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KenmenHsu/README.md

Ken Hsu

Firmware & Hardware R&D · AI Deployment Practitioner · Taiwan

Bridging 10+ years of medical electronics engineering with production AI systems. Not slogans. Not decks. Real AI, deployed where it matters.

十年以上醫療電子工程經驗,橋接到實際落地的 AI 系統。 不是口號、不是簡報,而是真正上線、每天在用的產品。


What I do

I spent over a decade leading medical electronics R&D — firmware, hardware, from concept through regulatory compliance. Now I focus on where embedded systems and modern AI meet: building the systems that engineers, factories, and small teams actually rely on every day.

Three areas I care about:

  • Industrial AI — computer vision that runs on real production lines, not benchmark datasets
  • Local & edge deployment — LLMs and inference on hardware you own, not APIs you rent
  • Human–AI collaboration — AI as a co-worker in hardware and firmware workflows, not a demo

Featured Projects

Industrial-grade PCBA Automated Optical Inspection using YOLO11 + SAHI + PyQt5. 4K preview with smart slicing and stitching. Built for the factory floor, not the notebook.

Fully local LLM + RAG for internal document analysis and weekly report automation. No cloud dependency. No data leaving the network. Runs where the data lives.


Tech Stack

Hardware & Firmware C C++ STM32 ESP32 OrCAD + Allegro

AI & Backend Python PyTorch YOLO11 Ollama PostgreSQL

Platforms Jetson Orin Nano Linux PlatformIO


Background

  • 10+ years leading medical electronics R&D — firmware + hardware, concept to compliance to shipping
  • Currently — Hardware design in a cross-national team, integrating AI into embedded and industrial workflows
  • How I work — AI is a tool. Tools have to work in production. That's the bar.

Currently exploring

  • Vision-language models for industrial defect classification
  • Local LLM agents on Jetson Orin Nano for automation and personal ops
  • AI-assisted PCB and firmware design workflows

Contact

Based in Taiwan · Open to conversations on medical electronics, industrial AI, embedded systems, and AI deployment strategy.


Bridging chips and cognition. Building what actually ships.

Popular repositories Loading

  1. Enterprise-AI-Workflow-Automation Enterprise-AI-Workflow-Automation Public

    An automated workflow system leveraging Local LLM and RAG for internal document analysis and weekly report generation.

    HTML

  2. PCBA_AI_Inspection PCBA_AI_Inspection Public

    Industrial-grade PCBA Automated Optical Inspection (AOI) system using YOLO11, SAHI, and PyQt5. Features 4K preview and smart slicing/stitching

    Python

  3. KenmenHsu KenmenHsu Public