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thc1006/README.md

Hsiu-Chi Tsai · 蔡秀吉

Kubernetes scheduling and quota accounting · Observability · Cloud-native telecom

Nephio Technical Steering Committee member (LF Networking). Maintainer of M5Stack Platforms in upstream Zephyr. Research assistant at National Yang Ming Chiao Tung University, Taiwan.

CNCF DevStats 1,779
Merged upstream 99 pull requests across 46 projects. 80 of them in 40 CNCF-hosted and Kubernetes-ecosystem repositories.
Governance Nephio TSC member, LF Networking (roster)
Maintainer M5Stack Platforms in upstream Zephyr, status: maintained (MAINTAINERS.yml)
Community Organizer of the O-RAN in B5G/6G track at COSCUP · I give technical talks in Taiwanese (Tâi-gí)

Every merged contribution, listed and linked: open-source portfolio

Figures as of 13 July 2026. The DevStats link is live and will be ahead of the number above.

Recent work

I audit Dynamic Resource Allocation for arithmetic and lifecycle bugs. It began with an int64 overflow in quota accounting, which I reported in kueue#12896, fixed across four merged pull requests, then found and fixed in Volcano.

The audit has since reached Kubernetes core. I reported a counter-cache collision between DRA drivers in #140434 and fixed it in #140435, merged with a release note.

Still under review: two more core pull requests and four core issues, a slice-bounds panic in CNCF container-device-interface, a nil dereference in KubeVirt, and quota-accounting problems in KAI-Scheduler.

Next

I want to help more people cross from using cloud native software to contributing to it: newcomer sessions in Mandarin and Taiwanese, and bilingual contribution walkthroughs drawn from real review threads. I completed LFC102 (Inclusive Open Source Community Orientation) in July 2026.


Website · Publications · Honors · ORCID · LinkedIn · LFX · Credly · hctsai@linux.com

Raised in a fishing village in Dapeng Bay, Pingtung. I care about making technical communities easier to enter, especially for people who do not start with an established professional network or English-first resources.

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  1. kubernetes/kubernetes kubernetes/kubernetes Public

    Production-Grade Container Scheduling and Management

    Go 124k 43.7k

  2. nephio-project/nephio nephio-project/nephio Public

    Nephio is a Kubernetes-based automation platform for deploying and managing highly distributed, interconnected workloads such as 5G Network Functions, and the underlying infrastructure on which tho…

    Go 178 78

  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 31 1

  4. 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