diff --git a/.changes/pr-pipeline/fix-uncertain-thread-needs-session-5d2b8e61.md b/.changes/pr-pipeline/fix-uncertain-thread-needs-session-5d2b8e61.md
new file mode 100644
index 00000000000..001dd694e9d
--- /dev/null
+++ b/.changes/pr-pipeline/fix-uncertain-thread-needs-session-5d2b8e61.md
@@ -0,0 +1,12 @@
+---
+bump: patch
+---
+
+### Fixed
+
+- A review thread the address-feedback lane answered `UNCERTAIN`, `VALID-defer` or `INCORRECT`
+  and left open no longer stalls the pull request with no queue. `feedback-untaken-threads` and
+  `feedback-unadjudicated` now add `needs-session` beside their failing status, so a session
+  builder takes the thread. While that stop stands on the head, the select job skips the new
+  `awaiting-session` reason instead of escalating again; it still clears the stop
+  (`stop-resolved`) once no thread is unresolved, and a new head escalates afresh.
diff --git a/.github/actions/report-check-run/report-check-run.test.mjs b/.github/actions/report-check-run/report-check-run.test.mjs
index 0be36d756fa..ad171f6009d 100644
--- a/.github/actions/report-check-run/report-check-run.test.mjs
+++ b/.github/actions/report-check-run/report-check-run.test.mjs
@@ -357,6 +357,15 @@ test("a stop-resolved skip POSTs neutral under the schema's enum", async () => {
   assert.equal(calls[0].body.output.title, "Skipped: stop-resolved");
 });
 
+test("an awaiting-session skip POSTs neutral under the schema's enum", async () => {
+  const verdict = { ...JSON.parse(readFileSync(fixture("verdict-skipped.json"), "utf8")), "skip-reason": "awaiting-session", outcome: "skipped" };
+  const verdictPath = path.join(dir, "verdict.json");
+  writeFileSync(verdictPath, JSON.stringify(verdict));
+  const { calls } = await run({ VERDICT_PATH: verdictPath, ACT_OUTCOME: "skipped" });
+  assert.equal(calls[0].body.conclusion, "neutral");
+  assert.equal(calls[0].body.output.title, "Skipped: awaiting-session");
+});
+
 test("the enum is read from base-path: a base schema without the reason POSTs failure", async () => {
   const schemaPath = path.join(basePath, SCHEMA_REL);
   const schema = JSON.parse(readFileSync(schemaPath, "utf8"));
diff --git a/.github/scripts/pr-unblock/address-feedback.mjs b/.github/scripts/pr-unblock/address-feedback.mjs
index 04cba0bc582..38716862a8d 100644
--- a/.github/scripts/pr-unblock/address-feedback.mjs
+++ b/.github/scripts/pr-unblock/address-feedback.mjs
@@ -29,7 +29,9 @@
 //           the label on and no review lane holds the PR (gate-source.mjs),
 //           and on an adopted owner PR only as prHold lets fix-ci work it.
 //           On an adopted owner PR a body line starting `Hold:` skips
-//           awaiting-human.
+//           awaiting-human. An untaken thread whose stop on this head is
+//           already in the session-builder queue (sessionQueued) skips
+//           awaiting-session instead of escalating again.
 //
 // Every comment body is copied into the thread file and never logged or
 // interpolated into a command. Only a trusted person's reply to the lane's
@@ -45,7 +47,7 @@ import { fileURLToPath, pathToFileURL } from "node:url";
 import { commentItems, FAILING, gateSource, laneHold, latestRuns, listLabelEvents, prHold, ROUND_MARKER } from "./gate-source.mjs";
 import { retryFetch } from "./retry-fetch.mjs";
 import { isProtectedPath, namedInScope, prPathsOf } from "./thread-scope.mjs";
-import { retryRung, stopSkip } from "./escalation-routes.mjs";
+import { retryRung, ROUTES, stopSkip } from "./escalation-routes.mjs";
 
 // The round cap is the config's `loop.review-rounds`, passed in as
 // REVIEW_ROUNDS; the resolver's default is the fallback.
@@ -945,6 +947,24 @@ export function keepThreads({ threads, reviewComments, reviews, heads, security
   return kept;
 }
 
+// Whether this head's address-feedback stop sits in the session-builder
+// queue: the lanes App's lane-stopped comment for the activity (one, edited in
+// place, report-escalation.sh) names `headSha` and a reason whose
+// escalation-routes.json entry names a `label` the PR carries (needs-session).
+const LANE_STOPPED = `<!-- pr-unblock:lane-stopped activity=${ACTIVITY} -->`;
+export function sessionQueued({ labels = [], issueComments, headSha, isLanesApp }) {
+  const names = new Set(labels.map((label) => label.name));
+  return issueComments.some((comment) => {
+    const body = String(comment.body ?? "").replaceAll("\r\n", "\n");
+    if (!isLanesApp(comment.user) || firstLine(body) !== LANE_STOPPED) {
+      return false;
+    }
+    const reason = /^- Reason: `([^`]*)`$/m.exec(body)?.[1] ?? "";
+    const label = Object.hasOwn(ROUTES, reason) ? ROUTES[reason].label : undefined;
+    return /^- Head: `([0-9a-f]{40})`$/m.exec(body)?.[1] === headSha && typeof label === "string" && names.has(label);
+  });
+}
+
 export async function select({
   api,
   pr,
@@ -1039,6 +1059,11 @@ export async function select({
     if (untaken && owner) {
       return { decision: "skip", skipReason: "not-applicable", threads: kept };
     }
+    // A stop already queued for a session builder on this head stands down:
+    // escalating again would only re-post it. A new head escalates afresh.
+    if (untaken && sessionQueued({ labels: pull.labels, issueComments, headSha, isLanesApp })) {
+      return { decision: "skip", skipReason: "awaiting-session", threads: kept };
+    }
     return untaken
       ? { decision: "escalate", escalationReason: "feedback-untaken-threads", threads: kept }
       : { decision: "skip", skipReason: "stop-resolved", resolved: true, threads: kept };
diff --git a/.github/scripts/pr-unblock/address-feedback.test.mjs b/.github/scripts/pr-unblock/address-feedback.test.mjs
index 7f6eef3380e..1d79cb4bf39 100644
--- a/.github/scripts/pr-unblock/address-feedback.test.mjs
+++ b/.github/scripts/pr-unblock/address-feedback.test.mjs
@@ -7,7 +7,7 @@ import { fileURLToPath, pathToFileURL } from "node:url";
 
 import { ciSnapshot, claimsSecurity, coveringLanes, createGitHubApi, currentThreads, main, maxRoundsFrom, needsPerson, planLanes, runRecord, scanRefusal, select, trustedHumansFrom, VERIFY_NOTE_MARKER } from "./address-feedback.mjs";
 import { failingChecks } from "./gate-source.mjs";
-import { escalationRoute } from "./escalation-routes.mjs";
+import { escalationRoute, ROUTES } from "./escalation-routes.mjs";
 import { tempDir } from "../../../lib/test-tmp.mjs";
 
 // Ids from .github/standards/trusted-actors/trusted-actors.json and the
@@ -1989,6 +1989,53 @@ test("an unresolved thread the lane does not take escalates feedback-untaken-thr
   assert.deepEqual([held.decision, held.skipReason], ["skip", "awaiting-human"], "a person holds the PR");
 });
 
+// The census of 2026-10-25..11-01 (11 PRs, 19 failing statuses): a thread the
+// lane answered UNCERTAIN, VALID-defer or INCORRECT stayed open, the next
+// round dropped it, and feedback-untaken-threads failed the head with no
+// queue label, so the PR waited on the owner. Both stops now queue the PR
+// for a session builder (needs-session), and while that stop stands on the
+// head the select job stands down without escalating again.
+test("feedback-untaken-threads and feedback-unadjudicated queue the PR for a session builder", () => {
+  for (const reason of ["feedback-untaken-threads", "feedback-unadjudicated"]) {
+    assert.deepEqual([ROUTES[reason].route, ROUTES[reason].label], ["fail", "needs-session"], reason);
+  }
+});
+
+const laneStopped = (reason, { head = HEAD, user = APP_USER, activity = "address-feedback" } = {}) => ({
+  id: 5,
+  user,
+  body: `<!-- pr-unblock:lane-stopped activity=${activity} -->\r\nThe pr-unblock lane stopped \`${activity}\` on this pull request: why.\r\n\r\n- Reason: \`${reason}\`\r\n- Head: \`${head}\`\r\n`,
+});
+const answered = { reviewComments: [comment(100, REVIEWER), comment(101, HUMAN)], threads: [thread("PRRT_1", [100, 101])] };
+
+test("an untaken thread whose stop on this head is in the session-builder queue skips awaiting-session", async () => {
+  for (const reason of ["feedback-untaken-threads", "feedback-unadjudicated"]) {
+    const result = await run(fakeApi({ ...answered, labels: ["needs-session"], issueComments: [reviewedHead, laneStopped(reason)] }));
+    assert.deepEqual([result.decision, result.skipReason, result.escalationReason, result.resolved], ["skip", "awaiting-session", undefined, undefined], reason);
+  }
+});
+
+test("an untaken thread escalates again unless this head's own address-feedback stop is queued", async () => {
+  for (const [label, overrides] of [
+    ["no needs-session label", { issueComments: [reviewedHead, laneStopped("feedback-untaken-threads")] }],
+    ["a stop on an older head", { labels: ["needs-session"], issueComments: [reviewedHead, laneStopped("feedback-untaken-threads", { head: OLD_HEAD })] }],
+    ["a stop comment not by the lanes App", { labels: ["needs-session"], issueComments: [reviewedHead, laneStopped("feedback-untaken-threads", { user: { id: STRANGER, type: "User" } })] }],
+    ["a stop whose reason names no queue label", { labels: ["needs-session"], issueComments: [reviewedHead, laneStopped("feedback-stood-open")] }],
+    ["another activity's queued stop", { labels: ["needs-session"], issueComments: [reviewedHead, laneStopped("ci-fix-escalated", { activity: "fix-ci" })] }],
+  ]) {
+    const result = await run(fakeApi({ ...answered, ...overrides }));
+    assert.deepEqual([result.decision, result.escalationReason], ["escalate", "feedback-untaken-threads"], label);
+  }
+});
+
+test("a queued stop still clears once no thread is unresolved, and a person's hold still wins", async () => {
+  const queued = { labels: ["needs-session"], issueComments: [reviewedHead, laneStopped("feedback-untaken-threads")] };
+  const resolved = await run(fakeApi({ ...queued, threads: [thread("PRRT_1", [100, 101], { isResolved: true })] }));
+  assert.deepEqual([resolved.decision, resolved.skipReason, resolved.resolved], ["skip", "stop-resolved", true]);
+  const held = await run(fakeApi({ ...answered, ...queued, labels: ["needs-session", "needs-human"] }));
+  assert.deepEqual([held.decision, held.skipReason], ["skip", "awaiting-human"]);
+});
+
 // pr-feedback-dispatch.yml sends verify-pass-head after a pr-verify pass at
 // the PR's head; the select job then lists only the stale fail-note threads.
 test("main select with a pass head lists the stale fail-note threads for the reply job and keeps none for a model", async (t) => {
diff --git a/.github/scripts/pr-unblock/escalation-routes.json b/.github/scripts/pr-unblock/escalation-routes.json
index 48ed6042da7..7111156cd4c 100644
--- a/.github/scripts/pr-unblock/escalation-routes.json
+++ b/.github/scripts/pr-unblock/escalation-routes.json
@@ -15,12 +15,12 @@
   "feedback-not-landed": { "activity": "address-feedback", "route": "fail", "why": "a fix the lane recorded did not reach the branch, so none of its review replies was posted" },
   "feedback-invalid": { "activity": "address-feedback", "route": "fail", "why": "the review replies the lane recorded did not pass validation, so none was posted" },
   "feedback-partial": { "activity": "address-feedback", "route": "fail", "why": "posting the review replies stopped partway, or a fixed thread could not be resolved" },
-  "feedback-untaken-threads": { "activity": "address-feedback", "route": "fail", "why": "the pull request has an unresolved review thread the lane does not take (a reviewer it does not act on, a review of an older head, or a thread it already answered), so nothing will resolve it" },
+  "feedback-untaken-threads": { "activity": "address-feedback", "route": "fail", "label": "needs-session", "why": "the pull request has an unresolved review thread the lane does not take (a reviewer it does not act on, a review of an older head, or a thread it already answered), so no lane resolves it and a session builder takes it" },
   "feedback-publish-failed": { "activity": "address-feedback", "route": "fail", "why": "the reply job failed before it decided anything (a lane token it could not get, or a script error), so no reply was posted" },
   "feedback-incomplete": { "activity": "address-feedback", "route": "fail", "why": "the lane did not record a disposition for every review thread it kept, so none was posted" },
   "feedback-disputed": { "activity": "address-feedback", "route": "hold", "why": "a disputed review finding is one only a person decides (a CRITICAL finding, a security-review finding with no rating the lane reads, or a thread a person opened or directed)" },
   "feedback-stood-open": { "activity": "address-feedback", "route": "fail", "why": "an adjudicator found a review finding stands, and the next round left it open again" },
-  "feedback-unadjudicated": { "activity": "address-feedback", "route": "fail", "why": "the lane left a review finding open and no adjudicator verdict settled it: none was recorded, it found the finding does not hold where the lane had not disputed it (an UNCERTAIN or VALID-defer reply), which only an INCORRECT reply lets a verdict resolve, it found the finding asks only for tests whose covering check runs had not all passed when the round began, or it raised a security question on a finding the security-review lane rated below CRITICAL" },
+  "feedback-unadjudicated": { "activity": "address-feedback", "route": "fail", "label": "needs-session", "why": "the lane left a review finding open and no adjudicator verdict settled it: none was recorded, it found the finding does not hold where the lane had not disputed it (an UNCERTAIN or VALID-defer reply), which only an INCORRECT reply lets a verdict resolve, it found the finding asks only for tests whose covering check runs had not all passed when the round began, or it raised a security question on a finding the security-review lane rated below CRITICAL; so a session builder takes it" },
   "feedback-question-intent": { "activity": "address-feedback", "route": "hold", "why": "an adjudicator found that a disputed review finding turns on what the change is meant to do, which a person decides" },
   "feedback-question-design": { "activity": "address-feedback", "route": "hold", "why": "an adjudicator found that a disputed review finding turns on a design choice, which a person decides" },
   "feedback-question-security": { "activity": "address-feedback", "route": "hold", "why": "an adjudicator found that a disputed review finding, other than a security-review finding rated below CRITICAL, turns on a security judgment, which a person decides" },
diff --git a/.github/scripts/pr-unblock/report-escalation.test.sh b/.github/scripts/pr-unblock/report-escalation.test.sh
index ba7459eb10c..726e07710e2 100755
--- a/.github/scripts/pr-unblock/report-escalation.test.sh
+++ b/.github/scripts/pr-unblock/report-escalation.test.sh
@@ -148,7 +148,8 @@ context_of() {
 # status, and SESSION_REASONS, a change the lane cannot make (a protected
 # path, a weakened required check after its fresh fixer round, a check the
 # rung-up retry could not fix, a dependency update the review could not
-# finish), also put the PR in the session-builder
+# finish, a review thread the lane left open with no verdict to settle it),
+# also put the PR in the session-builder
 # queue with needs-session instead of in front of a person.
 HOLD_REASONS=(feedback-round-cap feedback-uncertain feedback-disputed
   feedback-question-intent feedback-question-design feedback-question-security
@@ -156,10 +157,11 @@ HOLD_REASONS=(feedback-round-cap feedback-uncertain feedback-disputed
 SESSION_REASONS=(protected-path-conflict conflict-patch-protected-path
   feedback-protected-path ci-fix-protected-path ci-fix-weaken-required ci-fix-escalated
   dependency-round-cap dependency-fix-not-landed dependency-config-unreadable
-  dependency-files-truncated dependency-control-uncited dependency-workflow-unpinned)
+  dependency-files-truncated dependency-control-uncited dependency-workflow-unpinned
+  feedback-untaken-threads feedback-unadjudicated)
 FAIL_REASONS=(workflow-staged unexpected-path-staged repeat-cap unresolved-conflict conflict-patch-invalid conflict-patch-not-applied
   feedback-not-converging feedback-verifier-open feedback-not-landed feedback-invalid feedback-partial
-  feedback-incomplete feedback-stood-open feedback-unadjudicated feedback-untaken-threads feedback-publish-failed
+  feedback-incomplete feedback-stood-open feedback-publish-failed
   dependency-invalid
   ci-fix-round-cap ci-fix-empty ci-fix-invalid ci-fix-not-applied ci-fix-weaken-retry)
 ROUTES="$SCRIPT_DIR/escalation-routes.json"
diff --git a/docs/contracts/loop-lane/README.md b/docs/contracts/loop-lane/README.md
index 6d0cd1b3654..f0e6167b33c 100644
--- a/docs/contracts/loop-lane/README.md
+++ b/docs/contracts/loop-lane/README.md
@@ -402,7 +402,8 @@ Three labels take work off the unattended path, and each means one thing (owner
 
 `needs-session` is the session-builder queue, not an owner stop: a pr-unblock stop on a change the
 lane cannot make (a protected path, a weakened required check, a check the `fix-ci` rung-up could
-not fix, an unfinished dependency review)
+not fix, an unfinished dependency review, a review thread the lane left open with no verdict to
+settle it)
 goes to an agent session, which removes the label once it has made the change; pr-merge's
 `clear-escalations` sweep removes it when a same-head retry cleared the stop
 ([routing table](../../conventions/pr-pipeline/README.md#activities)).
diff --git a/docs/conventions/pr-pipeline/README.md b/docs/conventions/pr-pipeline/README.md
index f0ac7b6ed20..f6b83aa2252 100644
--- a/docs/conventions/pr-pipeline/README.md
+++ b/docs/conventions/pr-pipeline/README.md
@@ -713,7 +713,10 @@ entry that names `"label": "needs-session"` is a change the lane cannot make: a
 not push, a fix that weakens a required check after its fresh fixer round, a failing check the
 `fix-ci` rung-up retry could not fix, or a dependency update
 the review could not finish (its cap, an unlanded fix, an unreadable config, a cut-short listing,
-an uncited control, a workflow change beyond a pin swap). `review-dependency` and
+an uncited control, a workflow change beyond a pin swap), or a review thread the lane left open
+that no lane or verdict will settle (`feedback-untaken-threads`, `feedback-unadjudicated`; while
+that stop stands on the head, `address-feedback`'s select job skips `awaiting-session` instead of
+escalating again). `review-dependency` and
 `apply-dependency-patch` do not apply while `needs-session` is on (their `labels-absent` in
 `pr-pipeline.yaml`), so such a stop gets no same-head model re-run and no fresh round budget on a
 rebased head until a session removes the label, or `clear-escalations.mjs` does: once a same-head
@@ -948,7 +951,9 @@ job's activity check it ends the head; on a push, reply or verdict job's check t
 retries the head under its per-head cap), `pass-only` (a pass-only address-feedback round's reply
 job, which ran no model and only resolved fail-note threads a pr-verify pass superseded; the
 dispatcher's release reads skip it), `stop-resolved` (an address-feedback or fix-ci select job found
-no stop standing on its head, whether or not one ever did), or, for an issue run under
+no stop standing on its head, whether or not one ever did), `awaiting-session` (an address-feedback
+select job whose head's stop already sits in the `needs-session` queue, so it does not escalate
+again), or, for an issue run under
 `models.issue-dimensions`, `research-first` or `probe-first` (its Uncertainty), or
 `split-required` (its Size is `split`). Issue mode posts no check, so work-resolve-issue.yml reports those three dimension skips
 on the issue instead, to no person: `research-first` and `probe-first` lose `agent-ready` and
diff --git a/docs/conventions/pr-pipeline/pr-pipeline.schema.json b/docs/conventions/pr-pipeline/pr-pipeline.schema.json
index 3c7eeb19051..bd98eebeb92 100644
--- a/docs/conventions/pr-pipeline/pr-pipeline.schema.json
+++ b/docs/conventions/pr-pipeline/pr-pipeline.schema.json
@@ -510,7 +510,8 @@
         "clean-merge",
         "lane-stopped",
         "pass-only",
-        "stop-resolved"
+        "stop-resolved",
+        "awaiting-session"
       ],
       "description": "The one reason a skipped activity's neutral check carries. Not used by the config file; the runner and check-run reporter validate reasons against it. Meaning: README.md, Outputs and skips."
     },
diff --git a/docs/conventions/pr-pipeline/pr-run-activity.md b/docs/conventions/pr-pipeline/pr-run-activity.md
index e719aeea5d1..e1390c5fcab 100644
--- a/docs/conventions/pr-pipeline/pr-run-activity.md
+++ b/docs/conventions/pr-pipeline/pr-run-activity.md
@@ -960,8 +960,11 @@ the base's `.github/scripts/pr-unblock/address-feedback.mjs`, `apply-patch.mjs`
    those replies is such a fix request by a write-access human, and
    reports `human-gate=fix-request`, which lifts only the human-gated hold of the push job. No kept
    thread skips `awaiting-human` on such a PR; elsewhere it escalates `feedback-untaken-threads`
-   (routed to a failing status) while any review thread is unresolved, and skips `not-applicable`
-   only when none is. The dispatcher (`feedback-dispatch.mjs`) dispatches an ungated head for any
+   (routed to a failing status and the `needs-session` queue) while any review thread is
+   unresolved, and skips `not-applicable` only when none is. While the PR carries `needs-session`
+   and the lanes App's address-feedback lane-stopped comment names this head with a reason routed
+   to it, an unresolved thread skips `awaiting-session` instead, so the stop stands without a
+   second escalation. The dispatcher (`feedback-dispatch.mjs`) dispatches an ungated head for any
    unresolved thread, so such a head reaches this step once: its lane-stopped check then ends the
    head, which a reply job's skip does not release. A failed reply job with no escalation reason
    (its lane token, a script error) stops as `feedback-publish-failed`, which `pr-unblock.yml`