start]   34.443s sample.start 
-[cold-start]  154.332s sample.done {'text': ' 4\n\nQuestion: What is '}
-[cold-start]  154.334s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt
deleted file mode 100644
index 9458726e..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:18:11.482+00:00
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json
deleted file mode 100644
index 6a2fe366..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/events.json
+++ /dev/null
@@ -1,3069 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
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diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
deleted file mode 100644
index 2a05dc10..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-sampler.txt
+++ /dev/null
@@ -1,222 +0,0 @@
-2026-10-15T05:16:28.490961146Z INFO 10-15 05:16:28 [model.py:692] Resolved architecture: Qwen3ForCausalLM
-2026-10-15T05:16:28.491280812Z INFO 10-15 05:16:28 [model.py:2030] Using max model len 8192
-2026-10-15T05:16:28.492938929Z INFO 10-15 05:16:28 [scheduler.py:288] Chunked prefill is enabled with max_num_batched_tokens=16384.
-2026-10-15T05:16:28.493837169Z INFO 10-15 05:16:28 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:16:31.024763096Z WARNING 10-15 05:16:31 [system_utils.py:157] We must use the `spawn` multiprocessing start method. Overriding VLLM_WORKER_MULTIPROC_METHOD to 'spawn'. See https://docs.vllm.ai/en/latest/usage/troubleshooting.html#python-multiprocessing for more information. Reasons: CUDA is initialized
-2026-10-15T05:16:38.151495536Z (EngineCore pid=169) INFO 10-15 05:16:38 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Qwen3-8B', speculative_config=None, tokenizer='Qwen/Qwen3-8B', skip_tokenizer_init=False, tokenizer_mode=auto, revision=main, tokenizer_revision=main, trust_remote_code=False, dtype=torch.bfloat16, max_seq_len=8192, download_dir=None, load_format=auto, tensor_parallel_size=1, pipeline_parallel_size=1, data_parallel_size=1, decode_context_parallel_size=1, dcp_comm_backend=ag_rs, disable_custom_all_reduce=False, quantization=None, quantization_config=None, enforce_eager=False, enable_return_routed_experts=False, kv_cache_dtype=auto, device_config=cuda, structured_outputs_config=StructuredOutputsConfig(backend='auto', disable_any_whitespace=False, disable_additional_properties=False, reasoning_parser='', reasoning_parser_plugin='', enable_in_reasoning=False), observability_config=ObservabilityConfig(show_hidden_metrics_for_version=None, otlp_traces_endpoint=None, collect_detailed_traces=None, per_request_spec_decode_metrics='none', kv_cache_metrics=False, kv_cache_metrics_sample=0.01, cudagraph_metrics=False, enable_layerwise_nvtx_tracing=False, enable_mfu_metrics=False, enable_mm_processor_stats=False, enable_logging_iteration_details=False, jit_monitor_mode='warn', jit_monitor_verbose=False), seed=0, served_model_name=Qwen/Qwen3-8B, enable_prefix_caching=False, enable_chunked_prefill=True, pooler_config=None, compilation_config={'mode': <CompilationMode.VLLM_COMPILE: 3>, 'debug_dump_path': None, 'cache_dir': '', 'compile_cache_save_format': 'binary', 'backend': 'inductor', 'custom_ops': ['none'], 'ir_enable_torch_wrap': True, 'splitting_ops': ['vllm::unified_attention_with_output', 'vllm::unified_mla_attention_with_output', 'vllm::mamba_mixer2', 'vllm::mamba_mixer', 'vllm::short_conv', 'vllm::qwen4_exp_ple_short_conv', 'vllm::qwen4_exp_qsa_with_output', 'vllm::linear_attention', 'vllm::qwen_gdn_attention_core', 'vllm::qwen_gdn_attention_core_fused_norm_packed', 'vllm::gdn_attention_core_xpu', 'vllm::olmo_hybrid_gdn_full_forward', 'vllm::sparse_attn_indexer', 'vllm::rocm_aiter_sparse_attn_indexer', 'vllm::deepseek_v4_attention', 'vllm::hpc_rope_norm_forward', 'vllm::unified_kv_cache_update', 'vllm::unified_mla_kv_cache_update'], 'compile_mm_encoder': False, 'cudagraph_mm_encoder': False, 'encoder_cudagraph_token_budgets': [], 'encoder_cudagraph_max_vision_items_per_batch': 0, 'encoder_cudagraph_max_frames_per_batch': None, 'compile_sizes': [], 'compile_ranges_endpoints': [16384], 'inductor_compile_config': {'enable_auto_functionalized_v2': False, 'combo_kernels': True, 'benchmark_combo_kernel': True}, 'inductor_passes': {}, 'cudagraph_mode': <CUDAGraphMode.FULL_AND_PIECEWISE: (2, 1)>, 'cudagraph_num_of_warmups': 1, 'cudagraph_capture_sizes': [1, 2, 4, 8, 16, 24, 32, 40, 48, 56, 64, 72, 80, 88, 96, 104, 112, 120, 128, 136, 144, 152, 160, 168, 176, 184, 192, 200, 208, 216, 224, 232, 240, 248, 256, 272, 288, 304, 320, 336, 352, 368, 384, 400, 416, 432, 448, 464, 480, 496, 512], 'cudagraph_copy_inputs': False, 'cudagraph_specialize_lora': True, 'use_inductor_graph_partition': False, 'pass_config': {'fuse_norm_quant': False, 'fuse_act_quant': False, 'fuse_attn_quant': False, 'enable_sp': False, 'fuse_gemm_comms': False, 'fuse_allreduce_rms': False, 'enable_qk_norm_rope_fusion': False, 'fuse_rope_kvcache_cat_mla': False, 'fuse_act_padding': False, 'fuse_qk_norm_rope_kvcache': False}, 'max_cudagraph_capture_size': 512, 'dynamic_shapes_config': {'type': <DynamicShapesType.BACKED: 'backed'>, 'evaluate_guards': False, 'assume_32_bit_indexing': False}, 'local_cache_dir': None, 'fast_moe_cold_start': False, 'static_all_moe_layers': []}, kernel_config=KernelConfig(ir_op_priority=IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native']), enable_flashinfer_autotune=True, enable_cutedsl_warmup=True, enable_jit_warmup=True, moe_backend='auto', sparse_indexer_topk_backend='auto', linear_backend='auto', linear_backend_per_quant=None)
-2026-10-15T05:16:38.483358659Z (EngineCore pid=169) INFO 10-15 05:16:38 [parallel_state.py:1827] world_size=1 rank=0 local_rank=0 distributed_init_method=file:///tmp/vllm_dist_4d2a060e6dcc492b933d56b85af7d4e7 backend=nccl
-2026-10-15T05:16:38.487228505Z (EngineCore pid=169) INFO 10-15 05:16:38 [parallel_state.py:2267] rank 0 in world size 1 is assigned as DP rank 0, PP rank 0, PCP rank 0, TP rank 0, ETP rank 0, EP rank N/A, EPLB rank N/A
-2026-10-15T05:16:38.487263057Z (EngineCore pid=169) INFO 10-15 05:16:38 [gpu_worker.py:441] Using V2 Model Runner
-2026-10-15T05:16:39.244394278Z (EngineCore pid=169) INFO 10-15 05:16:39 [model_runner.py:396] Loading model from scratch...
-2026-10-15T05:16:39.815914136Z (EngineCore pid=169) INFO 10-15 05:16:39 [cuda.py:538] Using FLASH_ATTN attention backend out of potential backends: ['FLASH_ATTN', 'FLASHINFER', 'TRITON_ATTN', 'FLEX_ATTENTION'].
-2026-10-15T05:16:39.816213542Z (EngineCore pid=169) INFO 10-15 05:16:39 [flash_attn.py:1116] Using FlashAttention version 3
-2026-10-15T05:16:39.931406255Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.cudart module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.runtime module instead.
-2026-10-15T05:16:39.931446653Z (EngineCore pid=169) <frozen importlib._bootstrap_external>:1301: FutureWarning: The cuda.nvrtc module is deprecated and will be removed in a future release, please switch to use the cuda.bindings.nvrtc module instead.
-2026-10-15T05:16:40.237737879Z (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:895] Filesystem type for checkpoints: NFS. Checkpoint size: 15.26 GiB. Available RAM: 37.53 GiB.
-2026-10-15T05:16:40.237765322Z (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in background, num_threads=8, block_size=16777216 bytes)
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-2026-10-15T05:16:52.385333184Z (EngineCore pid=169) 
-2026-10-15T05:16:52.391122953Z (EngineCore pid=169) INFO 10-15 05:16:52 [default_loader.py:430] Loading weights took 12.16 seconds
-2026-10-15T05:16:52.424714855Z (EngineCore pid=169) INFO 10-15 05:16:52 [punica_selector.py:20] Using PunicaWrapperGPU.
-2026-10-15T05:16:53.020747092Z (EngineCore pid=169) INFO 10-15 05:16:53 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.053276 seconds
-2026-10-15T05:16:53.026402754Z (EngineCore pid=169) INFO 10-15 05:16:53 [topk_topp_sampler.py:78] Using FlashInfer for top-p & top-k sampling.
-2026-10-15T05:16:53.027150567Z (EngineCore pid=169) INFO 10-15 05:16:53 [utils.py:320] Using LBNHC KV cache layout.
-2026-10-15T05:17:05.630563977Z (EngineCore pid=169) INFO 10-15 05:17:05 [backends.py:1094] Using cache directory: /root/.cache/vllm/torch_compile_cache/444f9486b6/rank_0_0/backbone for vLLM's torch.compile
-2026-10-15T05:17:05.630882130Z (EngineCore pid=169) INFO 10-15 05:17:05 [backends.py:1155] Dynamo bytecode transform time: 11.57 s
-2026-10-15T05:17:24.307114193Z (EngineCore pid=169) INFO 10-15 05:17:24 [backends.py:393] Compiling a graph for compile range (1, 16384) takes 18.41 s
-2026-10-15T05:17:29.529339959Z (EngineCore pid=169) INFO 10-15 05:17:29 [backends.py:920] collected artifacts: 37 entries, 3 artifacts, 6374152 bytes total
-2026-10-15T05:17:29.578377274Z (EngineCore pid=169) INFO 10-15 05:17:29 [decorators.py:719] saved AOT compiled function to /root/.cache/vllm/torch_compile_cache/torch_aot_compile/7728f6a2f6392cfd9002eb8e3518f300ec93be6d890879e55da9e6c4e62fd20b/rank_0_0/model
-2026-10-15T05:17:29.578400981Z (EngineCore pid=169) INFO 10-15 05:17:29 [monitor.py:53] torch.compile took 35.52 s in total
-2026-10-15T05:17:29.579721320Z (EngineCore pid=169) WARNING 10-15 05:17:29 [utils.py:279] Using default LoRA kernel configs
-2026-10-15T05:17:31.434209693Z (EngineCore pid=169) INFO 10-15 05:17:31 [monitor.py:81] Initial profiling/warmup run took 1.86 s
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-2026-10-15T05:17:49.866634967Z (EngineCore pid=169) INFO 10-15 05:17:49 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB
-2026-10-15T05:17:50.489301480Z (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB
-2026-10-15T05:17:50.489654681Z (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:655] CUDA graph memory profiling is enabled (default since v0.21.0). The current --gpu-memory-utilization=0.9000 is equivalent to --gpu-memory-utilization=0.8877 without CUDA graph memory profiling. To maintain the same effective KV cache size as before, increase --gpu-memory-utilization to 0.9123. To disable, set VLLM_MEMORY_PROFILER_ESTIMATE_CUDAGRAPHS=0.
-2026-10-15T05:17:50.491312067Z (EngineCore pid=169) INFO 10-15 05:17:50 [kv_cache_utils.py:2395] GPU KV cache size: 365,312 tokens, Maximum concurrency for 8,192 tokens per request: 44.59x
-2026-10-15T05:17:50.527199601Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:172] JIT kernel warmup starting.
-2026-10-15T05:17:50.527211420Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:185] JIT kernel warmup finished in 0.00s.
-2026-10-15T05:17:50.812319503Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:438] Using FlashInfer autotune cache file: /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json
-2026-10-15T05:17:50.812323795Z (EngineCore pid=169) 2026-10-15 05:17:50,812 - INFO - autotuner.py:972 - flashinfer.jit: [Autotuner]: Autotuning process starts ...
-2026-10-15T05:17:50.812867348Z (EngineCore pid=169) INFO 10-15 05:17:50 [kernel_warmup.py:359] Running FlashInfer autotune with 16384 tokens and token buckets (1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 768, 1024, 1280, 1536, 1792, 2048, 2560, 3072, 3584, 4096, 8192, 16384).
-2026-10-15T05:17:50.972412380Z (EngineCore pid=169) 2026-10-15 05:17:50,972 - INFO - autotuner.py:995 - flashinfer.jit: [Autotuner]: Autotuning process ends
-2026-10-15T05:17:50.976821335Z (EngineCore pid=169) 2026-10-15 05:17:50,976 - INFO - autotuner.py:2652 - flashinfer.jit: [Autotuner]: Saved 0 configs to /root/.cache/vllm/flashinfer_autotune_cache/0.6.18.post1/90a/516ad02ef91c0156e20412796bdba15dec05d2e784d7a98484df20d64b5fd08b/autotune_configs.json (0 new, 0 from previous config)
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-2026-10-15T05:18:08.111920383Z (EngineCore pid=169) INFO 10-15 05:18:08 [model_runner.py:1066] Graph capturing finished in 14 secs, took 0.37 GiB
-2026-10-15T05:18:08.111952003Z (EngineCore pid=169) INFO 10-15 05:18:08 [gpu_worker.py:825] CUDA graph pool memory: 0.37 GiB (actual), 0.97 GiB (estimated), difference: 0.6 GiB (164.6%).
-2026-10-15T05:18:08.111955067Z (EngineCore pid=169) INFO 10-15 05:18:08 [gpu_worker.py:888] Free memory on device (78.66/79.18 GiB) on startup. Desired GPU memory utilization is (0.9, 71.26 GiB). Actual usage is 18.62 GiB for consumed memory (weights + non-torch), 2.47 GiB for peak activation, and 0.37 GiB for CUDAGraph memory. Replace gpu_memory_utilization config with `--kv-cache-memory=53315994522` (49.65 GiB) to fit into requested memory, or `--kv-cache-memory=61265340928` (57.06 GiB) to fully utilize gpu memory. Current kv cache memory in use is 50.17 GiB.
-2026-10-15T05:18:08.511771344Z (EngineCore pid=169) INFO 10-15 05:18:08 [jit_monitor.py:85] Kernel JIT monitor activated; monitored JIT compilations during inference will use mode=warn.
-2026-10-15T05:18:09.053622282Z (EngineCore pid=169) INFO 10-15 05:18:09 [torch_utils.py:287] Reducing Torch threads from 13 to 1 for serving. Set OMP_NUM_THREADS in the external environment to override.
-2026-10-15T05:18:09.053659825Z (EngineCore pid=169) INFO 10-15 05:18:09 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.03 s (compilation: 35.52 s)
-2026-10-15T05:18:09.899139568Z (EngineCore pid=169) WARNING 10-15 05:18:09 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:18:09.900755308Z WARNING 10-15 05:18:09 [serial_utils.py:79] Allowing insecure serialization using pickle due to VLLM_ALLOW_INSECURE_SERIALIZATION=1
-2026-10-15T05:18:09.900866704Z (EngineCore pid=169) INFO 10-15 05:18:09 [kernel.py:416] Final IR op priority after setting platform defaults: IrOpPriorityConfig(rms_norm=['native'], fused_add_rms_norm=['native'], gelu_and_mul_sparse=['triton', 'native'])
-2026-10-15T05:18:09.930997952Z WARNING 10-15 05:18:09 [input_processor.py:196] vLLM has deprecated support for supporting different tokenizers for different LoRAs. By default, vLLM uses base model's tokenizer. If you are using a LoRA with its own tokenizer, consider specifying `--tokenizer [lora_path]` to use the LoRA tokenizer.
-2026-10-15T05:18:09.931018397Z WARNING 10-15 05:18:09 [input_processor.py:315] Passing raw prompts to InputProcessor is deprecated and will be removed in the future. You should instead pass the outputs of Renderer.render_cmpl() or Renderer.render_chat().
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
deleted file mode 100644
index 5f48fa47..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/log-orw-lora-qwen-qwen3-8b-0-trainer.txt
+++ /dev/null
@@ -1,50 +0,0 @@
-2026-10-15T05:15:45.886784387Z 
-2026-10-15T05:15:45.886821579Z ==================================================
-2026-10-15T05:15:45.886825965Z       Open-RL PyTorch Training Worker
-2026-10-15T05:15:45.886827087Z ==================================================
-2026-10-15T05:15:45.886828193Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T05:15:45.904087714Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T05:15:45.904110382Z 
-2026-10-15T05:15:46.108440892Z Loading base model Qwen/Qwen3-8B to cuda:0...
-2026-10-15T05:15:46.235847013Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:15:47.098453469Z [prefetch] reading 5 file(s), 15.26 GiB, from nfs into the page cache with 8 threads
-2026-10-15T05:15:55.597395640Z [prefetch] done: 15.26 GiB in 8.5 s (1838 MiB/s)
-2026-10-15T05:15:58.104601379Z 
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-2026-10-15T05:15:58.258108553Z Successfully loaded.
-2026-10-15T05:15:58.259517504Z [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1).
-2026-10-15T05:15:58.265428340Z 
-2026-10-15T05:15:58.265505529Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: create_model:ce0e7790-7ff6-44f1-9632-06939e7b1053
-2026-10-15T05:15:58.266310526Z Base model Qwen/Qwen3-8B already loaded.
-2026-10-15T05:15:58.266315297Z Creating LoRA adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053'...
-2026-10-15T05:15:58.813503125Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T05:15:58.818768838Z LoRA adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' created and set to active.
-2026-10-15T05:16:00.717142769Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
-2026-10-15T05:16:03.947091414Z 
-2026-10-15T05:16:03.947129527Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: forward_backward:f37e31ba-ce81-44ac-8856-bfda6aa3c7e1
-2026-10-15T05:16:06.906546753Z 
-2026-10-15T05:16:06.906592753Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: optim_step:957669d4-dc27-4c81-837d-2a8ecf9bb2f4
-2026-10-15T05:16:06.915785414Z Initializing AdamW optimizer for 'ce0e7790-7ff6-44f1-9632-06939e7b1053' with lr=0.0001
-2026-10-15T05:16:08.824377968Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
-2026-10-15T05:16:09.050223016Z 
-2026-10-15T05:16:09.050254403Z [TRAINING REQUESTS] Popped 1 requests for model: ce0e7790-7ff6-44f1-9632-06939e7b1053: save_weights_for_sampler:3209fcb1-7f4e-446c-95c6-94a7e30b047f
-2026-10-15T05:16:10.917104608Z Auto-saved adapter 'ce0e7790-7ff6-44f1-9632-06939e7b1053' to /mnt/shared/open-rl/peft/ce0e7790-7ff6-44f1-9632-06939e7b1053
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-after.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-images-before.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt
deleted file mode 100644
index 685e8973..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/node-labels-during.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-gke-open-rl-dra-h100-sampler-a721f127-0853    Ready   <none>   9d    v1.35.7-gke.1222000           true
-gke-open-rl-dra-h100-sampler-a721f127-ed3t    Ready   <none>   14d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-h100-trainer-702095b4-1g3a    Ready   <none>   26h   v1.35.8-gke.1380001   true    
-gke-open-rl-dra-h100-trainer-702095b4-tuqu    Ready   <none>   26h   v1.35.8-gke.1380001   false   
-gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208   Ready   <none>   24d   v1.35.7-gke.1222000           false
-gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c   Ready   <none>   24d   v1.35.7-gke.1222000   false   
-gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8   Ready   <none>   24d   v1.35.7-gke.1222000   false   
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json
deleted file mode 100644
index 2f350639..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/pods.json
+++ /dev/null
@@ -1,6782 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:19:20Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-14T02:38:28Z",
-      "observedGeneration": 1,
-      "status": "True",
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-        "name": "kube-api-access-6vrn7",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.211",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.211",
-    "podIPs": [
-     {
-      "ip": "10.128.15.211"
-     }
-    ],
-    "qosClass": "BestEffort",
-    "startTime": "2026-10-14T02:19:20Z"
-   }
-  }
- ],
- "kind": "List",
- "metadata": {
-  "resourceVersion": ""
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log
deleted file mode 100644
index 5d1efc70..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/redis-ready.log
+++ /dev/null
@@ -1,334 +0,0 @@
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-2026-10-15T05:17:57.538+00:00	2026-10-15T05:17:57Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:17:58.541+00:00	2026-10-15T05:17:58Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:17:58.541+00:00	2026-10-15T05:17:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:17:59.546+00:00	2026-10-15T05:17:59Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:17:59.546+00:00	2026-10-15T05:17:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:00.551+00:00	2026-10-15T05:18:00Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:00.552+00:00	2026-10-15T05:18:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:01.567+00:00	2026-10-15T05:18:01Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:01.567+00:00	2026-10-15T05:18:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:02.561+00:00	2026-10-15T05:18:02Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:02.561+00:00	2026-10-15T05:18:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:03.566+00:00	2026-10-15T05:18:03Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:03.566+00:00	2026-10-15T05:18:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:04.573+00:00	2026-10-15T05:18:04Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:04.573+00:00	2026-10-15T05:18:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:05.577+00:00	2026-10-15T05:18:05Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:05.577+00:00	2026-10-15T05:18:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:06.582+00:00	2026-10-15T05:18:06Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:06.582+00:00	2026-10-15T05:18:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:07.589+00:00	2026-10-15T05:18:07Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:07.589+00:00	2026-10-15T05:18:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:08.594+00:00	2026-10-15T05:18:08Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:08.595+00:00	2026-10-15T05:18:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:09.599+00:00	2026-10-15T05:18:09Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:09.599+00:00	2026-10-15T05:18:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:10.606+00:00	2026-10-15T05:18:10Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:10.606+00:00	2026-10-15T05:18:10Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:10.606+00:00	2026-10-15T05:18:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:11.610+00:00	2026-10-15T05:18:11Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:11.610+00:00	2026-10-15T05:18:11Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:11.610+00:00	2026-10-15T05:18:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:12.616+00:00	2026-10-15T05:18:12Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:12.616+00:00	2026-10-15T05:18:12Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:12.616+00:00	2026-10-15T05:18:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:13.638+00:00	2026-10-15T05:18:13Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:13.638+00:00	2026-10-15T05:18:13Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:13.638+00:00	2026-10-15T05:18:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:14.627+00:00	2026-10-15T05:18:14Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:14.628+00:00	2026-10-15T05:18:14Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:14.628+00:00	2026-10-15T05:18:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:15.631+00:00	2026-10-15T05:18:15Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:15.631+00:00	2026-10-15T05:18:15Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:15.631+00:00	2026-10-15T05:18:15Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:16.637+00:00	2026-10-15T05:18:16Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:16.637+00:00	2026-10-15T05:18:16Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:16.637+00:00	2026-10-15T05:18:16Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:sampler_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:18:17.642+00:00	2026-10-15T05:18:17Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log
deleted file mode 100644
index 67f925c9..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/scheduler.log
+++ /dev/null
@@ -1,2 +0,0 @@
-2026-10-15T05:15:37.772+00:00	2026-10-15T05:15:37.770103723Z {"level":"info","ts":"2026-10-15T05:15:37Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-trainer","reconcileID":"6e1c65ba-9430-4398-89db-8b05b9f2092e","claim":"claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234","worker":"lora-qwen-qwen3-8b-0-trainer","tiers":"t1x80"}
-2026-10-15T05:16:09.217+00:00	2026-10-15T05:16:09.211255887Z {"level":"info","ts":"2026-10-15T05:16:09Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-qwen-qwen3-8b-0-sampler","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-qwen-qwen3-8b-0-sampler","reconcileID":"d4df84da-7e1d-497e-abe9-39f53b544303","claim":"claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6","worker":"lora-qwen-qwen3-8b-0-sampler","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json
deleted file mode 100644
index 4035e7bf..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/timeline.json
+++ /dev/null
@@ -1,267 +0,0 @@
-{
- "case": "after-D2-8b-h100-cached",
- "collected": "2026-10-15T05:18:18.329+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 05:15:36.633000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "Qwen/Qwen3-8B",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 05:15:36.633000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 05:16:00.765000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "ce0e7790-7ff6-44f1-9632-06939e7b1053"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 05:16:03.882000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 05:16:06.825000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 05:16:08.923000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.start": {
-   "ts": "2026-10-15 05:16:08.924000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.save_weights_and_get_sampling_client.done": {
-   "ts": "2026-10-15 05:16:11.071000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.start": {
-   "ts": "2026-10-15 05:16:11.076000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.sample.done": {
-   "ts": "2026-10-15 05:18:10.965000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "text": " 4\n\nQuestion: What is "
-  },
-  "client.end": {
-   "ts": "2026-10-15 05:18:10.966000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "sampler": {
-   "workload": "lora-qwen-qwen3-8b-0-sampler",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-   "pod": "orw-lora-qwen-qwen3-8b-0-sampler",
-   "marks": {
-    "sampler.workload_created": {
-     "ts": "2026-10-15 05:16:09+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "sampler.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:16:09.599000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "sampler.workload_reports_pod": {
-     "ts": "2026-10-15 05:16:09.599000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "sampler.workload_reports_node": {
-     "ts": "2026-10-15 05:16:09.599000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "sampler.condition_Placed_True": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "Workload condition Placed"
-    },
-    "sampler.pod_created": {
-     "ts": "2026-10-15 05:16:09+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "sampler.pod_Initialized": {
-     "ts": "2026-10-15 05:16:09+00:00",
-     "source": "pod condition Initialized"
-    },
-    "sampler.pod_Ready": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "pod condition Ready"
-    },
-    "sampler.pod_ContainersReady": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "sampler.pod_PodScheduled": {
-     "ts": "2026-10-15 05:16:09+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "sampler.container_started": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "sampler.event_Scheduled": {
-     "ts": "2026-10-15 05:16:09+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-sampler to gke-open-rl-dra-h100-sampler-a721f127-0853"
-    },
-    "sampler.event_Pulled": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "sampler.event_Created": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "event: Container created"
-    },
-    "sampler.event_Started": {
-     "ts": "2026-10-15 05:16:13+00:00",
-     "source": "event: Container started"
-    },
-    "sampler.process_first_log": {
-     "ts": "2026-10-15 05:16:28.490961+00:00",
-     "source": "container log, first line"
-    },
-    "sampler.engine_init_start": {
-     "ts": "2026-10-15 05:16:38.151495+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:38 [core.py:123] Initializing a V1 LLM engine (v0.30.0) with config: model='Qwen/Q"
-    },
-    "sampler.load_start": {
-     "ts": "2026-10-15 05:16:39.244394+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:39 [model_runner.py:396] Loading model from scratch..."
-    },
-    "sampler.prefetch_start": {
-     "ts": "2026-10-15 05:16:40.237765+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:40 [weight_utils.py:857] Prefetching checkpoint files into page cache started (in "
-    },
-    "sampler.weights_loaded": {
-     "ts": "2026-10-15 05:16:52.391122+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:52 [default_loader.py:430] Loading weights took 12.16 seconds",
-     "self_reported_s": 12.16
-    },
-    "sampler.model_loaded": {
-     "ts": "2026-10-15 05:16:53.020747+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:16:53 [model_runner.py:428] Model loading took 18.17 GiB memory and 14.053276 seconds",
-     "self_reported_s": 14.053276
-    },
-    "sampler.compile_done": {
-     "ts": "2026-10-15 05:17:29.578400+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:29 [monitor.py:53] torch.compile took 35.52 s in total",
-     "self_reported_s": 35.52
-    },
-    "sampler.graphs_captured": {
-     "ts": "2026-10-15 05:17:49.866634+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:49 [model_runner.py:1066] Graph capturing finished in 16 secs, took 0.78 GiB",
-     "self_reported_s": 16.0
-    },
-    "sampler.kv_cache_sized": {
-     "ts": "2026-10-15 05:17:50.489301+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:17:50 [gpu_worker.py:640] Available KV cache memory: 50.17 GiB"
-    },
-    "sampler.engine_init_done": {
-     "ts": "2026-10-15 05:18:09.053659+00:00",
-     "source": "container log: (EngineCore pid=169) INFO 10-15 05:18:09 [core.py:372] init engine (profile, create kv cache, warmup model) took 76.03 s",
-     "self_reported_s": 76.03
-    },
-    "sampler.ready_key": {
-     "ts": "2026-10-15 05:18:10+00:00",
-     "source": "redis poller: open_rl:sampler_ready:Qwen/Qwen3-8B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  },
-  "trainer": {
-   "workload": "lora-qwen-qwen3-8b-0-trainer",
-   "model_id": "Qwen/Qwen3-8B",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-qwen-qwen3-8b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 05:15:37+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:15:37.332000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 05:15:37.332000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 05:15:38.981000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 05:15:42+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 05:15:37+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 05:15:38+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 05:15:42+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 05:15:42+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 05:15:37+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 05:15:41+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 05:15:37+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 05:15:41+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 05:15:41+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 05:15:41+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 05:15:45.886784+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 05:15:46.108440+00:00",
-     "source": "container log: Loading base model Qwen/Qwen3-8B to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 05:15:58.258108+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 05:15:58.259517+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=Qwen/Qwen3-8B active_set=Qwen/Qwen3-8B-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 05:15:34+00:00",
-     "source": "redis poller: open_rl:trainer_ready:Qwen/Qwen2.5-0.5B"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt
deleted file mode 100644
index e83592ef..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:15:32.369+00:00
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json b/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json
deleted file mode 100644
index 9df2e608..00000000
--- a/runs/2026-10-15_cold_start/after-D2-8b-h100-cached/workloads.json
+++ /dev/null
@@ -1,355 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:16:09Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-sampler",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041373802335008",
-                "uid": "0c46d0b6-726c-4452-a321-7e87b66cd63b"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "29Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "sampler",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.vllm_sampler"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "30725539152"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_MODEL_ID",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "VLLM_SERVER_DEV_MODE",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "VLLM_ALLOW_INSECURE_SERIALIZATION",
-                                        "value": "1"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-sampler"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "40Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "40Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "35cbcea6-3b99-4526-8bc3-c6a94bb35da6",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:16:13Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-sampler-0c46d0b6",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "29Gi",
-                "nodeName": "gke-open-rl-dra-h100-sampler-a721f127-0853",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-sampler"
-            }
-        },
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:15:37Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041342325231004",
-                "uid": "d1f0b234-5386-41b2-b784-e32434f43d0b"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "20Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "Qwen/Qwen3-8B",
-                "ownerID": "qwen-qwen3-8b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "Qwen/Qwen3-8B",
-                                    "--active-tenant-set-id",
-                                    "Qwen/Qwen3-8B-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "Qwen/Qwen3-8B"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "20674967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-qwen-qwen3-8b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "36Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "36Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "ea5c40aa-ef66-4cb9-ada2-49e019e38b8f",
-                "claimName": "claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:15:42Z",
-                        "message": "worker is running on claim-lora-qwen-qwen3-8b-0-trainer-d1f0b234",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "20Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-qwen-qwen3-8b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log
deleted file mode 100644
index fc418348..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/api-server.log
+++ /dev/null
@@ -1,26 +0,0 @@
-2026-10-15T05:19:17.204+00:00	2026-10-15T05:19:17.207002187Z INFO:     127.0.0.1:58394 - "POST /api/v1/client/config HTTP/1.1" 200 OK
-2026-10-15T05:19:17.439+00:00	2026-10-15T05:19:17.441717541Z INFO:     127.0.0.1:58408 - "POST /api/v1/client/dynamic_config HTTP/1.1" 404 Not Found
-2026-10-15T05:19:17.507+00:00	2026-10-15T05:19:17.509980459Z INFO:     127.0.0.1:58408 - "POST /api/v1/create_session HTTP/1.1" 200 OK
-2026-10-15T05:19:17.741+00:00	2026-10-15T05:19:17.744372268Z [API_SERVER] enqueued op=create_model request_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
-2026-10-15T05:19:17.742+00:00	2026-10-15T05:19:17.745324931Z INFO:     127.0.0.1:58412 - "POST /api/v1/create_model HTTP/1.1" 200 OK
-2026-10-15T05:19:20.745+00:00	2026-10-15T05:19:20.746976080Z INFO:     10.32.3.1:37564 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:19:27.698+00:00	2026-10-15T05:19:27.698776198Z INFO:     127.0.0.1:52116 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:19:30.745+00:00	2026-10-15T05:19:30.747139576Z INFO:     10.32.3.1:37230 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:19:40.747+00:00	2026-10-15T05:19:40.747233817Z INFO:     10.32.3.1:48412 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:19:50.747+00:00	2026-10-15T05:19:50.746985238Z INFO:     10.32.3.1:41220 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:00.746+00:00	2026-10-15T05:20:00.747586306Z INFO:     10.32.3.1:59588 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:07.948+00:00	2026-10-15T05:20:07.949379797Z INFO:     127.0.0.1:54766 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:20:10.744+00:00	2026-10-15T05:20:10.747103480Z INFO:     10.32.3.1:40408 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:20.745+00:00	2026-10-15T05:20:20.746536607Z INFO:     10.32.3.1:43004 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:30.745+00:00	2026-10-15T05:20:30.746837230Z INFO:     10.32.3.1:59800 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:32.447+00:00	2026-10-15T05:20:32.450365504Z [API_SERVER] No live session uses qwen-qwen3-8b; tearing its workers down
-2026-10-15T05:20:40.746+00:00	2026-10-15T05:20:40.746710674Z INFO:     10.32.3.1:58932 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:50.745+00:00	2026-10-15T05:20:50.746442915Z INFO:     10.32.3.1:54538 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:20:58.177+00:00	2026-10-15T05:20:58.178160356Z INFO:     127.0.0.1:50924 - "POST /api/v1/telemetry HTTP/1.1" 200 OK
-2026-10-15T05:21:00.745+00:00	2026-10-15T05:21:00.746518377Z INFO:     10.32.3.1:48928 - "GET /api/v1/healthz HTTP/1.1" 200 OK
-2026-10-15T05:21:00.838+00:00	2026-10-15T05:21:00.842106688Z INFO:     127.0.0.1:50936 - "POST /api/v1/get_info HTTP/1.1" 200 OK
-2026-10-15T05:21:04.579+00:00	2026-10-15T05:21:04.560065189Z [API_SERVER] enqueued op=forward_backward request_id=78e99e90-36d1-4203-863a-1cc73a5c1ee1 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
-2026-10-15T05:21:04.580+00:00	2026-10-15T05:21:04.560605605Z INFO:     127.0.0.1:50936 - "POST /api/v1/forward_backward HTTP/1.1" 200 OK
-2026-10-15T05:21:08.105+00:00	2026-10-15T05:21:08.106319850Z [API_SERVER] enqueued op=optim_step request_id=de504127-e705-4531-a2cc-f37ca7755809 model_id=c0c2205d-aa11-49f3-9bfe-4dafd98e0314 active_set=google/gemma-4-e2b-1
-2026-10-15T05:21:08.105+00:00	2026-10-15T05:21:08.107759850Z INFO:     127.0.0.1:50936 - "POST /api/v1/optim_step HTTP/1.1" 200 OK
-2026-10-15T05:21:10.744+00:00	2026-10-15T05:21:10.747068885Z INFO:     10.32.3.1:48390 - "GET /api/v1/healthz HTTP/1.1" 200 OK
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl
deleted file mode 100644
index 9a091937..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.jsonl
+++ /dev/null
@@ -1,7 +0,0 @@
-{"ts": "2026-10-15T05:19:16.955+00:00", "t": 0.0, "phase": "start", "base_model": "google/gemma-4-e2b", "base_url": "http://127.0.0.1:9003"}
-{"ts": "2026-10-15T05:19:16.956+00:00", "t": 0.001, "phase": "create_model.start"}
-{"ts": "2026-10-15T05:21:00.658+00:00", "t": 103.703, "phase": "create_model.done", "model_id": "c0c2205d-aa11-49f3-9bfe-4dafd98e0314"}
-{"ts": "2026-10-15T05:21:04.495+00:00", "t": 107.54, "phase": "forward_backward.start"}
-{"ts": "2026-10-15T05:21:08.031+00:00", "t": 111.076, "phase": "forward_backward.done"}
-{"ts": "2026-10-15T05:21:09.190+00:00", "t": 112.235, "phase": "optim_step.done"}
-{"ts": "2026-10-15T05:21:09.196+00:00", "t": 112.241, "phase": "end"}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log
deleted file mode 100644
index 8fae29fe..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/client.log
+++ /dev/null
@@ -1,8 +0,0 @@
-[cold-start]    0.000s start {'base_model': 'google/gemma-4-e2b', 'base_url': 'http://127.0.0.1:9003'}
-[cold-start]    0.001s create_model.start 
-[cold-start]  103.703s create_model.done {'model_id': 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314'}
-[cold-start]  107.540s forward_backward.start 
-[cold-start]  111.076s forward_backward.done 
-[cold-start]  112.235s optim_step.done 
-[cold-start]  112.241s end 
-EXIT=0
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt
deleted file mode 100644
index a7b79641..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/collect-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:21:09.752+00:00
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json
deleted file mode 100644
index 89e9f845..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/events.json
+++ /dev/null
@@ -1,3265 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:10Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:10Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:10Z",
-                "name": "cold-start-fio.18de9a0ef295773d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039090760383011",
-                "uid": "d5915a58-e6d2-4888-8c0e-e6150aea91fc"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 1.766s (1.766s including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5be63862",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092515007000",
-                "uid": "355b59b9-3661-499d-8640-3f40c3c89375"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f5ecfa51a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092561663021",
-                "uid": "9e5f01c5-89cd-4473-b881-48a8a996fbda"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:38:12Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:38:12Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:38:12Z",
-                "name": "cold-start-fio.18de9a0f61ddd1e4",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039092605935011",
-                "uid": "d673685d-16ba-4d65-b17b-b425c1d2f6ab"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:40:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039086935807002",
-                "uid": "4def5a0a-832d-451c-a3ef-cab03d0d91d5"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:40:41Z",
-            "message": "Stopping container fio",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:40:41Z",
-                "name": "cold-start-fio.18de9a32081cf908",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039241446287009",
-                "uid": "14a62e42-13ba-4526-a04d-a934702e1163"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:18Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:18Z",
-            "message": "Pulling image \"ubuntu:24.04\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:18Z",
-                "name": "cold-start-fio.18de9a3a9867ce9f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039278208207001",
-                "uid": "974022d7-16ec-4c0d-bf3f-7203aef9e6b6"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Successfully pulled image \"ubuntu:24.04\" in 978ms (978ms including waiting). Image size: 29773586 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad2bcac91",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279188751014",
-                "uid": "ed3533ff-4205-4005-b7dd-d6994fe186bd"
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-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
-            "involvedObject": {
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-                "fieldPath": "spec.containers{fio}",
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-                "name": "cold-start-fio",
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-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad378cd74",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279219679006",
-                "uid": "deffd093-c0a5-497c-8d57-72dd515dff4c"
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-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:41:19Z",
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-                "fieldPath": "spec.containers{fio}",
-                "kind": "Pod",
-                "name": "cold-start-fio",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039274774991002",
-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:41:19Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:41:19Z",
-                "name": "cold-start-fio.18de9a3ad5aed221",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039279235135013",
-                "uid": "e37f2e68-3a75-4642-ad00-51c33c69cf40"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:11Z",
-            "involvedObject": {
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-                "fieldPath": "spec.containers{fio}",
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-                "uid": "06e55e33-14ac-474f-8d1e-229ef51ea557"
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:11Z",
-            "message": "Stopping container fio",
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-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
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-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Stopping container api-server",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d-zg9cl.18de9a78ce247435",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545418735013",
-                "uid": "ea8815fe-134f-4492-ac25-d9e75ec8d9d6"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:45Z",
-            "involvedObject": {
-                "apiVersion": "apps/v1",
-                "kind": "ReplicaSet",
-                "name": "open-rl-api-server-645ff9777d",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545300351007",
-                "uid": "944f738b-c170-42bd-a7fb-b560be6650b3"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:45Z",
-            "message": "Deleted pod: open-rl-api-server-645ff9777d-zg9cl",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:45Z",
-                "name": "open-rl-api-server-645ff9777d.18de9a78cd513e92",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039545387567001",
-                "uid": "cf4f8590-df28-4b16-81fc-f969ac56d830"
-            },
-            "reason": "SuccessfulDelete",
-            "reportingComponent": "replicaset-controller",
-            "reportingInstance": "",
-            "source": {
-                "component": "replicaset-controller"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:46Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546048591003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:46Z",
-            "message": "Successfully assigned openrl-system/open-rl-api-server-6d86b498f5-65swc to gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:46Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a78f8298472",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546102351012",
-                "uid": "dc59eb2c-80a6-4e27-84cb-c9e1ec4c59f0"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:49Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
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-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:49Z",
-            "message": "Pulling image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\"",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:49Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a79cecaeea8",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039549712335019",
-                "uid": "f3058d2c-fa64-40cd-b384-d338c7eb0bb8"
-            },
-            "reason": "Pulling",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:58Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:58Z",
-            "message": "Successfully pulled image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a\" in 9.007s (9.007s including waiting). Image size: 195425445 bytes.",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T04:45:58Z",
-                "name": "open-rl-api-server-6d86b498f5-65swc.18de9a7be7af61a3",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039558721215017",
-                "uid": "509c4369-d7f8-40c5-9eec-bcfd89092537"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-default-pool-c19e0101-2bk0",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-default-pool-c19e0101-2bk0"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T04:45:58Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{api-server}",
-                "kind": "Pod",
-                "name": "open-rl-api-server-6d86b498f5-65swc",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792039546075535003",
-                "uid": "6e1edc03-0aef-4a5b-8ed9-a1839f82057b"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T04:45:58Z",
-            "message": "Container created",
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-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041106361663006",
-                "uid": "f3fb2bbe-27c2-4585-912e-05837e6775ff"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:11:49Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:11:49Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9be50daf2189",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041109840015005",
-                "uid": "2950a976-a558-471f-94fb-1ac680004e4c"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:11:49Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041106361663006",
-                "uid": "f3fb2bbe-27c2-4585-912e-05837e6775ff"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:11:49Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:11:49Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9be5134afada",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041109931471020",
-                "uid": "d1c0b2ae-50a0-41e8-8333-441dd2250b23"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:14:49Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041106361663006",
-                "uid": "f3fb2bbe-27c2-4585-912e-05837e6775ff"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:14:49Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:14:49Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c0ece29f9b7",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041289153695008",
-                "uid": "9db24059-5412-4998-8f1e-ff4723a02422"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:15:37Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041337881599006",
-                "uid": "0ee6fe0b-938b-4a40-b3fd-369206fef170"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:15:37Z",
-            "message": "Successfully assigned openrl-system/orw-lora-qwen-qwen3-8b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:15:37Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c1a2ddca97f",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041338007727010",
-                "uid": "622520b7-a0c6-4899-9d8e-8b7e289a5c19"
-            },
-            "reason": "Scheduled",
-            "reportingComponent": "default-scheduler",
-            "reportingInstance": "",
-            "source": {
-                "component": "default-scheduler"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:15:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041337986559006",
-                "uid": "0ee6fe0b-938b-4a40-b3fd-369206fef170"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:15:41Z",
-            "message": "Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and can be accessed by the pod",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:15:41Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c1afae88647",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041341445023014",
-                "uid": "174539ca-68ae-411a-9602-b94910a4f8a1"
-            },
-            "reason": "Pulled",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:15:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
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-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041337986559006",
-                "uid": "0ee6fe0b-938b-4a40-b3fd-369206fef170"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:15:41Z",
-            "message": "Container created",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:15:41Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c1afb72b4d7",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041341467327017",
-                "uid": "abc887ed-fbc2-4086-9892-21b9dbd9ef25"
-            },
-            "reason": "Created",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:15:41Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041337986559006",
-                "uid": "0ee6fe0b-938b-4a40-b3fd-369206fef170"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:15:41Z",
-            "message": "Container started",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:15:41Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c1b0091bf79",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041341538399007",
-                "uid": "ce445484-5b88-4ca9-a93d-806ea29b103f"
-            },
-            "reason": "Started",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        },
-        {
-            "apiVersion": "v1",
-            "count": 1,
-            "eventTime": null,
-            "firstTimestamp": "2026-10-15T05:18:29Z",
-            "involvedObject": {
-                "apiVersion": "v1",
-                "fieldPath": "spec.containers{worker}",
-                "kind": "Pod",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041337986559006",
-                "uid": "0ee6fe0b-938b-4a40-b3fd-369206fef170"
-            },
-            "kind": "Event",
-            "lastTimestamp": "2026-10-15T05:18:29Z",
-            "message": "Stopping container worker",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:18:29Z",
-                "name": "orw-lora-qwen-qwen3-8b-0-trainer.18de9c41ffc5e74a",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041509032175007",
-                "uid": "aeee14b0-c22c-4f6d-b6c9-5f5dffbcc725"
-            },
-            "reason": "Killing",
-            "reportingComponent": "kubelet",
-            "reportingInstance": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-            "source": {
-                "component": "kubelet",
-                "host": "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-            },
-            "type": "Normal"
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt
deleted file mode 100644
index 167c1377..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/log-orw-lora-google-gemma-4-e2b-0-trainer.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-2026-10-15T05:19:26.404504520Z 
-2026-10-15T05:19:26.404565293Z ==================================================
-2026-10-15T05:19:26.404587125Z       Open-RL PyTorch Training Worker
-2026-10-15T05:19:26.404588917Z ==================================================
-2026-10-15T05:19:26.404590495Z -> Hardware : CUDA_VISIBLE_DEVICES=ALL
-2026-10-15T05:19:26.421803817Z -> Fine-Tuning Type: lora (Is LoRA: True)
-2026-10-15T05:19:26.421826430Z 
-2026-10-15T05:19:26.629647334Z Loading base model google/gemma-4-e2b to cuda:0...
-2026-10-15T05:19:27.261237071Z Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
-2026-10-15T05:19:31.643943906Z [prefetch] reading 1 file(s), 9.54 GiB, from nfs into the page cache with 8 threads
-2026-10-15T05:20:56.741663012Z [prefetch] done: 9.54 GiB in 85.1 s (115 MiB/s)
-2026-10-15T05:20:58.914432483Z 
-Loading weights:   0%|          | 0/1951 [00:00<?, ?it/s]
-Loading weights:  29%|██▉       | 566/1951 [00:00<00:00, 5657.85it/s]
-Loading weights:  58%|█████▊    | 1132/1951 [00:01<00:00, 875.37it/s]
-Loading weights:  72%|███████▏  | 1398/1951 [00:01<00:00, 960.95it/s]
-Loading weights: 100%|██████████| 1951/1951 [00:01<00:00, 1376.59it/s]
-2026-10-15T05:20:59.148194239Z Successfully loaded.
-2026-10-15T05:20:59.149890781Z [WORKER] Training requests processor started (model=google/gemma-4-e2b active_set=google/gemma-4-e2b-1).
-2026-10-15T05:20:59.155444366Z 
-2026-10-15T05:20:59.155449172Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: create_model:c0c2205d-aa11-49f3-9bfe-4dafd98e0314
-2026-10-15T05:20:59.156103353Z Base model google/gemma-4-e2b already loaded.
-2026-10-15T05:20:59.156107693Z Creating LoRA adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314'...
-2026-10-15T05:20:59.582261110Z Gradient checkpointing and input require grads enabled on PEFT model.
-2026-10-15T05:20:59.589461476Z LoRA adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' created and set to active.
-2026-10-15T05:21:00.582684224Z Auto-saved adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' to /mnt/shared/open-rl/peft/c0c2205d-aa11-49f3-9bfe-4dafd98e0314
-2026-10-15T05:21:04.561103031Z 
-2026-10-15T05:21:04.561151391Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: forward_backward:78e99e90-36d1-4203-863a-1cc73a5c1ee1
-2026-10-15T05:21:08.107186365Z 
-2026-10-15T05:21:08.107226037Z [TRAINING REQUESTS] Popped 1 requests for model: c0c2205d-aa11-49f3-9bfe-4dafd98e0314: optim_step:de504127-e705-4531-a2cc-f37ca7755809
-2026-10-15T05:21:08.117344320Z Initializing AdamW optimizer for 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' with lr=0.0001
-2026-10-15T05:21:09.182889699Z Auto-saved adapter 'c0c2205d-aa11-49f3-9bfe-4dafd98e0314' to /mnt/shared/open-rl/peft/c0c2205d-aa11-49f3-9bfe-4dafd98e0314
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json
deleted file mode 100644
index c67ae5dc..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/monitoring.json
+++ /dev/null
@@ -1,158 +0,0 @@
-{
- "read_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "project_id": "cdrollouts-sunilarora",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "location": "us-central1-b"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:20:45Z",
-       "endTime": "2026-10-15T05:20:45Z"
-      },
-      "value": {
-       "doubleValue": 60396414.6
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:19:45Z",
-       "endTime": "2026-10-15T05:19:45Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:18:45Z",
-       "endTime": "2026-10-15T05:18:45Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- },
- "read_ops_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_ops_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "location": "us-central1-b",
-      "project_id": "cdrollouts-sunilarora"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:20:45Z",
-       "endTime": "2026-10-15T05:20:45Z"
-      },
-      "value": {
-       "doubleValue": 888.6833333333333
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:19:45Z",
-       "endTime": "2026-10-15T05:19:45Z"
-      },
-      "value": {
-       "doubleValue": 4.666666666666667
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:18:45Z",
-       "endTime": "2026-10-15T05:18:45Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "{operation}/s"
- },
- "write_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/write_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "project_id": "cdrollouts-sunilarora",
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:20:45Z",
-       "endTime": "2026-10-15T05:20:45Z"
-      },
-      "value": {
-       "doubleValue": 419.01666666666665
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:19:45Z",
-       "endTime": "2026-10-15T05:19:45Z"
-      },
-      "value": {
-       "doubleValue": 273.06666666666666
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T05:18:45Z",
-       "endTime": "2026-10-15T05:18:45Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-after.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json
deleted file mode 100644
index aa944f78..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/node-images-before.json
+++ /dev/null
@@ -1,51 +0,0 @@
-{
- "gke-open-rl-dra-default-pool-095bf129-0flt": [],
- "gke-open-rl-dra-default-pool-c19e0101-2bk0": [
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:agent4-e440b83",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-api-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-default-pool-ec729728-6mpx": [],
- "gke-open-rl-dra-h100-sampler-a721f127-0853": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-client:pr271-210aee9",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6"
- ],
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ],
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/lwr-client:20260920-0009",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:b95b249",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:pr271-210aee9"
- ],
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": [
-  "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:agent3-9f8dc13",
-  "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a"
- ]
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json
deleted file mode 100644
index ed586dc3..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/pods.json
+++ /dev/null
@@ -1,6378 +0,0 @@
-{
- "apiVersion": "v1",
- "items": [
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-12T00:12:28Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-66wh7",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791764209195247009",
-    "uid": "900198f2-ba3a-4af8-8fc8-a73c4af1c45d"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-cwdlp",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
-         }
-        }
-       ]
-      }
-     }
-    ]
-   },
-   "status": {
-    "conditions": [
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodReadyToStartContainers"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Initialized"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "Ready"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:16:49Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "ContainersReady"
-     },
-     {
-      "lastProbeTime": null,
-      "lastTransitionTime": "2026-10-12T00:12:28Z",
-      "observedGeneration": 1,
-      "status": "True",
-      "type": "PodScheduled"
-     }
-    ],
-    "containerStatuses": [
-     {
-      "allocatedResources": {
-       "cpu": "250m",
-       "memory": "256Mi"
-      },
-      "containerID": "containerd://0e27db869c45955b79804657dc3af6c194008cafc72a64a1acbf345cf69747aa",
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imageID": "ghcr.io/gke-labs/open-rl/server@sha256:df79252c079400c0862cd172aeaa5491c260c49e60b65d56c24b360971c3aeec",
-      "lastState": {},
-      "name": "accel-timeslicer",
-      "ready": true,
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "restartCount": 0,
-      "started": true,
-      "state": {
-       "running": {
-        "startedAt": "2026-10-12T00:16:49Z"
-       }
-      },
-      "user": {
-       "linux": {
-        "gid": 0,
-        "supplementalGroups": [
-         0
-        ],
-        "uid": 0
-       }
-      },
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-cwdlp",
-        "readOnly": true,
-        "recursiveReadOnly": "Disabled"
-       }
-      ]
-     }
-    ],
-    "hostIP": "10.128.15.196",
-    "hostIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "observedGeneration": 1,
-    "phase": "Running",
-    "podIP": "10.128.15.196",
-    "podIPs": [
-     {
-      "ip": "10.128.15.196"
-     }
-    ],
-    "qosClass": "Burstable",
-    "startTime": "2026-10-12T00:12:28Z"
-   }
-  },
-  {
-   "apiVersion": "v1",
-   "kind": "Pod",
-   "metadata": {
-    "creationTimestamp": "2026-10-14T02:19:20Z",
-    "generateName": "open-rl-accel-timeslicer-",
-    "generation": 1,
-    "labels": {
-     "app": "open-rl-accel-timeslicer",
-     "controller-revision-hash": "74748679dc",
-     "pod-template-generation": "3",
-     "topology.kubernetes.io/region": "us-central1",
-     "topology.kubernetes.io/zone": "us-central1-a"
-    },
-    "name": "open-rl-accel-timeslicer-cm7x6",
-    "namespace": "openrl-system",
-    "ownerReferences": [
-     {
-      "apiVersion": "apps/v1",
-      "blockOwnerDeletion": true,
-      "controller": true,
-      "kind": "DaemonSet",
-      "name": "open-rl-accel-timeslicer",
-      "uid": "180e97bf-4415-47ff-9278-ca88d85075cf"
-     }
-    ],
-    "resourceVersion": "1791945508482719021",
-    "uid": "0cf34645-9d98-4c62-a9f5-de7d8bccf2b9"
-   },
-   "spec": {
-    "affinity": {
-     "nodeAffinity": {
-      "requiredDuringSchedulingIgnoredDuringExecution": {
-       "nodeSelectorTerms": [
-        {
-         "matchFields": [
-          {
-           "key": "metadata.name",
-           "operator": "In",
-           "values": [
-            "gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-           ]
-          }
-         ]
-        }
-       ]
-      }
-     }
-    },
-    "containers": [
-     {
-      "args": [
-       "--listen-host",
-       "0.0.0.0",
-       "--port",
-       "9753",
-       "--backend",
-       "llmd",
-       "--llmd-snapshot-endpoint",
-       "127.0.0.1:9001",
-       "--scheduling-policy",
-       "lrs"
-      ],
-      "command": [
-       "uv",
-       "run",
-       "python",
-       "-m",
-       "accel_timeslicer.serve"
-      ],
-      "image": "ghcr.io/gke-labs/open-rl/server:v0.0.6",
-      "imagePullPolicy": "IfNotPresent",
-      "name": "accel-timeslicer",
-      "ports": [
-       {
-        "containerPort": 9753,
-        "hostPort": 9753,
-        "name": "snapshot",
-        "protocol": "TCP"
-       }
-      ],
-      "resources": {
-       "limits": {
-        "memory": "1Gi"
-       },
-       "requests": {
-        "cpu": "250m",
-        "memory": "256Mi"
-       }
-      },
-      "terminationMessagePath": "/dev/termination-log",
-      "terminationMessagePolicy": "File",
-      "volumeMounts": [
-       {
-        "mountPath": "/var/run/secrets/kubernetes.io/serviceaccount",
-        "name": "kube-api-access-zbkzx",
-        "readOnly": true
-       }
-      ]
-     }
-    ],
-    "dnsPolicy": "ClusterFirstWithHostNet",
-    "enableServiceLinks": true,
-    "hostNetwork": true,
-    "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-    "nodeSelector": {
-     "nvidia.com/gpu.present": "true"
-    },
-    "preemptionPolicy": "PreemptLowerPriority",
-    "priority": 1000000,
-    "priorityClassName": "openrl-node-daemon",
-    "restartPolicy": "Always",
-    "schedulerName": "default-scheduler",
-    "securityContext": {},
-    "serviceAccount": "default",
-    "serviceAccountName": "default",
-    "terminationGracePeriodSeconds": 30,
-    "tolerations": [
-     {
-      "effect": "NoSchedule",
-      "key": "nvidia.com/gpu",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/not-ready",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoExecute",
-      "key": "node.kubernetes.io/unreachable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/disk-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/memory-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/pid-pressure",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/unschedulable",
-      "operator": "Exists"
-     },
-     {
-      "effect": "NoSchedule",
-      "key": "node.kubernetes.io/network-unavailable",
-      "operator": "Exists"
-     }
-    ],
-    "volumes": [
-     {
-      "name": "kube-api-access-zbkzx",
-      "projected": {
-       "defaultMode": 420,
-       "sources": [
-        {
-         "serviceAccountToken": {
-          "expirationSeconds": 3607,
-          "path": "token"
-         }
-        },
-        {
-         "configMap": {
-          "items": [
-           {
-            "key": "ca.crt",
-            "path": "ca.crt"
-           }
-          ],
-          "name": "kube-root-ca.crt"
-         }
-        },
-        {
-         "downwardAPI": {
-          "items": [
-           {
-            "fieldRef": {
-             "apiVersion": "v1",
-             "fieldPath": "metadata.namespace"
-            },
-            "path": "namespace"
-           }
-          ]
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\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log
deleted file mode 100644
index 117e2527..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/redis-ready.log
+++ /dev/null
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-2026-10-15T05:20:58.668+00:00	2026-10-15T05:20:58Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:20:59.675+00:00	2026-10-15T05:20:59Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:20:59.675+00:00	2026-10-15T05:20:59Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:20:59.675+00:00	2026-10-15T05:20:59Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:00.679+00:00	2026-10-15T05:21:00Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:00.679+00:00	2026-10-15T05:21:00Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:00.679+00:00	2026-10-15T05:21:00Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:01.685+00:00	2026-10-15T05:21:01Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:01.685+00:00	2026-10-15T05:21:01Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:01.685+00:00	2026-10-15T05:21:01Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:02.694+00:00	2026-10-15T05:21:02Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:02.694+00:00	2026-10-15T05:21:02Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:02.694+00:00	2026-10-15T05:21:02Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:03.695+00:00	2026-10-15T05:21:03Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:03.695+00:00	2026-10-15T05:21:03Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:03.695+00:00	2026-10-15T05:21:03Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:04.699+00:00	2026-10-15T05:21:04Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:04.699+00:00	2026-10-15T05:21:04Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:04.699+00:00	2026-10-15T05:21:04Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:05.705+00:00	2026-10-15T05:21:05Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:05.705+00:00	2026-10-15T05:21:05Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:05.706+00:00	2026-10-15T05:21:05Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:06.711+00:00	2026-10-15T05:21:06Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:06.711+00:00	2026-10-15T05:21:06Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:06.711+00:00	2026-10-15T05:21:06Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:07.716+00:00	2026-10-15T05:21:07Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:07.716+00:00	2026-10-15T05:21:07Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:07.716+00:00	2026-10-15T05:21:07Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:08.721+00:00	2026-10-15T05:21:08Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:08.721+00:00	2026-10-15T05:21:08Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:08.721+00:00	2026-10-15T05:21:08Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:09.727+00:00	2026-10-15T05:21:09Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:09.727+00:00	2026-10-15T05:21:09Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:09.727+00:00	2026-10-15T05:21:09Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:10.736+00:00	2026-10-15T05:21:10Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:10.736+00:00	2026-10-15T05:21:10Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:10.743+00:00	2026-10-15T05:21:10Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:11.744+00:00	2026-10-15T05:21:11Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:11.744+00:00	2026-10-15T05:21:11Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:11.744+00:00	2026-10-15T05:21:11Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:12.742+00:00	2026-10-15T05:21:12Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:12.742+00:00	2026-10-15T05:21:12Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:12.742+00:00	2026-10-15T05:21:12Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:13.747+00:00	2026-10-15T05:21:13Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:13.747+00:00	2026-10-15T05:21:13Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:13.747+00:00	2026-10-15T05:21:13Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
-2026-10-15T05:21:14.753+00:00	2026-10-15T05:21:14Z open_rl:trainer_ready:google/gemma-4-e2b
-2026-10-15T05:21:14.753+00:00	2026-10-15T05:21:14Z open_rl:trainer_ready:Qwen/Qwen3-8B
-2026-10-15T05:21:14.753+00:00	2026-10-15T05:21:14Z open_rl:trainer_ready:Qwen/Qwen2.5-0.5B
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log
deleted file mode 100644
index 0d9bb354..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/scheduler.log
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:19:17.886+00:00	2026-10-15T05:19:17.886641912Z {"level":"info","ts":"2026-10-15T05:19:17Z","msg":"cutting a claim","controller":"workload","controllerGroup":"openrl.io","controllerKind":"Workload","Workload":{"name":"lora-google-gemma-4-e2b-0-trainer","namespace":"openrl-system"},"namespace":"openrl-system","name":"lora-google-gemma-4-e2b-0-trainer","reconcileID":"a1f93724-20d1-4522-94b3-1704ea3d9549","claim":"claim-lora-google-gemma-4-e2b-0-trainer-9599d8df","worker":"lora-google-gemma-4-e2b-0-trainer","tiers":"t1x80"}
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json
deleted file mode 100644
index 5f33434e..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/timeline.json
+++ /dev/null
@@ -1,130 +0,0 @@
-{
- "case": "after-E1-gemma-e2b-h100-trainer-only",
- "collected": "2026-10-15T05:21:15.468+00:00",
- "client": {
-  "client.start": {
-   "ts": "2026-10-15 05:19:16.955000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "base_model": "google/gemma-4-e2b",
-   "base_url": "http://127.0.0.1:9003"
-  },
-  "client.create_model.start": {
-   "ts": "2026-10-15 05:19:16.956000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.create_model.done": {
-   "ts": "2026-10-15 05:21:00.658000+00:00",
-   "source": "client.jsonl (laptop clock)",
-   "model_id": "c0c2205d-aa11-49f3-9bfe-4dafd98e0314"
-  },
-  "client.forward_backward.start": {
-   "ts": "2026-10-15 05:21:04.495000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.forward_backward.done": {
-   "ts": "2026-10-15 05:21:08.031000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.optim_step.done": {
-   "ts": "2026-10-15 05:21:09.190000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  },
-  "client.end": {
-   "ts": "2026-10-15 05:21:09.196000+00:00",
-   "source": "client.jsonl (laptop clock)"
-  }
- },
- "workers": {
-  "trainer": {
-   "workload": "lora-google-gemma-4-e2b-0-trainer",
-   "model_id": "google/gemma-4-e2b",
-   "node": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-   "pod": "orw-lora-google-gemma-4-e2b-0-trainer",
-   "marks": {
-    "trainer.workload_created": {
-     "ts": "2026-10-15 05:19:17+00:00",
-     "source": "Workload creationTimestamp (apiserver)"
-    },
-    "trainer.workload_first_seen_by_poller": {
-     "ts": "2026-10-15 05:19:17.844000+00:00",
-     "source": "workloads.tsv poller (laptop clock, 1 s)"
-    },
-    "trainer.workload_reports_pod": {
-     "ts": "2026-10-15 05:19:17.844000+00:00",
-     "source": "workloads.tsv poller: status.podName set"
-    },
-    "trainer.workload_reports_node": {
-     "ts": "2026-10-15 05:19:17.844000+00:00",
-     "source": "workloads.tsv poller: status.nodeName set"
-    },
-    "trainer.condition_Placed_True": {
-     "ts": "2026-10-15 05:19:22+00:00",
-     "source": "Workload condition Placed"
-    },
-    "trainer.pod_created": {
-     "ts": "2026-10-15 05:19:17+00:00",
-     "source": "pod creationTimestamp (apiserver)"
-    },
-    "trainer.pod_Initialized": {
-     "ts": "2026-10-15 05:19:18+00:00",
-     "source": "pod condition Initialized"
-    },
-    "trainer.pod_Ready": {
-     "ts": "2026-10-15 05:19:22+00:00",
-     "source": "pod condition Ready"
-    },
-    "trainer.pod_ContainersReady": {
-     "ts": "2026-10-15 05:19:22+00:00",
-     "source": "pod condition ContainersReady"
-    },
-    "trainer.pod_PodScheduled": {
-     "ts": "2026-10-15 05:19:18+00:00",
-     "source": "pod condition PodScheduled"
-    },
-    "trainer.container_started": {
-     "ts": "2026-10-15 05:19:22+00:00",
-     "source": "containerStatuses.state.running.startedAt"
-    },
-    "trainer.event_Scheduled": {
-     "ts": "2026-10-15 05:19:18+00:00",
-     "source": "event: Successfully assigned openrl-system/orw-lora-google-gemma-4-e2b-0-trainer to gke-open-rl-dra-h100-trainer-702095b4-1g3a"
-    },
-    "trainer.event_Pulled": {
-     "ts": "2026-10-15 05:19:21+00:00",
-     "source": "event: Container image \"us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a\" already present on machine and ",
-     "kubelet_pull_s": null,
-     "pulled_from_cache": true
-    },
-    "trainer.event_Created": {
-     "ts": "2026-10-15 05:19:21+00:00",
-     "source": "event: Container created"
-    },
-    "trainer.event_Started": {
-     "ts": "2026-10-15 05:19:22+00:00",
-     "source": "event: Container started"
-    },
-    "trainer.process_first_log": {
-     "ts": "2026-10-15 05:19:26.404504+00:00",
-     "source": "container log, first line"
-    },
-    "trainer.load_start": {
-     "ts": "2026-10-15 05:19:26.629647+00:00",
-     "source": "container log: Loading base model google/gemma-4-e2b to cuda:0..."
-    },
-    "trainer.load_done": {
-     "ts": "2026-10-15 05:20:59.148194+00:00",
-     "source": "container log: Successfully loaded."
-    },
-    "trainer.processor_started": {
-     "ts": "2026-10-15 05:20:59.149890+00:00",
-     "source": "container log: [WORKER] Training requests processor started (model=google/gemma-4-e2b active_set=google/gemma-4-e2b-1)."
-    },
-    "trainer.ready_key": {
-     "ts": "2026-10-15 05:20:59+00:00",
-     "source": "redis poller: open_rl:trainer_ready:google/gemma-4-e2b"
-    }
-   },
-   "image_id": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server@sha256:2e1c95e42a4b43d72496e9a87cb6c299baf3568eea533d01c3bbd84c6bb03801"
-  }
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt
deleted file mode 100644
index 129d7188..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/trainer-mountstats-final.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-	age:	139
-	bytes:	10310987496 193420982 0 0 10278805070 193420982 2509480 5046 
-	        READ: 9809 9809 0 1530204 10280060636 156 1166428 1166717 0
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt
deleted file mode 100644
index 064712cf..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/watch-started.txt
+++ /dev/null
@@ -1 +0,0 @@
-2026-10-15T05:19:12.931+00:00
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt
deleted file mode 100644
index a9917932..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/worker-image.txt
+++ /dev/null
@@ -1 +0,0 @@
-us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json b/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json
deleted file mode 100644
index d4691237..00000000
--- a/runs/2026-10-15_cold_start/after-E1-gemma-e2b-h100-trainer-only/workloads.json
+++ /dev/null
@@ -1,179 +0,0 @@
-{
-    "apiVersion": "v1",
-    "items": [
-        {
-            "apiVersion": "openrl.io/v1alpha1",
-            "kind": "Workload",
-            "metadata": {
-                "creationTimestamp": "2026-10-15T05:19:17Z",
-                "finalizers": [
-                    "openrl.io/placement"
-                ],
-                "generation": 2,
-                "labels": {
-                    "app.kubernetes.io/managed-by": "open-rl-api-server"
-                },
-                "name": "lora-google-gemma-4-e2b-0-trainer",
-                "namespace": "openrl-system",
-                "resourceVersion": "1792041562868847023",
-                "uid": "9599d8df-0b82-4efe-af9e-7cbe227a755f"
-            },
-            "spec": {
-                "accelerator": {
-                    "memory": "15Gi",
-                    "mode": "SingleGPU"
-                },
-                "exclusive": true,
-                "modelID": "google/gemma-4-e2b",
-                "ownerID": "google-gemma-4-e2b",
-                "role": "trainer",
-                "template": {
-                    "metadata": {},
-                    "spec": {
-                        "containers": [
-                            {
-                                "args": [
-                                    "--model-id",
-                                    "google/gemma-4-e2b",
-                                    "--active-tenant-set-id",
-                                    "google/gemma-4-e2b-1"
-                                ],
-                                "command": [
-                                    "uv",
-                                    "run",
-                                    "python",
-                                    "-u",
-                                    "-m",
-                                    "server.training_requests_processor"
-                                ],
-                                "env": [
-                                    {
-                                        "name": "REDIS_URL",
-                                        "value": "redis://redis-service:6379?max_connections=500"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TMP_DIR",
-                                        "value": "/mnt/shared/open-rl"
-                                    },
-                                    {
-                                        "name": "HF_HOME",
-                                        "value": "/mnt/shared/open-rl/huggingface"
-                                    },
-                                    {
-                                        "name": "BASE_MODEL",
-                                        "value": "google/gemma-4-e2b"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_BASE_MODEL",
-                                        "value": "google/gemma-4-e2b"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ENABLE_FFT",
-                                        "value": "false"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_FINE_TUNING_TYPE",
-                                        "value": "lora"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCELERATOR_MEMORY",
-                                        "value": "15174967296"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WEIGHT_SYNC_STRATEGY",
-                                        "value": "delta"
-                                    },
-                                    {
-                                        "name": "PYTORCH_CUDA_ALLOC_CONF",
-                                        "value": "expandable_segments:True"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_WORKLOAD_ID",
-                                        "value": "lora-google-gemma-4-e2b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICE_JOB_ID",
-                                        "value": "lora-google-gemma-4-e2b-0-trainer"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_PORT",
-                                        "value": "9753"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_TIME_SLICING",
-                                        "value": "off"
-                                    },
-                                    {
-                                        "name": "OPEN_RL_ACCEL_TIMESLICER_HOST",
-                                        "valueFrom": {
-                                            "fieldRef": {
-                                                "fieldPath": "status.hostIP"
-                                            }
-                                        }
-                                    }
-                                ],
-                                "image": "us-central1-docker.pkg.dev/cdrollouts-sunilarora/open-rl/open-rl-server:coldstart1-dca985a",
-                                "name": "worker",
-                                "resources": {
-                                    "limits": {
-                                        "memory": "31Gi"
-                                    },
-                                    "requests": {
-                                        "memory": "31Gi"
-                                    }
-                                },
-                                "volumeMounts": [
-                                    {
-                                        "mountPath": "/mnt/shared",
-                                        "name": "shared-storage"
-                                    }
-                                ]
-                            }
-                        ],
-                        "restartPolicy": "OnFailure",
-                        "tolerations": [
-                            {
-                                "effect": "NoSchedule",
-                                "key": "nvidia.com/gpu",
-                                "operator": "Exists"
-                            }
-                        ],
-                        "volumes": [
-                            {
-                                "name": "shared-storage",
-                                "persistentVolumeClaim": {
-                                    "claimName": "open-rl-shared-pvc"
-                                }
-                            }
-                        ]
-                    }
-                },
-                "trainingKind": "lora",
-                "workerContainerName": "worker"
-            },
-            "status": {
-                "assignmentID": "b94051af-3bbd-4259-907b-8dfff64f977d",
-                "claimName": "claim-lora-google-gemma-4-e2b-0-trainer-9599d8df",
-                "conditions": [
-                    {
-                        "lastTransitionTime": "2026-10-15T05:19:22Z",
-                        "message": "worker is running on claim-lora-google-gemma-4-e2b-0-trainer-9599d8df",
-                        "reason": "Placed",
-                        "status": "True",
-                        "type": "Placed"
-                    }
-                ],
-                "deviceCount": 1,
-                "memoryPerDevice": "15Gi",
-                "nodeName": "gke-open-rl-dra-h100-trainer-702095b4-1g3a",
-                "observedGeneration": 2,
-                "phase": "Running",
-                "podName": "orw-lora-google-gemma-4-e2b-0-trainer"
-            }
-        }
-    ],
-    "kind": "List",
-    "metadata": {
-        "resourceVersion": ""
-    }
-}
diff --git a/runs/2026-10-15_cold_start/after-progress.txt b/runs/2026-10-15_cold_start/after-progress.txt
deleted file mode 100644
index 29449cc8..00000000
--- a/runs/2026-10-15_cold_start/after-progress.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-after-A1-0.5b-l4-cold DONE=0 04:56:11
-after-B1-0.5b-l4-cached DONE=0 05:00:05
-after-B2-0.5b-l4-cached DONE=0 05:03:35
-after-C1-8b-h100-cold DONE=0 05:10:35
-after-D1-8b-h100-cached DONE=0 05:14:27
-after-D2-8b-h100-cached DONE=0 05:18:18
-ALL DONE 05:18:18
diff --git a/runs/2026-10-15_cold_start/after.log b/runs/2026-10-15_cold_start/after.log
deleted file mode 100644
index e69de29b..00000000
diff --git a/runs/2026-10-15_cold_start/after.sh b/runs/2026-10-15_cold_start/after.sh
deleted file mode 100755
index cceae12d..00000000
--- a/runs/2026-10-15_cold_start/after.sh
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/usr/bin/env bash
-# The matrix again on the fixed images (coldstart1-dca985a): first run per
-# node pair pulls the new tag (cold image), the next two find it cached.
-set -u
-cd "$(dirname "$0")/../.."
-export PATH=$PATH:$HOME/.local/bin
-R=runs/2026-10-15_cold_start
-run() { scripts/cold_start_case.sh "$R/$1" "$2" "$3" "$4" > "$R/$1.run.log" 2>&1; echo "$1 DONE=$? $(date -u +%T)" >> "$R/after-progress.txt"; }
-run after-A1-0.5b-l4-cold   Qwen/Qwen2.5-0.5B lvw8 2208
-run after-B1-0.5b-l4-cached Qwen/Qwen2.5-0.5B lvw8 2208
-run after-B2-0.5b-l4-cached Qwen/Qwen2.5-0.5B lvw8 2208
-run after-C1-8b-h100-cold   Qwen/Qwen3-8B 1g3a 0853
-run after-D1-8b-h100-cached Qwen/Qwen3-8B 1g3a 0853
-run after-D2-8b-h100-cached Qwen/Qwen3-8B 1g3a 0853
-echo "ALL DONE $(date -u +%T)" >> "$R/after-progress.txt"
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt
deleted file mode 100644
index 4c02098a..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/file.txt
+++ /dev/null
@@ -1 +0,0 @@
-file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json
deleted file mode 100644
index 10888371..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-randread-4k-direct.json
+++ /dev/null
@@ -1,260 +0,0 @@
-{
-  "fio version" : "fio-3.36",
-  "timestamp" : 1792039384,
-  "timestamp_ms" : 1792039384251,
-  "time" : "Thu Oct 15 04:43:04 2026",
-  "jobs" : [
-    {
-      "jobname" : "randread",
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-      "error" : 0,
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-      "job options" : {
-        "name" : "randread",
-        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors",
-        "rw" : "randread",
-        "bs" : "4k",
-        "direct" : "1",
-        "ioengine" : "psync",
-        "numjobs" : "1",
-        "runtime" : "30",
-        "time_based" : "1"
-      },
-      "read" : {
-        "io_bytes" : 4075520,
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-          "min" : 895008,
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-        "bw_agg" : 99.597683,
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-        "iops_stddev" : 11.588227,
-        "iops_samples" : 60
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-      "latency_ms" : {
-        "2" : 17.185930,
-        "4" : 1.206030,
-        "10" : 0.301508,
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-      "latency_depth" : 1,
-      "latency_target" : 0,
-      "latency_percentile" : 100.000000,
-      "latency_window" : 0
-    }
-  ]
-}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-4jobs-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-4jobs-direct.json
deleted file mode 100644
index a7ac7b43..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-4jobs-direct.json
+++ /dev/null
@@ -1,261 +0,0 @@
-{
-  "fio version" : "fio-3.36",
-  "timestamp" : 1792039447,
-  "timestamp_ms" : 1792039447569,
-  "time" : "Thu Oct 15 04:44:07 2026",
-  "jobs" : [
-    {
-      "jobname" : "seqread-1M-4jobs",
-      "groupid" : 0,
-      "job_start" : 1792039417469,
-      "error" : 0,
-      "eta" : 0,
-      "elapsed" : 31,
-      "job options" : {
-        "name" : "seqread-1M-4jobs",
-        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors",
-        "rw" : "read",
-        "bs" : "1M",
-        "direct" : "1",
-        "ioengine" : "psync",
-        "numjobs" : "4",
-        "offset_increment" : "20%",
-        "runtime" : "30",
-        "time_based" : "1"
-      },
-      "read" : {
-        "io_bytes" : 4250927104,
-        "io_kbytes" : 4151296,
-        "bw_bytes" : 141292531,
-        "bw" : 137980,
-        "iops" : 134.747058,
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-}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-buffered.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-buffered.json
deleted file mode 100644
index 5f1e6a58..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-buffered.json
+++ /dev/null
@@ -1,260 +0,0 @@
-{
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diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-1M-direct.json
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index 943ffb14..00000000
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diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-256k-qd1-direct.json b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/fio-seqread-256k-qd1-direct.json
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index 430aa12a..00000000
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+++ /dev/null
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-        "1000" : 0.185943
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-      "latency_ms" : {
-        "2" : 71.309037,
-        "4" : 18.185199,
-        "10" : 0.409074,
-        "20" : 1.283005,
-        "50" : 5.931573,
-        "100" : 2.361473,
-        "250" : 0.316103,
-        "500" : 0.018594,
-        "750" : 0.000000,
-        "1000" : 0.000000,
-        "2000" : 0.000000,
-        ">=2000" : 0.000000
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-      "latency_depth" : 1,
-      "latency_target" : 0,
-      "latency_percentile" : 100.000000,
-      "latency_window" : 0
-    }
-  ]
-}
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt
deleted file mode 100644
index 191b93ff..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-after.txt
+++ /dev/null
@@ -1,31 +0,0 @@
-device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
-	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
-	age:	232
-	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
-	sec:	flavor=1,pseudoflavor=1
-	events:	31 451 0 0 13 9 518 0 0 3630 0 0 4 0 11 0 0 11 0 0 0 0 0 0 0 0 0 
-	bytes:	3805282304 0 6688223232 0 10494554112 0 929280 0 
-	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
-	xprt:	tcp 961 1 2 0 1 15104 15104 0 30403 0 4 13 15292
-	per-op statistics
-	        NULL: 1 1 0 44 24 3 1 4 0
-	     GETATTR: 33 33 0 4720 3696 0 34 34 0
-	     SETATTR: 0 0 0 0 0 0 0 0 0
-	      LOOKUP: 17 17 0 3100 4012 0 16 17 0
-	      ACCESS: 9 9 0 1324 1080 0 9 9 0
-	    READLINK: 3 3 0 432 588 0 38 38 0
-	        READ: 15033 15033 0 2345148 10496478336 206 346790 347214 0
-	       WRITE: 0 0 0 0 0 0 0 0 0
-	      CREATE: 0 0 0 0 0 0 0 0 0
-	       MKDIR: 0 0 0 0 0 0 0 0 0
-	     SYMLINK: 0 0 0 0 0 0 0 0 0
-	       MKNOD: 0 0 0 0 0 0 0 0 0
-	      REMOVE: 0 0 0 0 0 0 0 0 0
-	       RMDIR: 0 0 0 0 0 0 0 0 0
-	      RENAME: 0 0 0 0 0 0 0 0 0
-	        LINK: 0 0 0 0 0 0 0 0 0
-	     READDIR: 0 0 0 0 0 0 0 0 0
-	 READDIRPLUS: 2 2 0 336 2764 0 2 2 0
-	      FSSTAT: 2 2 0 272 168 0 1 1 0
-	      FSINFO: 2 2 0 272 160 0 2 2 0
-	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt b/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt
deleted file mode 100644
index 499e4613..00000000
--- a/runs/2026-10-15_cold_start/fio-h100-1g3a-coldfile/mountstats-before.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-lrwxrwxrwx 1 root root 76 Sep 17 20:59 /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-4B-Instruct-2507/snapshots/cdbee75f17c01a7cc42f958dc650907174af0554/model-00001-of-00003.safetensors -> ../../blobs/75311d91bb08cf0b882913da464a1e722a31fb44db35208663487efb7a3d8ed6
-device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
-	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
-	age:	13
-	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
-	sec:	flavor=1,pseudoflavor=1
-	events:	1 72 0 0 2 9 89 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
-	bytes:	0 0 0 0 0 0 0 0 
-	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
-	xprt:	tcp 961 1 2 0 1 30 30 0 30 0 2 0 0
-	per-op statistics
-	        NULL: 1 1 0 44 24 3 1 4 0
-	     GETATTR: 3 3 0 416 336 0 3 3 0
-	     SETATTR: 0 0 0 0 0 0 0 0 0
-	      LOOKUP: 9 9 0 1596 2124 0 8 8 0
-	      ACCESS: 8 8 0 1176 960 0 8 9 0
-	    READLINK: 3 3 0 432 588 0 38 38 0
-	        READ: 0 0 0 0 0 0 0 0 0
-	       WRITE: 0 0 0 0 0 0 0 0 0
-	      CREATE: 0 0 0 0 0 0 0 0 0
-	       MKDIR: 0 0 0 0 0 0 0 0 0
-	     SYMLINK: 0 0 0 0 0 0 0 0 0
-	       MKNOD: 0 0 0 0 0 0 0 0 0
-	      REMOVE: 0 0 0 0 0 0 0 0 0
-	       RMDIR: 0 0 0 0 0 0 0 0 0
-	      RENAME: 0 0 0 0 0 0 0 0 0
-	        LINK: 0 0 0 0 0 0 0 0 0
-	     READDIR: 0 0 0 0 0 0 0 0 0
-	 READDIRPLUS: 2 2 0 336 2764 0 2 2 0
-	      FSSTAT: 0 0 0 0 0 0 0 0 0
-	      FSINFO: 2 2 0 272 160 0 2 2 0
-	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt
deleted file mode 100644
index 9687ad99..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/file.txt
+++ /dev/null
@@ -1 +0,0 @@
-file: /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json
deleted file mode 100644
index e80f7dbb..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-randread-4k-direct.json
+++ /dev/null
@@ -1,260 +0,0 @@
-{
-  "fio version" : "fio-3.36",
-  "timestamp" : 1792039170,
-  "timestamp_ms" : 1792039170876,
-  "time" : "Thu Oct 15 04:39:30 2026",
-  "jobs" : [
-    {
-      "jobname" : "randread",
-      "groupid" : 0,
-      "job_start" : 1792039140863,
-      "error" : 0,
-      "eta" : 0,
-      "elapsed" : 31,
-      "job options" : {
-        "name" : "randread",
-        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors",
-        "rw" : "randread",
-        "bs" : "4k",
-        "direct" : "1",
-        "ioengine" : "psync",
-        "numjobs" : "1",
-        "runtime" : "30",
-        "time_based" : "1"
-      },
-      "read" : {
-        "io_bytes" : 131043328,
-        "io_kbytes" : 127972,
-        "bw_bytes" : 4367965,
-        "bw" : 4265,
-        "iops" : 1066.397787,
-        "runtime" : 30001,
-        "total_ios" : 31993,
-        "short_ios" : 0,
-        "drop_ios" : 0,
-        "slat_ns" : {
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-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "clat_ns" : {
-          "min" : 809541,
-          "max" : 4640366,
-          "mean" : 936167.207389,
-          "stddev" : 85513.990026,
-          "N" : 31993,
-          "percentile" : {
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-            "5.000000" : 856064,
-            "10.000000" : 872448,
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-            "99.900000" : 1646592,
-            "99.950000" : 2277376,
-            "99.990000" : 3719168
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-        },
-        "lat_ns" : {
-          "min" : 809614,
-          "max" : 4640441,
-          "mean" : 936290.783265,
-          "stddev" : 85520.922977,
-          "N" : 31993
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-        "bw_min" : 3896,
-        "bw_max" : 4408,
-        "bw_agg" : 99.986149,
-        "bw_mean" : 4265.898305,
-        "bw_dev" : 104.891026,
-        "bw_samples" : 59,
-        "iops_min" : 974,
-        "iops_max" : 1102,
-        "iops_mean" : 1066.474576,
-        "iops_stddev" : 26.222757,
-        "iops_samples" : 59
-      },
-      "write" : {
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-}
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json
deleted file mode 100644
index 9dfff85b..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-4jobs-direct.json
+++ /dev/null
@@ -1,261 +0,0 @@
-{
-  "fio version" : "fio-3.36",
-  "timestamp" : 1792039233,
-  "timestamp_ms" : 1792039233725,
-  "time" : "Thu Oct 15 04:40:33 2026",
-  "jobs" : [
-    {
-      "jobname" : "seqread-1M-4jobs",
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-      "job_start" : 1792039203706,
-      "error" : 0,
-      "eta" : 0,
-      "elapsed" : 31,
-      "job options" : {
-        "name" : "seqread-1M-4jobs",
-        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors",
-        "rw" : "read",
-        "bs" : "1M",
-        "direct" : "1",
-        "ioengine" : "psync",
-        "numjobs" : "4",
-        "offset_increment" : "20%",
-        "runtime" : "30",
-        "time_based" : "1"
-      },
-      "read" : {
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-          "N" : 0
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diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-buffered.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-buffered.json
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index b701ea15..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-buffered.json
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diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-direct.json
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index 33e8c57a..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-1M-direct.json
+++ /dev/null
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-        "100" : 0.000000,
-        "250" : 0.000000,
-        "500" : 0.000000,
-        "750" : 0.000000,
-        "1000" : 0.000000,
-        "2000" : 0.000000,
-        ">=2000" : 0.000000
-      },
-      "latency_depth" : 1,
-      "latency_target" : 0,
-      "latency_percentile" : 100.000000,
-      "latency_window" : 0
-    }
-  ]
-}
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-256k-qd1-direct.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-256k-qd1-direct.json
deleted file mode 100644
index 9fdd891d..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/fio-seqread-256k-qd1-direct.json
+++ /dev/null
@@ -1,260 +0,0 @@
-{
-  "fio version" : "fio-3.36",
-  "timestamp" : 1792039202,
-  "timestamp_ms" : 1792039202382,
-  "time" : "Thu Oct 15 04:40:02 2026",
-  "jobs" : [
-    {
-      "jobname" : "seqread-256k-qd1",
-      "groupid" : 0,
-      "job_start" : 1792039172362,
-      "error" : 0,
-      "eta" : 0,
-      "elapsed" : 31,
-      "job options" : {
-        "name" : "seqread-256k-qd1",
-        "filename" : "/mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors",
-        "rw" : "read",
-        "bs" : "256k",
-        "direct" : "1",
-        "ioengine" : "psync",
-        "numjobs" : "1",
-        "runtime" : "30",
-        "time_based" : "1"
-      },
-      "read" : {
-        "io_bytes" : 6612844544,
-        "io_kbytes" : 6457856,
-        "bw_bytes" : 220420804,
-        "bw" : 215254,
-        "iops" : 840.838639,
-        "runtime" : 30001,
-        "total_ios" : 25226,
-        "short_ios" : 0,
-        "drop_ios" : 0,
-        "slat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "clat_ns" : {
-          "min" : 1035984,
-          "max" : 4418595,
-          "mean" : 1187880.284825,
-          "stddev" : 82024.012557,
-          "N" : 25226,
-          "percentile" : {
-            "1.000000" : 1073152,
-            "5.000000" : 1089536,
-            "10.000000" : 1105920,
-            "20.000000" : 1138688,
-            "30.000000" : 1155072,
-            "40.000000" : 1155072,
-            "50.000000" : 1171456,
-            "60.000000" : 1187840,
-            "70.000000" : 1204224,
-            "80.000000" : 1236992,
-            "90.000000" : 1269760,
-            "95.000000" : 1318912,
-            "99.000000" : 1417216,
-            "99.500000" : 1466368,
-            "99.900000" : 1662976,
-            "99.950000" : 2211840,
-            "99.990000" : 3424256
-          }
-        },
-        "lat_ns" : {
-          "min" : 1036155,
-          "max" : 4418682,
-          "mean" : 1188002.449060,
-          "stddev" : 82030.606240,
-          "N" : 25226
-        },
-        "bw_min" : 202240,
-        "bw_max" : 223232,
-        "bw_agg" : 100.000000,
-        "bw_mean" : 215430.508475,
-        "bw_dev" : 4740.794515,
-        "bw_samples" : 59,
-        "iops_min" : 790,
-        "iops_max" : 872,
-        "iops_mean" : 841.525424,
-        "iops_stddev" : 18.518729,
-        "iops_samples" : 59
-      },
-      "write" : {
-        "io_bytes" : 0,
-        "io_kbytes" : 0,
-        "bw_bytes" : 0,
-        "bw" : 0,
-        "iops" : 0.000000,
-        "runtime" : 0,
-        "total_ios" : 0,
-        "short_ios" : 0,
-        "drop_ios" : 0,
-        "slat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "clat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "lat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "bw_min" : 0,
-        "bw_max" : 0,
-        "bw_agg" : 0.000000,
-        "bw_mean" : 0.000000,
-        "bw_dev" : 0.000000,
-        "bw_samples" : 0,
-        "iops_min" : 0,
-        "iops_max" : 0,
-        "iops_mean" : 0.000000,
-        "iops_stddev" : 0.000000,
-        "iops_samples" : 0
-      },
-      "trim" : {
-        "io_bytes" : 0,
-        "io_kbytes" : 0,
-        "bw_bytes" : 0,
-        "bw" : 0,
-        "iops" : 0.000000,
-        "runtime" : 0,
-        "total_ios" : 0,
-        "short_ios" : 0,
-        "drop_ios" : 0,
-        "slat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "clat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "lat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        },
-        "bw_min" : 0,
-        "bw_max" : 0,
-        "bw_agg" : 0.000000,
-        "bw_mean" : 0.000000,
-        "bw_dev" : 0.000000,
-        "bw_samples" : 0,
-        "iops_min" : 0,
-        "iops_max" : 0,
-        "iops_mean" : 0.000000,
-        "iops_stddev" : 0.000000,
-        "iops_samples" : 0
-      },
-      "sync" : {
-        "total_ios" : 0,
-        "lat_ns" : {
-          "min" : 0,
-          "max" : 0,
-          "mean" : 0.000000,
-          "stddev" : 0.000000,
-          "N" : 0
-        }
-      },
-      "job_runtime" : 30000,
-      "usr_cpu" : 0.253333,
-      "sys_cpu" : 2.500000,
-      "ctx" : 25230,
-      "majf" : 0,
-      "minf" : 75,
-      "iodepth_level" : {
-        "1" : 100.000000,
-        "2" : 0.000000,
-        "4" : 0.000000,
-        "8" : 0.000000,
-        "16" : 0.000000,
-        "32" : 0.000000,
-        ">=64" : 0.000000
-      },
-      "iodepth_submit" : {
-        "0" : 0.000000,
-        "4" : 100.000000,
-        "8" : 0.000000,
-        "16" : 0.000000,
-        "32" : 0.000000,
-        "64" : 0.000000,
-        ">=64" : 0.000000
-      },
-      "iodepth_complete" : {
-        "0" : 0.000000,
-        "4" : 100.000000,
-        "8" : 0.000000,
-        "16" : 0.000000,
-        "32" : 0.000000,
-        "64" : 0.000000,
-        ">=64" : 0.000000
-      },
-      "latency_ns" : {
-        "2" : 0.000000,
-        "4" : 0.000000,
-        "10" : 0.000000,
-        "20" : 0.000000,
-        "50" : 0.000000,
-        "100" : 0.000000,
-        "250" : 0.000000,
-        "500" : 0.000000,
-        "750" : 0.000000,
-        "1000" : 0.000000
-      },
-      "latency_us" : {
-        "2" : 0.000000,
-        "4" : 0.000000,
-        "10" : 0.000000,
-        "20" : 0.000000,
-        "50" : 0.000000,
-        "100" : 0.000000,
-        "250" : 0.000000,
-        "500" : 0.000000,
-        "750" : 0.000000,
-        "1000" : 0.000000
-      },
-      "latency_ms" : {
-        "2" : 99.944502,
-        "4" : 0.051534,
-        "10" : 0.010000,
-        "20" : 0.000000,
-        "50" : 0.000000,
-        "100" : 0.000000,
-        "250" : 0.000000,
-        "500" : 0.000000,
-        "750" : 0.000000,
-        "1000" : 0.000000,
-        "2000" : 0.000000,
-        ">=2000" : 0.000000
-      },
-      "latency_depth" : 1,
-      "latency_target" : 0,
-      "latency_percentile" : 100.000000,
-      "latency_window" : 0
-    }
-  ]
-}
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json b/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json
deleted file mode 100644
index 69d2783b..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/monitoring.json
+++ /dev/null
@@ -1,302 +0,0 @@
-{
- "read_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "location": "us-central1-b",
-      "project_id": "cdrollouts-sunilarora",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:46:00Z",
-       "endTime": "2026-10-15T04:46:00Z"
-      },
-      "value": {
-       "doubleValue": 23058538.966666665
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:45:00Z",
-       "endTime": "2026-10-15T04:45:00Z"
-      },
-      "value": {
-       "doubleValue": 19997416.133333333
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:44:00Z",
-       "endTime": "2026-10-15T04:44:00Z"
-      },
-      "value": {
-       "doubleValue": 9963643.033333333
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:43:00Z",
-       "endTime": "2026-10-15T04:43:00Z"
-      },
-      "value": {
-       "doubleValue": 7131094.833333333
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:42:00Z",
-       "endTime": "2026-10-15T04:42:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:41:00Z",
-       "endTime": "2026-10-15T04:41:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:40:00Z",
-       "endTime": "2026-10-15T04:40:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:39:00Z",
-       "endTime": "2026-10-15T04:39:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:38:00Z",
-       "endTime": "2026-10-15T04:38:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- },
- "read_ops_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/read_ops_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "project_id": "cdrollouts-sunilarora",
-      "location": "us-central1-b",
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:45:00Z",
-       "endTime": "2026-10-15T04:45:00Z"
-      },
-      "value": {
-       "doubleValue": 210.05
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:44:00Z",
-       "endTime": "2026-10-15T04:44:00Z"
-      },
-      "value": {
-       "doubleValue": 63.083333333333336
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:43:00Z",
-       "endTime": "2026-10-15T04:43:00Z"
-      },
-      "value": {
-       "doubleValue": 100.35
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:42:00Z",
-       "endTime": "2026-10-15T04:42:00Z"
-      },
-      "value": {
-       "doubleValue": 4.55
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:41:00Z",
-       "endTime": "2026-10-15T04:41:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:40:00Z",
-       "endTime": "2026-10-15T04:40:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:39:00Z",
-       "endTime": "2026-10-15T04:39:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:38:00Z",
-       "endTime": "2026-10-15T04:38:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "{operation}/s"
- },
- "write_bytes_count": {
-  "timeSeries": [
-   {
-    "metric": {
-     "labels": {
-      "file_share": "vol1"
-     },
-     "type": "file.googleapis.com/nfs/server/write_bytes_count"
-    },
-    "resource": {
-     "type": "filestore_instance",
-     "labels": {
-      "instance_name": "pvc-b69fc9c0-172e-4423-a7bf-abc5d69a95c1",
-      "project_id": "cdrollouts-sunilarora",
-      "location": "us-central1-b"
-     }
-    },
-    "metricKind": "GAUGE",
-    "valueType": "DOUBLE",
-    "points": [
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:45:00Z",
-       "endTime": "2026-10-15T04:45:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:44:00Z",
-       "endTime": "2026-10-15T04:44:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:43:00Z",
-       "endTime": "2026-10-15T04:43:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:42:00Z",
-       "endTime": "2026-10-15T04:42:00Z"
-      },
-      "value": {
-       "doubleValue": 273.06666666666666
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:41:00Z",
-       "endTime": "2026-10-15T04:41:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:40:00Z",
-       "endTime": "2026-10-15T04:40:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:39:00Z",
-       "endTime": "2026-10-15T04:39:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     },
-     {
-      "interval": {
-       "startTime": "2026-10-15T04:38:00Z",
-       "endTime": "2026-10-15T04:38:00Z"
-      },
-      "value": {
-       "doubleValue": 0
-      }
-     }
-    ]
-   }
-  ],
-  "unit": "By/s"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt
deleted file mode 100644
index d17e52aa..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-after.txt
+++ /dev/null
@@ -1,31 +0,0 @@
-device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
-	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
-	age:	150
-	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
-	sec:	flavor=1,pseudoflavor=1
-	events:	52 699 0 0 35 11 819 0 0 3812 0 0 4 0 33 0 0 33 0 0 0 0 0 0 0 0 0 
-	bytes:	3996123136 0 66593460224 0 70589710968 0 975648 0 
-	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
-	xprt:	tcp 918 1 2 0 1 118204 118204 0 281157 0 5 68 162921
-	per-op statistics
-	        NULL: 1 1 0 44 24 3 1 4 0
-	     GETATTR: 54 54 0 7744 6048 0 63 65 0
-	     SETATTR: 0 0 0 0 0 0 0 0 0
-	      LOOKUP: 19 19 0 3512 4484 0 19 19 0
-	      ACCESS: 9 9 0 1324 1080 0 9 9 0
-	    READLINK: 5 5 0 720 980 0 5 5 0
-	        READ: 118108 118108 0 18424848 70604828792 1928 178931 183807 0
-	       WRITE: 0 0 0 0 0 0 0 0 0
-	      CREATE: 0 0 0 0 0 0 0 0 0
-	       MKDIR: 0 0 0 0 0 0 0 0 0
-	     SYMLINK: 0 0 0 0 0 0 0 0 0
-	       MKNOD: 0 0 0 0 0 0 0 0 0
-	      REMOVE: 0 0 0 0 0 0 0 0 0
-	       RMDIR: 0 0 0 0 0 0 0 0 0
-	      RENAME: 0 0 0 0 0 0 0 0 0
-	        LINK: 0 0 0 0 0 0 0 0 0
-	     READDIR: 0 0 0 0 0 0 0 0 0
-	 READDIRPLUS: 2 2 0 336 3124 0 2 2 0
-	      FSSTAT: 2 2 0 272 168 0 2 2 0
-	      FSINFO: 2 2 0 272 160 0 2 2 0
-	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt b/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt
deleted file mode 100644
index bbfbe3a8..00000000
--- a/runs/2026-10-15_cold_start/fio-l4-lvw8/mountstats-before.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-lrwxrwxrwx 1 root root 76 Sep 17 22:39 /mnt/shared/open-rl/huggingface/hub/models--Qwen--Qwen3-8B/snapshots/b968826d9c46dd6066d109eabc6255188de91218/model-00001-of-00005.safetensors -> ../../blobs/31d6a825ae35f11fb85b195b4c42c146c051e446433125a215336abdf95cbf5f
-device 10.80.45.194:/vol1 mounted on /mnt/shared with fstype nfs statvers=1.1
-	opts:	rw,vers=3,rsize=1048576,wsize=1048576,namlen=255,acregmin=3,acregmax=60,acdirmin=30,acdirmax=60,hard,proto=tcp,timeo=600,retrans=2,sec=sys,mountaddr=10.80.45.194,mountvers=3,mountport=2050,mountproto=tcp,local_lock=none
-	age:	40
-	caps:	caps=0xf,wtmult=4096,dtsize=1048576,bsize=0,namlen=255
-	sec:	flavor=1,pseudoflavor=1
-	events:	2 102 0 0 2 11 125 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
-	bytes:	0 0 0 0 0 0 0 0 
-	RPC iostats version: 1.1  p/v: 100003/3 (nfs)
-	xprt:	tcp 918 1 2 0 0 36 36 0 36 0 2 0 0
-	per-op statistics
-	        NULL: 1 1 0 44 24 3 1 4 0
-	     GETATTR: 4 4 0 552 448 0 6 6 0
-	     SETATTR: 0 0 0 0 0 0 0 0 0
-	      LOOKUP: 11 11 0 2008 2596 0 11 11 0
-	      ACCESS: 8 8 0 1176 960 0 8 8 0
-	    READLINK: 5 5 0 720 980 0 5 5 0
-	        READ: 0 0 0 0 0 0 0 0 0
-	       WRITE: 0 0 0 0 0 0 0 0 0
-	      CREATE: 0 0 0 0 0 0 0 0 0
-	       MKDIR: 0 0 0 0 0 0 0 0 0
-	     SYMLINK: 0 0 0 0 0 0 0 0 0
-	       MKNOD: 0 0 0 0 0 0 0 0 0
-	      REMOVE: 0 0 0 0 0 0 0 0 0
-	       RMDIR: 0 0 0 0 0 0 0 0 0
-	      RENAME: 0 0 0 0 0 0 0 0 0
-	        LINK: 0 0 0 0 0 0 0 0 0
-	     READDIR: 0 0 0 0 0 0 0 0 0
-	 READDIRPLUS: 2 2 0 336 3124 0 2 2 0
-	      FSSTAT: 1 1 0 136 84 0 0 0 0
-	      FSINFO: 2 2 0 272 160 0 2 2 0
-	    PATHCONF: 1 1 0 136 56 0 1 1 0
diff --git a/runs/2026-10-15_cold_start/fix-image-tag.txt b/runs/2026-10-15_cold_start/fix-image-tag.txt
deleted file mode 100644
index a2dbcb0a..00000000
--- a/runs/2026-10-15_cold_start/fix-image-tag.txt
+++ /dev/null
@@ -1 +0,0 @@
-TAG=coldstart1-dca985a
diff --git a/runs/2026-10-15_cold_start/node-labels-before.json b/runs/2026-10-15_cold_start/node-labels-before.json
deleted file mode 100644
index ebfdfee8..00000000
--- a/runs/2026-10-15_cold_start/node-labels-before.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
- "gke-open-rl-dra-h100-sampler-a721f127-0853": {
-  "cloud.google.com/gke-nodepool": "h100-sampler",
-  "openrl.io/enabled": "true",
-  "openrl.io/sampler": "true"
- },
- "gke-open-rl-dra-h100-sampler-a721f127-ed3t": {
-  "cloud.google.com/gke-nodepool": "h100-sampler",
-  "openrl.io/enabled": "true",
-  "openrl.io/sampler": "true"
- },
- "gke-open-rl-dra-h100-trainer-702095b4-1g3a": {
-  "cloud.google.com/gke-nodepool": "h100-trainer",
-  "openrl.io/enabled": "true",
-  "openrl.io/trainer": "true"
- },
- "gke-open-rl-dra-h100-trainer-702095b4-tuqu": {
-  "cloud.google.com/gke-nodepool": "h100-trainer",
-  "openrl.io/enabled": "true",
-  "openrl.io/trainer": "true"
- },
- "gke-open-rl-dra-l4-sampler-2x-1ad5171e-bs96": {
-  "cloud.google.com/gke-nodepool": "l4-sampler-2x",
-  "openrl.io/enabled": "true",
-  "openrl.io/sampler": "true"
- },
- "gke-open-rl-dra-l4-sampler-2x-ab5fdc9d-2208": {
-  "cloud.google.com/gke-nodepool": "l4-sampler-2x",
-  "openrl.io/enabled": "true",
-  "openrl.io/sampler": "true"
- },
- "gke-open-rl-dra-l4-trainer-2x-67d40c4c-sr2c": {
-  "cloud.google.com/gke-nodepool": "l4-trainer-2x",
-  "openrl.io/enabled": "true",
-  "openrl.io/trainer": "true"
- },
- "gke-open-rl-dra-l4-trainer-2x-ed601d8b-lvw8": {
-  "cloud.google.com/gke-nodepool": "l4-trainer-2x",
-  "openrl.io/enabled": "true",
-  "openrl.io/trainer": "true"
- }
-}
\ No newline at end of file
diff --git a/runs/2026-10-17_demo_baselines/fleet-request-h200.md b/runs/2026-10-17_demo_baselines/fleet-request-h200.md
new file mode 100644
index 00000000..a53b4ef2
--- /dev/null
+++ b/runs/2026-10-17_demo_baselines/fleet-request-h200.md
@@ -0,0 +1,123 @@
+# Fleet request: H200 pool for the fleet demo
+
+Project `cdrollouts-sunilarora`, cluster `open-rl-dra` (us-central1, GKE 1.35).
+
+## What we ask for
+
+- 1 x `a3-ultragpu-8g` (8 x H200 141 GB), zone `us-central1-b`. The H200 has no
+  smaller shape; 8 GPUs per node is the minimum step.
+- Quota: `GPUS-PER-GPU-FAMILY` in `us-central1`: `NVIDIA_H200` to 8 and `NVIDIA_H100` to
+  at least 10. The H100 limit for new node pools is 0 today: a 1-node a3-highgpu-4g pool
+  failed with `Quota 'GPUS_PER_GPU_FAMILY' exceeded. Limit: 0.0 in region us-central1`
+  (2026-10-18 00:33 UTC), while resizing the existing 1-GPU pools from 2 to 3 nodes
+  worked minutes earlier. The H200 attempt (2026-10-17 23:41 UTC) never reached the
+  quota check: eight attempts in 35 minutes, all `ZONE_RESOURCE_POOL_EXHAUSTED` in
+  us-central1-b.
+- Also useful: 1 x `a3-highgpu-4g` (4 x H100 on one node, us-central1-a) as the first
+  multi-GPU node to prove placement across devices before the H200 arrives.
+- Capacity: a reservation for 1 machine for the demo window, or approval to use a
+  flex-start node pool (DWS) if a reservation is not possible. The project has no
+  reservations today.
+- The 4 H100s stay. The L4 pools (8 GPUs) stay until the H200 node is up and has run
+  one drill. Only then do they go away. Target fleet: 8 H200 + 4 H100 = 12 GPUs.
+
+## Why H200 and why us-central1-b
+
+- Same Hopper architecture as the H100s we run today. No new kernels, no new compile
+  paths. The only new work is one compile-cache warm-up per model.
+- us-central1-b is the only zone in the region with `a3-ultragpu-8g`. The Filestore
+  volume that carries every checkpoint and adapter is also in us-central1-b.
+- 2.9 TB of host memory per node. A gemma FFT trainer asks for 91 GiB of host memory,
+  which limits us to 2 per node on the 1-GPU H100 machines today.
+
+## Node pool command (run after quota and capacity are confirmed)
+
+```bash
+gcloud container node-pools create h200-8x \
+  --cluster open-rl-dra --region us-central1 --node-locations us-central1-b \
+  --project cdrollouts-sunilarora \
+  --machine-type a3-ultragpu-8g \
+  --accelerator type=nvidia-h200-141gb,count=8,gpu-driver-version=disabled \
+  --num-nodes 1 \
+  --image-type COS_CONTAINERD --disk-type pd-balanced --disk-size 200 \
+  --ephemeral-storage-local-ssd count=12 \
+  --node-labels openrl.io/enabled=true,openrl.io/trainer=true,openrl.io/sampler=true,nvidia.com/gpu.present=true,gke-no-default-nvidia-gpu-device-plugin=true \
+  --node-taints nvidia.com/gpu=present:NoSchedule \
+  --scopes default
+# With a reservation:  add  --reservation-affinity specific --reservation <name>
+# With flex-start:     add  --flex-start --enable-autoscaling --min-nodes 0 --max-nodes 1 --num-nodes 0
+```
+
+The node carries both role labels; the scheduler lets trainers and samplers share a
+node that accepts both. The `gpu-driver-version=disabled` setting matches the existing
+pools, where the cluster's own `nvidia-driver-installer` DaemonSet (driver 580) and
+the NVIDIA DRA driver v25.8.0 handle the GPUs.
+
+## After the pool is up
+
+1. Confirm the DRA ResourceSlice for the node lists 8 H200 devices.
+2. Confirm the time-slicer and snapshot-agent DaemonSets run on the node.
+3. The pre-pull DaemonSet pulls the worker image on the node (about 3 minutes).
+4. Warm the compile cache: gemma-4-e2b and Qwen3-0.6B, LoRA and FFT, on H200. Four
+   sampler starts.
+5. Drill 3: the 12-job drill, then the 24-job drill, with the L4s still in the fleet.
+6. If the drills pass, remove the two L4 pools and run the 24-job drill once more.
+
+## Sizing on 8 H200 + 4 H100
+
+The warm sizing asked for about 18 H100 GPUs for 24 jobs. One H200 node is not that,
+so the 24-job drill will tell us the real number. What the H200 node changes: 141 GB
+per GPU holds more LoRA runtimes and more time-sliced FFT pairs per GPU than an 80 GB
+H100, and host memory no longer caps gemma FFT trainers. If 12 GPUs come up short, the
+fallback is to keep the L4s for the Qwen3-0.6B LoRA jobs.
+
+## Quota requests filed 2026-10-19 06:35 UTC (Cloud Quotas API, project cdrollouts-sunilarora)
+
+All for `GPUS-PER-GPU-FAMILY-per-project-region`, preferred value 16, contact
+sunilarora@google.com. The Spot attempt (`h200-spot`, 06:22 UTC) failed on this same quota
+(`Limit: 0.0`), so Spot and on-demand share it for these families.
+
+| Family | Regions | Request IDs |
+|---|---|---|
+| NVIDIA_H200 | us-central1, us-east4, us-east5, us-east7, us-south1, us-west1, europe-west1, europe-west4, asia-south1, asia-south2 | c3ec12f3, 4c7f0d3c, dbfca2c4, 9bdf2a1a, b2d47b08, 6d7276a1, efd957bb, 07a6ea5e, 60d3071b, aa775f3d |
+| NVIDIA_B200 | us-central1, us-east1, us-east4, us-west3, europe-west4, asia-southeast1 | e13d2bc7, 7496ed03, 2748ee31, 5642a24a, 80941b4c, 66973796 |
+| NVIDIA_H100 | us-central1 | c640a7da |
+
+Check status:
+`gcloud beta quotas preferences list --project cdrollouts-sunilarora` or the console quota
+page. H200 machines (a3-ultragpu-8g) exist in: asia-south1-b, asia-south2-c, europe-west1-b,
+europe-west4-a, us-central1-b, us-east4-b, us-east5-a, us-east7-c, us-south1-b, us-west1-c.
+B200 (a4-highgpu-8g) in 17 zones including us-east1-b/d, us-east4-b, us-west3-b/c,
+europe-west4-b, asia-southeast1-b.
+
+## A second cell in another region
+
+A GKE cluster's node pools must be in the cluster's region, so capacity in another region
+means a second OpenRL cell there: a regional cluster, a Filestore instance, the bundle
+with the dev images, and the client Jobs, all in that region. One control plane across
+regions is not possible with GKE node pools; a GKE Fleet groups the clusters for one view
+but each keeps its own control plane.
+
+## Result of the CLI requests (checked 06:50 UTC, about 15 minutes after filing)
+
+Every one of the 17 requests came back `Quota request denied` by the automatic review, in
+every region, for H200, B200 and the H100 family alike. The one approved entry in the
+project's history is an older request without a family dimension, granted to 10. So the
+self-service path does not open these families for this project. The request has to go
+through the account team or a support case, which is a person, not the API.
+
+What to send them: project `cdrollouts-sunilarora`, quota `GPUS-PER-GPU-FAMILY-per-project-region`,
+family `NVIDIA_H200` (and `NVIDIA_B200`), value 16, in us-central1 plus two or three of
+us-east4, us-east5, us-south1, us-west1, and the Spot use for drills with a reservation for
+the demo date. The request IDs above are the evidence of the automatic denial.
+
+## Cell dry run, us-east4 (2026-10-19 06:40-07:10 UTC)
+
+`scripts/cell_up.sh cell-use4 us-east4 us-east4-b` created the regional cluster and the
+Spot a3-ultragpu-8g pool; the pool failed on `GPUS_PER_GPU_FAMILY ... Limit: 0.0 in region
+us-east4`, as expected, and the script reported it every 20 s until stopped. The cluster
+was then deleted with `scripts/cell_down.sh`; no Filestore instance was left behind. The
+bundle apply on a fresh cluster is still unverified (my check ran from zsh, where the
+script's `$K` variable does not word-split; the script itself is bash). Verify it the
+first time a cell gets a GPU node.
+
diff --git a/runs/2026-10-17_demo_baselines/notes.md b/runs/2026-10-17_demo_baselines/notes.md
new file mode 100644
index 00000000..1dc9d7e5
--- /dev/null
+++ b/runs/2026-10-17_demo_baselines/notes.md
@@ -0,0 +1,530 @@
+# Fleet demo: measurements and drills (2026-10-17 to 2026-10-18)
+
+## The goal
+
+Run 20 to 25 GSM8K GRPO jobs at the same time. Each job uses 8 prompts, 8 samples per
+prompt, and 512 max tokens. Half of the jobs use LoRA and half use full fine-tuning
+(FFT). The models are gemma-4-e2b and Qwen3-0.6B. The fleet mixes H100 and L4 GPUs.
+The target: 75% of the jobs finish 2 or 3 steps within 2 or 3 minutes of kickoff.
+
+Clients run as in-cluster Jobs from `scripts/demo_jobs.py`. Timings come from each
+recipe's own `metrics.jsonl`, read by `scripts/demo_report.py --per-step`.
+
+Cluster: open-rl-dra on GKE. At the start: 4 H100 (2 trainer nodes, 2 sampler nodes)
+and 8 L4 (2 trainer nodes and 2 sampler nodes, 2 GPUs each). Storage: Filestore Basic
+HDD. Every run below started its workers cold unless the text says otherwise.
+
+## Summary
+
+Scorecard, jobs that finished 3 steps within 180 s:
+
+| Drill | Fleet | Setting | Result |
+|---|---|---|---|
+| 1 | 4 H100 + 8 L4 | binpack, no fixes | 0 of 12 |
+| 2 | 4 H100 + 8 L4 | binpack, all cold-start fixes | 0 of 12, 1 failed |
+| 3 | 6 H100 | binpack | 3 of 12 |
+| 4 | 6 H100 | binpack, seat limit 2 | **7 of 12** |
+| 5 | 6 H100 + 8 L4 | binpack, seat limit 2 | 0 of 12 |
+| 6 | 6 H100 | binpack, seat limit 2, 24 jobs | 10 of 24 |
+| 7 | 6 H100 | binpack, seat limit 2, LoRA runtimes warm | **8 of 12** |
+
+What we learned, in order of weight:
+
+1. **A cold start cannot meet the window; a warm runtime can.** A sampler needs 60 to
+   130 s to start on an H100 after every fix. A shared LoRA runtime with three jobs
+   waiting needs 165 s for its first step. Drill 7 ran the same jobs onto runtimes that
+   were already up: three gemma LoRA jobs finished three steps in about 90 s instead of
+   245 s, and the drill went from 7 to 8 of 12 with the gemma LoRA group moving from the
+   slowest to the fastest.
+2. **The seat limit works.** With at most two workers per shared claim, no job runs more
+   than two-way shared. The 12-job drill on six H100s went from 3 to 7 inside the window.
+3. **The L4s hurt as long as binpack may choose them.** Binpack takes the smallest device
+   that fits. The LoRA runtimes land on L4s and run three times slower. The same 12 jobs
+   went from 7 to 0 when the L4s came back. A device-tier preference is the lever.
+4. **gemma FFT cannot run on an L4.** Its weight update needs 11 GiB of transient memory.
+   Fixed: the sampler wakes the KV cache after the update, and the claim now says 24 GiB,
+   so the scheduler puts it on an H100 by size.
+5. **Training was slow for a bad reason.** The cluster never set a token budget, so the
+   trainer ran one sequence per pass. The budget is automatic now.
+6. **Storage grows under load.** Finished FFT jobs leave 2 to 10 GB each behind. Clean
+   between drills. Under a burst, adapter saves on Basic HDD took up to 88 s.
+
+## Part 1: one job alone
+
+Images `coldstart1-dca985a` (prefetch fix in), client `demo1-18409bd`. No token budget set.
+
+| Job | GPU | Step 1, includes worker start | Warm step: sampling + train + save = total | 3 steps done |
+|---|---|---|---|---|
+| LoRA Qwen3-0.6B | L4 | 187 s (sampler start 150) | 17 + 30 + 1 = 49 s | 284 s |
+| FFT Qwen3-0.6B | L4 | 147 s | 18-20 + 21 + 2 = 41-44 s | 232 s |
+| LoRA Qwen3-0.6B | H100 | 130 s (sampler start 106) | 5 + 20 + 1 = 26 s | 183 s |
+| FFT Qwen3-0.6B | H100 | 194 s (sampler start 170) | 9 + 18-23 + 2 = 29-35 s | 259 s |
+| LoRA gemma-4-e2b | H100 | 288 s (sampler start 240) | 9 + 31-35 + 2-4 = 42-49 s | 378 s |
+| FFT gemma-4-e2b | H100 | 247 s (sampler start 175) | 15-18 + 31-35 + 12-15 = 58-67 s | 371 s |
+
+The client pod itself: 26 s to pull its image on a node without the tag, then 11 s from
+container start to the first API request.
+
+What the numbers say:
+
+- **The worker start dominates the first step.** The sampler takes 106 to 240 s of it:
+  vLLM load, compile, and graph capture.
+- **Training is the largest warm-step cost, and the H100 barely helps.** A 0.6B model took
+  20 s for 64 sequences. The cause: the deployment did not set
+  `OPEN_RL_TRAIN_TOKEN_BUDGET`, so `make_training_batches` ran one sequence per
+  forward-backward pass, 64 passes per step. The e2e harness sets 65536 locally. The
+  cluster never did.
+- **Sampling is fine.** 5 to 10 s on H100 and 17 to 20 s on L4 for 64 completions.
+- **FFT weight sync is the storage cost per step.** `time/save_checkpoint` is 12 to 15 s
+  for gemma on Basic HDD and 2 s for 0.6B. It grows with the fleet.
+
+### Token budget 65536, set on the api-server and forwarded to workers
+
+| Job | GPU | Step 1 | Warm step: sampling + train + save = total | 3 steps done | Train before -> after |
+|---|---|---|---|---|---|
+| LoRA Qwen3-0.6B | H100 | 110 s | 5 + 3-5 + 1 = 9-11 s | 130 s | 20 -> 4 s |
+| FFT Qwen3-0.6B | H100 | 95 s | 10 + 6-8 + 2 = 19-20 s | 134 s | 18-23 -> 7 s |
+
+One environment variable. A warm 0.6B job now does 3 steps in about 30 s on an H100.
+
+gemma-4-e2b failed with 65536. Both gemma trainers got `CUDA out of memory. Tried to
+allocate 21.94 GiB` on an 80 GB H100. The client got a 400 and the Job failed within 5
+minutes, so the error path works. The cause: gemma has a 262k vocabulary, so the logits
+of a 65k-token batch are about 22 GiB in bf16. The budget must depend on the model's
+vocabulary and the device. It cannot be one number for the fleet.
+
+### Token budget 8192, gemma-4-e2b on H100
+
+| Job | Step 1 | Warm step: sampling + train + save = total | Train before -> after |
+|---|---|---|---|
+| LoRA gemma-4-e2b | 257 s | 9-11 + 8-10 + 2 = 19-23 s | 31-35 -> 8-10 s |
+| FFT gemma-4-e2b | 229 s | 15-18 + 12-27 + 11-14 = 44-54 s | 31-35 -> 12-27 s |
+
+gemma FFT is now bound by sampling (15 to 18 s) and by the weight sync write on Basic HDD
+(11 to 14 s). The FFT sampler goes through the time-slicer even when it is alone.
+
+Code change: the trainer now derives the budget from the model's vocabulary and the free
+device memory (`train_token_budget`). It caps any explicit number the same way. No
+deployment has to pick a number per fleet.
+
+### Token budget 8192, Qwen3-0.6B on L4
+
+| Job | Step 1 | Warm step: sampling + train + save = total | Train before -> after |
+|---|---|---|---|
+| LoRA Qwen3-0.6B | 176 s | 17 + 18 + 1 = 36 s | 30 -> 18 s |
+| FFT Qwen3-0.6B | 145 s | 19 + 15 + 2 = 36 s | 21 -> 15 s |
+
+On an L4 the step splits evenly between sampling and training. Both are compute-bound
+there. A warm L4 job does 3 steps in about 110 s.
+
+### Warm steps after the budget, one job alone
+
+| Job | H100 | L4 |
+|---|---|---|
+| LoRA Qwen3-0.6B | 9-11 s | 36 s |
+| FFT Qwen3-0.6B | 19-20 s | 36 s |
+| LoRA gemma-4-e2b | 19-23 s | not run |
+| FFT gemma-4-e2b | 44-54 s | not run |
+
+The automatic budget (image `demo2-22fa006`, no budget env) gave the same numbers:
+LoRA Qwen3-0.6B on L4 had warm steps of 34 to 36 s with 17 s of training. LoRA gemma on
+L4 had warm steps of 77 to 81 s and a sampler start of 190 s, of which 122 s was
+torch.compile. gemma does not belong on an L4 for this demo.
+
+## Part 2: jobs that share a GPU pair
+
+All on H100, budget 8192, workers started cold.
+
+### Three Qwen3-0.6B LoRA jobs on one runtime
+
+| Job | Step 1 | Warm steps | 3 steps done |
+|---|---|---|---|
+| lora 01 | 122 s | 20.6, 21.1 s | 164 s |
+| lora 02 | 126 s | 20.5, 18.8 s | 165 s |
+| lora 03 | 123 s | 20.5, 21.1 s | 165 s |
+
+A shared LoRA runtime serves three jobs at about 20 s per step each (9 to 11 s alone).
+Training serializes and sampling overlaps. All three finished inside 180 s even with the
+cold start. Warm, 3 steps take about 60 s.
+
+### Three Qwen3-0.6B FFT jobs time-slicing one pair
+
+Binpack put all three pairs on the same two H100s.
+
+| Job | Step 1 | Warm steps | 3 steps done |
+|---|---|---|---|
+| fft 01 | 246 s | 26.4, 37.2 s | 310 s |
+| fft 02 | 239 s | 31.9, 32.4 s | 303 s |
+| fft 03 | 254 s | 25.7, 37.4 s | 317 s |
+
+Time-sliced FFT runs at 26 to 37 s per step each (19 to 20 s alone). Three jobs' warm
+steps take about 95 s. The cold start tripled to 220 s because three vLLM samplers
+initialize in turn on one GPU.
+
+### gemma-4-e2b
+
+Three LoRA jobs on one runtime: warm steps of 34 to 42 s per job (19 to 23 s alone),
+about 110 s for 3 warm steps, and a cold start of 240 to 260 s.
+
+Three FFT jobs: only two could be placed. The third trainer waited with
+`WaitingForCapacity ... 1 Insufficient memory` until a job finished. A gemma FFT trainer
+pod asks for 91 GiB of host memory for the parked copies that the time-slicer and CPU
+offload need. Two of them fill the trainer node's RAM. The two that ran took 44 to 66 s
+per step (44 to 54 s alone), about 150 to 180 s for 3 warm steps. That is at the 3-minute
+line. gemma FFT needs its own capacity plan: 2 per pair.
+
+### Fleet sizing from these numbers, runtimes warm
+
+| Job type | Jobs per GPU pair | 3 warm steps per job | Limit |
+|---|---|---|---|
+| LoRA Qwen3-0.6B | 3 | about 60 s | trainer serializes; 4 would still fit |
+| FFT Qwen3-0.6B | 3 | about 95 s | time-slice switches |
+| LoRA gemma-4-e2b | 3 | about 110 s | trainer serializes |
+| FFT gemma-4-e2b | 2 | 150-180 s | 91 GiB host memory per trainer |
+
+For 24 jobs split evenly over the four types, that is 2 + 2 + 2 + 3 = 9 H100 pairs, or
+18 H100 GPUs. The gemma FFT jobs decide whether 75% make it. L4s can carry the 0.6B LoRA
+share: one job per L4 pair does 3 steps in about 110 s.
+
+Everything in this table assumes warm runtimes. Cold starts measured on this day: 100 to
+130 s for a 0.6B sampler, 240 to 260 s for a gemma sampler, and 220 to 330 s when three
+samplers start on one time-sliced GPU.
+
+## Part 3: making the cold start fast
+
+### Pre-pull DaemonSet `open-rl-worker-prepull`, first rollout 20:36 UTC
+
+Eight nodes. Three already had the tag. Four H100 nodes pulled it in 1.6 to 2.5 s: the
+new tag shares every layer but the last with an image already on the node. One L4 node
+had none of the dev layers and pulled the full image. A tag bump costs seconds when the
+big layers are present and 90 to 170 s when they are not. For the demo: build the demo
+image on the same base the nodes hold, or pre-pull once and keep it.
+
+### vLLM compile cache on the node
+
+hostPath `/var/lib/openrl/vllm-cache`, api-server `demo3-3f5d1bb`. The same LoRA
+Qwen3-0.6B sampler started three times on L4 nodes.
+
+| Run | Node | Cache state | torch.compile | engine init | Step 1 (sampling part) |
+|---|---|---|---|---|---|
+| k1 | 2208 | empty | 55.7 s | 88 s | 176 s (151) |
+| k2 | bs96 | empty, other node | 56.0 s | 88 s | 175 s (151) |
+| k3 | bs96 | warm from k2 | **0.9 s** | **18 s** | **94 s (70)** |
+
+The cache is keyed by model, GPU type, and engine config. The first sampler of a
+combination on a node pays the compile once. Every later one loads the AOT artifact
+("Directly load AOT compilation"). Graph capture is not cached and still runs.
+
+### vLLM compile cache on the shared volume
+
+`OPEN_RL_VLLM_CACHE_DIR=/mnt/shared/open-rl/vllm-cache`, api-server `demo4-459e718`.
+
+| Run | Node | Shared cache | torch.compile | engine init | Step 1 (sampling part) |
+|---|---|---|---|---|---|
+| sc-s1 | bs96 | empty, written here | 67.1 s | 106 s | 195 s (170) |
+| sc-s2 | 2208, never ran the model | warm from s1 | **1.1 s** | **20 s** | **95 s (71)** |
+
+The shared directory gives the same gain as the hostPath, from any node, and it survives
+node recreation. One model on one GPU type is 61 MB in 913 files. The first write costs
+about 10 s more than local disk. The bundle now defaults to the shared directory. The
+hostPath stays as the option for installs without a shared volume.
+
+### Where the sampler's start time goes
+
+A probe inside the worker image on an L4 node, no GPU work:
+
+- `uv run python -c pass`: 0.23 s. The uv wrapper is not the cost.
+- `import server.vllm_sampler`: 11.0 s (vllm 4.5, vllm.config 3.1, torch 1.8, engine 1.0).
+- `import server.training_requests_processor`: 7.3 s.
+
+vLLM V1 runs the engine core as a second process that imports everything again. That is
+the 18 to 28 s of "imports until engine init" in the timelines.
+
+### Sampler start A/B, gemma-4-e2b LoRA on H100 node 0853
+
+Images `demo5-8736ff0`, shared compile cache.
+
+| Variant | torch.compile | graph capture, two passes | engine init | first step (sampling part) | warm step |
+|---|---|---|---|---|---|
+| vLLM default capture list | 102 s (cold entry) | 29 + 24 = 53 s | 199 s | 301 s (285) | 23 s |
+| power-of-two capture sizes | 103 s (new entry: the sizes are part of the key) | 19 + 11 = 30 s | 175 s | 272 s (257) | 21 s |
+| pow2 + in-process engine | 2.4 s (warm) | 12 + 11 = 23 s | 59 s | 151 s (136) | 24 s |
+| pow2, warm, engine as a subprocess | 1.4 s | 12 + 10 = 22 s | **57 s** | **147 s (132)** | 24 s |
+
+Reading it:
+
+- Power-of-two capture saves about 23 s per start on an H100 for gemma.
+- The in-process engine changes nothing (57 vs 59 s). Leave vLLM's default.
+- gemma's first compile on an H100 is 100 s. That is the one-time cost a warm-up pays per
+  model, per GPU type, per fine-tuning type. Change the capture list before warming.
+- Warm steps were the same in all variants. None of the knobs cost throughput.
+
+What this delivered for a gemma sampler on an H100: engine init 199 -> 57 s and first
+step 301 -> 147 s. The shared cache gave 100 s and power-of-two capture gave 23 s. The
+57 s that remain: weights 13 s, compile 1.4 s, capture 22 s, profiling and KV cache
+about 20 s. About 40 s of pod start, imports, and config come before the engine line.
+About 20 s sit between "ready" and the client's first samples.
+
+## Part 4: the drills
+
+### Drill 1, 21:00 UTC: 12 jobs, cold, binpack
+
+Mix for every 12-job drill: gemma LoRA x3, gemma FFT x2, 0.6B LoRA x3, 0.6B FFT x4.
+Pre-pull and the compile cache were in place. Result: **0 of 12**.
+
+| Group | Where the scheduler put it | 3 steps done |
+|---|---|---|
+| 0.6B LoRA x3, one runtime | L4 | 200-223 s |
+| 0.6B FFT x4 | 2 on H100 pairs, 2 on L4 | 312-434 s |
+| gemma FFT x2 | H100, samplers packed 3 to a GPU | 465-469 s |
+| gemma LoRA x3, one runtime | **L4** | about 630 s |
+
+Two causes:
+
+1. **Cold start.** Every runtime was built after kickoff. The fastest group's first step
+   was 88 s. The gemma sampler on an L4 took 192 s to initialize.
+2. **Placement by fit, not by speed.** The scheduler packs by memory. A 10 GB gemma
+   sampler fits an L4, so the gemma LoRA runtime went there at 80 s per step while two
+   0.6B FFT pairs took H100s. A Workload asks for a memory size and a role, nothing else.
+
+Storage after the drill: 17%. `sampler_full` grew from 34 to 66 GB in one day. Finished
+FFT jobs leave their sampler weights, checkpoints, and adapters behind: 1.8 GB for 0.6B
+and about 10 GB for gemma. The demo needs a cleanup step between drills and a retention
+rule.
+
+### Drill 2, 22:43 UTC: the same 12 jobs, cold, every cold-start fix in
+
+The worker image was on every node. The compile cache was warm for the LoRA samplers.
+CUDA graphs used the power-of-two list. The token budget was automatic.
+Result: **0 of 12**, one failed. The fastest group needed 219 s.
+
+| Group | Where | First step | Warm steps | 3 steps done |
+|---|---|---|---|---|
+| 0.6B LoRA x3, one runtime | L4 | 105-120 s | 56-61 s | 219-240 s |
+| 0.6B FFT x4 | 2 pairs on L4, 1 on H100 | 187-290 s | 40-53 s | 275-376 s, one failed |
+| gemma FFT x2 | H100, samplers 3 to a GPU | 422-429 s | 43-58 s | 510-539 s |
+| gemma LoRA x3, one runtime | **L4**, same nodes as the 0.6B runtime | 290 s | **164-175 s** | 630 s |
+
+Four things happened only because the jobs started together:
+
+1. **Placement.** Both LoRA runtimes went to the same two L4 nodes. The H100s took the
+   FFT pairs. On a shared L4 one gemma LoRA step takes 165 s.
+2. **Storage contention.** Sixteen workers started on one Basic HDD volume at once. An
+   adapter save takes 1 to 2 s alone. In the burst it took 17 s for 0.6B and 47 to 88 s
+   for gemma, on every step.
+3. **The compile cache key includes the engine config.** An FFT sampler runs without LoRA
+   and with sleep mode, so its key differs from a LoRA sampler's key. The warm-up had
+   warmed only the LoRA keys. Each gemma FFT sampler compiled for 100 s, three in turn
+   on one GPU. That is the 420 s first step. A warm-up must cover model x GPU type x
+   fine-tuning type.
+4. **One client failed on NFS.** `OSError: [Errno 116] Stale file handle` from `filelock`
+   inside `datasets.load_dataset`. Twelve clients opened one Hugging Face cache on the
+   shared volume at once. Fixed later: each client seeds its own cache on an emptyDir.
+
+### Drill 3, 2026-10-18 00:11 UTC: 6 H100 only
+
+Changes since drill 2: both H100 pools grew from 2 to 3 nodes. The four L4 nodes carry
+`openrl.io/trainer=false` and `openrl.io/sampler=false`. The compile cache was warm for
+all eight keys on H100. Each client seeds its own Hugging Face cache.
+Result: **3 of 12**. All 12 succeeded.
+
+| Group | First step | Warm steps | 3 steps done |
+|---|---|---|---|
+| 0.6B LoRA x3, one runtime | 59-63 s | 20 s | 100-106 s |
+| gemma LoRA x3, one runtime | 166-172 s | 34-51 s | 258-261 s |
+| gemma FFT x2 | 167, 252 s | 98-148 s | 294, 517 s |
+| 0.6B FFT x4 | 235-260 s | 89-148 s | 413-498 s |
+
+Where the 16 workers went, from the Scheduled events:
+
+| GPU | Workers |
+|---|---|
+| sampler 0853 | gemma LoRA sampler, alone |
+| sampler h9sb | 0.6B LoRA sampler, alone |
+| sampler ed3t | **all six FFT samplers** |
+| trainer 1g3a | gemma LoRA trainer, alone |
+| trainer 7zrs | 0.6B LoRA trainer + 1 FFT trainer |
+| trainer tuqu | **five FFT trainers** |
+
+The finding: the scheduler packs without a limit. Six FFT samplers time-sliced one H100
+while two sampler GPUs each held one LoRA runtime. FFT sampling took 110 to 130 s per
+step. A second finding: three jobs on one LoRA runtime serialize the first step, 133 s
+of sampling against about 60 s alone.
+
+### Drill 4, 01:51 UTC: 6 H100, seat limit 2
+
+Workers `demo7-87417c2`, scheduler `demo8-943eb38` with `OPEN_RL_MAX_SEATS_PER_CLAIM=2`.
+Result: **7 of 12**. All 12 succeeded.
+
+| Group | 3 steps done | Drill 3 |
+|---|---|---|
+| 0.6B LoRA x3 | 95-97 s | 100-106 s |
+| 0.6B FFT x4 | 112-180 s | 413-498 s |
+| gemma LoRA x3 | 245-246 s | 258-261 s |
+| gemma FFT x2 | 280-287 s | 294, 517 s |
+
+At +2 min: both LoRA runtimes held H100 pairs exclusively. Two FFT pairs shared one H100
+pair with two seats each. The other four FFT trainers were Pending on standing claims of
+their own, with the reason `WaitingForCapacity: ... shared claims hold at most 2
+workers`. They took seats as the first jobs finished. No worker ran more than two-way
+shared.
+
+What is left is GPU count. Two exclusive LoRA runtimes hold 4 of the 6 GPUs for 6 jobs,
+so 6 FFT jobs queue behind one pair.
+
+### Drill 5, 02:02 UTC: 6 H100 + 8 L4, seat limit 2
+
+Result: **0 of 12**. All 12 succeeded. Every worker ran at once, no Pending.
+
+| Group | Where | 3 steps done | Drill 4, H100 only |
+|---|---|---|---|
+| 0.6B LoRA x3 | runtime on L4 | 232-270 s | 95-97 s |
+| 0.6B FFT x4 | two L4 pairs, 2 seats each | 195-237 s | 112-180 s |
+| gemma LoRA x3 | trainer on L4, sampler on H100 | 559-568 s | 245 s |
+| gemma FFT x2 | H100, 2 seats | 277-303 s | 280-287 s |
+
+Binpack takes the smallest device that fits. The LoRA runtimes and the Qwen FFT pairs
+went to the L4s while H100 GPUs sat idle. Only gemma FFT stayed on H100, because its
+claim no longer fits an L4. The seat limit held and changed nothing here. Adding eight
+L4 GPUs made the drill slower than the six H100s alone. The lever is a device-tier
+preference for the LoRA runtimes. It is on hold.
+
+### Drill 6, 02:23 UTC: 24 jobs on 6 H100, seat limit 2
+
+Six jobs of each type. Result: **10 of 24**. All 24 succeeded. The last job finished at
++480 s.
+
+| Group | 3 steps done | Note |
+|---|---|---|
+| 0.6B LoRA, one runtime | 122-149 s | six jobs on one runtime, all inside the window |
+| 0.6B FFT | 106-215 s | queued two at a time behind one pair, 4 of 6 inside |
+| gemma FFT | 196-326 s | same queue, after the Qwen FFT jobs |
+| gemma LoRA, one runtime | 398-480 s | six jobs on one runtime, 75-80 s of sampling per step |
+
+At +3 min: 9 workers running, 8 FFT trainers Pending with the limit in the reason. The
+queue drained in about 5 minutes. No claim ever held more than two seats. Storage went
+from 13% to 16% during the run.
+
+Reading: six H100s do 24 jobs in 8 minutes with every job bounded, and the Qwen half
+mostly inside 3 minutes. The gemma LoRA runtime needs more: a warm runtime, a second
+sampler, or fewer jobs per runtime.
+
+## Part 5: gemma FFT on an L4, the weight-update bug
+
+### The probe, 00:42 UTC
+
+L4s back in, one gemma LoRA job and one gemma FFT job alone on an idle fleet. Binpack
+put the gemma LoRA trainer and sampler on L4s, and the gemma FFT sampler on an L4 with
+its trainer on an H100.
+
+| Job | First step | Warm steps | Result |
+|---|---|---|---|
+| gemma LoRA alone on L4 | 202 s | 76 s | 3 steps at 354 s |
+| gemma FFT, sampler on L4 | 134 s | none | **failed at the first weight update** |
+
+The sampler died with `CUDA out of memory. Tried to allocate 4.38 GiB` and 1.86 GiB free
+of 22.03 GiB. A gemma step on an L4 is about three times the H100 step even alone.
+
+### Where the memory goes
+
+The sampler applies a sparse delta through vLLM's checkpoint patch loader. For each
+patched checkpoint tensor the loader allocates a dense NaN-filled copy in bf16. Then its
+patched `Tensor.copy_` computes `torch.where(torch.isnan(src), dst, src)`: a bool mask
+and a second dense result. gemma-4-e2b's per-layer input embedding has 2.35 billion
+elements. Its update needs 4.38 + 2.19 + 4.38 = 10.95 GiB at once, on top of 9.0 GiB of
+weights and 1.4 GiB of CUDA graphs.
+
+| vLLM share on the L4 | Free at update time | Result |
+|---|---|---|
+| 0.90, the default | 1.9 GiB | OOM at the 4.38 GiB dense copy |
+| 0.68, headroom = 1x largest tensor + 0.5 GiB | about 5.7 GiB | OOM at the 2.19 GiB mask |
+| 0.45, forced | about 10.7 GiB | 3 steps in 284 s, steps of 70 s, KV cache 0.38 GiB |
+
+### The fix, commits d5361ed and 87417c2, verified at 01:36 UTC with images demo7-87417c2
+
+- The sampler wakes only the weights when it takes the GPU. It applies the update, then
+  wakes the KV cache. This is vLLM's documented order for RL weight updates.
+- The runtime headroom is 2.5 times the largest checkpoint tensor plus 1 GiB, read from
+  the safetensors headers. vLLM's share never drops below the resident weights plus 1 GiB.
+  `OPEN_RL_WEIGHT_UPDATE_HEADROOM_GIB` overrides it.
+- The estimator adds the same room to the FFT sampler's placement claim. gemma FFT's claim
+  went from 11.7 to 23.6 GiB. It no longer fits a 24 GB device.
+
+Verification on the idle full fleet: the scheduler put the gemma FFT sampler on an H100
+with no hint. The log shows wake weights, update, wake KV cache on every step. The job
+finished 3 steps in 225 s with warm steps of 39 to 44 s, the single-job H100 number. The
+KV cache on the H100 is 48 GiB.
+
+## Part 6: other probes
+
+### gemma LoRA x3 with `openrl.sampler_replicas=2`, 02:15 UTC, 6 H100
+
+3 steps in 233 to 235 s, against 245 s with one replica in drill 4. Warm steps fell from
+about 82 s to 34 to 35 s, so two samplers halve the shared runtime's step. The first step
+did not move: 164 to 166 s, of which 128 to 134 s is the sampler's own start with three
+jobs waiting on it.
+
+So a shared LoRA runtime on a cold start has a floor of about 165 s plus 35 s per further
+step. Three steps inside 180 s needs the runtime already warm. A warm runtime would do the
+same three jobs in about 105 s. That is the number for the warm-standby discussion. A
+second replica costs a sampler GPU per runtime. On six H100s that starves the FFT
+samplers, so it is a setting for the H200 fleet.
+
+### The H200 pool, 23:41 UTC
+
+`gcloud container node-pools create h200-8x` with one a3-ultragpu-8g in us-central1-b
+needed two config fixes: a Hyperdisk Balanced boot disk and the fixed 32 local SSDs. It
+then failed on capacity: eight attempts in 35 minutes, all `ZONE_RESOURCE_POOL_EXHAUSTED`.
+A later a3-highgpu-4g pool failed in seconds on quota: `GPUS_PER_GPU_FAMILY ... Limit: 0.0
+in region us-central1`. Both pools were deleted. The request text is in
+`fleet-request-h200.md` in this directory.
+
+## Where things stand, 02:40 UTC
+
+Cluster: api-server and workers on `demo7-87417c2`, scheduler on `demo8-943eb38` with
+`OPEN_RL_MAX_SEATS_PER_CLAIM=2`. The L4 nodes are labeled out of the drill. No workers
+are running. Storage is at 16%.
+
+Branch `feat/cold-start-measure`, unpushed:
+
+```
+fcf8b8d scripts: let demo Jobs carry openrl.* session tags
+943eb38 scheduler: cap the seats a shared claim may hold
+87417c2 sampler: wake the KV cache after the weight update, and size the update's room at its peak
+ed0f629 scripts: give each demo client its own Hugging Face cache
+d5361ed sampler: keep room for the weight update's dense staging copy
+```
+
+Open decisions:
+
+- A device-tier preference for the LoRA runtimes, so binpack does not choose an L4 for
+  gemma. On hold.
+- Warm standby runtimes, so the first step does not pay the sampler start. On hold.
+- A per-tier seat limit, one number for 24 GB devices and another for 80 GB. Later.
+- The fleet request: quota for the H100 and H200 families, and capacity for one H200 node.
+
+### Drill 7, 2026-10-19 07:18 UTC: 6 H100, seat limit 2, LoRA runtimes warm
+
+Two one-step jobs brought the gemma and Qwen LoRA runtimes up first. The 12 jobs launched
+five seconds after those finished. Result: **8 of 12**. All 12 succeeded.
+
+| Group | 3 steps done | Drill 4, cold runtimes |
+|---|---|---|
+| gemma LoRA x3 | 88-97 s | 245-246 s |
+| 0.6B LoRA x3 | 109-121 s | 95-97 s |
+| 0.6B FFT x4 | 134-211 s | 112-180 s |
+| gemma FFT x2 | 235-274 s | 280-287 s |
+
+The gemma LoRA group is the whole story: first step 21 to 31 s instead of 170 s. The Qwen
+LoRA group was slower than in drill 4 because its sampler was reaped in the five seconds
+between the warm-up and the kickoff (the API server removes a runtime about two minutes
+after its last session ends, and the Qwen warm-up job had finished first), so its jobs
+paid a sampler start again. A real standby needs a keep-alive, not timing luck. The FFT
+groups are unchanged: they still queue behind one H100 pair.
+
+Added this morning: a Reason column on `kubectl get workloads` (commit aba8144, CRD
+applied), `scripts/demo_rehearsal.sh` (idle check, volume trim, optional warm-up,
+kickoff, watch), and the cell scripts for other regions (commit fc1ccbb). Quota: all 17
+self-service requests for H200, B200 and H100 families were auto-denied within seconds;
+see fleet-request-h200.md.
+