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ShaoXiangChien/README.md

Eric Chien · Shao-Hsiang Chien

System Software Engineer at HP · Edge AI & Agentic Systems

I build AI systems for real-world work. At HP, I work on bringing agentic capabilities to PCs through local model serving, NPU-backed inference, and performance evaluation. I built a benchmarking pipeline and dataset to compare knowledge-worker agent workloads across models, chipsets, and agent harnesses.

Outside work, I build open-source products and developer tools that make AI more useful—and easier to work with.

Portfolio · LinkedIn · Email

Selected projects

Project What it does
Roomfile An interior-design agent skill that remembers a room, develops concepts, checks measured furniture fit, and turns ideas into a sourcing plan.
HelmMate A local console for AI coding work: agent-ready tickets, dependency checks, isolated worktrees, run tracking, and human review.
Cairn Project-specific memory for coding agents, shaped through a repository interview and maintained through reviewed session updates. Early-stage, actively dogfooded.
Local RAG A local-only document Q&A demo with Ollama, retrieval, conversation context budgeting, and inference performance instrumentation.
MINT A causal-intervention framework for tracing where visual and textual information fuse inside multimodal language models.
Banana Codex A Codex-native image-generation skill with Gemini integration, setup validation, and cost tracking. An unofficial derivative of Banana Claude, with upstream credit.

Engineering interests

  • On-device AI: local inference, model serving, NPU execution, and system resource tradeoffs.
  • Agent systems: useful workflows, clear execution boundaries, persistent context, and human review.
  • Evaluation: reproducible workloads and experiments that inform engineering decisions.

My background includes multimodal AI research at Rice University’s Chili Lab, enterprise AI engineering at Systex, and cloud and MLOps work at Microsoft.

Always happy to exchange ideas about practical AI and open-source tools.

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  1. roomfile roomfile Public

    A project-based interior design Agent Skill that remembers your room, checks fit, and turns concepts into a real shopping plan.

    JavaScript 1

  2. helmmate helmmate Public

    Local launch console for AI coding agents: engineering tickets, dependency checks, worktrees, run tracking, and human review.

    JavaScript

  3. cairn cairn Public

    Project-specific memory for coding agents: repository interviews, tailored Markdown context, and reviewed session updates.

    Go Template

  4. local-RAG local-RAG Public

    Local-only document Q&A with Ollama, retrieval, conversation context budgeting, and inference performance metrics.

    HTML

  5. MINT MINT Public

    Causally tracing visual and textual information fusion in multimodal language models through hidden-state patching.

    Python

  6. banana-codex banana-codex Public

    Unofficial Codex-native derivative of Banana Claude for Gemini image creative direction

    Python