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@kubernetes @zephyrproject-rtos @open-telemetry @nycu-life @nycu-cirda @ARRC-Rocket

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thc1006/README.md

Hsiu-Chi Tsai · 蔡秀吉

I look for correctness bugs in Kubernetes Dynamic Resource Allocation (DRA) and in cloud native telecom. For DRA that means reading the scheduler and the allocator and checking the accounting: whether a device gets charged twice, whether a failed allocation actually puts the state back. I also send patches to the OpenTelemetry C++ exporters, usually lifetime and concurrency bugs.

When I find one bug I go and look for the same bug somewhere else. Most of my patches come from that. I write a test with the fix, and reviewers still find things I missed.

I currently serve as a CNCF Ambassador, a member of the Nephio Technical Steering Committee under Linux Foundation Networking, and an M5Stack Platforms Maintainer in the Zephyr Project. I also hold the AMD ROCm Certified Associate certification.

My merged pull requests are listed in my open source portfolio, along with the open ones and the issues someone else ended up fixing.

I am a research assistant at National Yang Ming Chiao Tung University in Taiwan. I grew up in a fishing village in Dapeng Bay, Pingtung. I run the O-RAN in B5G/6G track at COSCUP and I give talks in Taiwanese. I want more people here to try sending a patch.

Website · Publications · ORCID · LinkedIn · hctsai@linux.com

CNCF DevStats counts 3,895 contributions across CNCF projects. It is a raw count and it updates itself.

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  1. ntn-operators ntn-operators Public

    Kubernetes Operators for Non-Terrestrial Networks (NTN) — satellite ephemeris, ground station lifecycle, cell configuration, and terrestrial-satellite failover

    Go 5 1

  2. zephyr-m5stack-sticks3 zephyr-m5stack-sticks3 Public

    First public Zephyr RTOS board port for the M5Stack StickS3 / M5StickS3 K150 (ESP32-S3-PICO-1-N8R8). Board m5stack_sticks3 — runtime-verified boot, console, buttons, BMI270 IMU, and ST7789P3 LCD.

    C 5 1

  3. qwen3.6-speculative-decoding-rtx3090 qwen3.6-speculative-decoding-rtx3090 Public

    First public benchmark of llama.cpp speculative decoding on Qwen3.6-35B-A3B with a single RTX 3090 (post PR #19493 merge, 2026-04-19). 19 configurations covering ngram-cache, ngram-mod, and classic…

    Python 33 2

  4. qwen3.8-speculative-decoding-rtx3090 qwen3.8-speculative-decoding-rtx3090 Public

    Controlled benchmark of llama.cpp speculative decoding for Qwen3.8-27B on one RTX 3090. Built-in MTP at n-max 2 gives +59.8% decode and 37% less energy per request; DFlash2 (PR #27342) reaches +51.…

    Python 1