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Jakkapat-kingthong/README.md

Jakkapat Kingthong

AI Engineer • Computer Vision • LLM Systems • MLOps

Building production-grade AI systems from research to deployment

LinkedIn • Email • Portfolio

About

AI Engineer specializing in hybrid vision + language systems with proven impact in industrial and safety-critical applications. Currently seeking 6-month AI Engineering Co-op starting June 2026.

Recent Achievement: Top 3 Finalist, Google Anti-Scam Ideathon (March 2026) — built SATI AI, an ML+LLM fraud detection system achieving 92% risk detection accuracy.

Background:
B.Eng. Computer & Robotics Engineering, Bangkok University (Second Class Honors)
Google Student Ambassador 2025–Present (58K+ technical content views)

Technical Stack

Core: Python • C++ • PyTorch • FastAPI • Docker
ML/CV: YOLOv8/v11 • ONNX • TensorRT • OpenCV • Roboflow
LLM: LangChain • LangGraph • RAG • Prompt Engineering
Infrastructure: GCP • Git • n8n • uv • Streamlit

Featured Projects

zero-defect-ai • Industrial Vision System

YOLOv8-based bolt defect detection for manufacturing quality control.
Impact: 95% mAP@0.5 on 5,000 industrial images • FastAPI + Docker deployment • Real-time inference pipeline

responsible-ai-vision-system • Safety-Aware Autonomous Vision

YOLO-powered decision logic system for safety-critical applications.
Impact: Context-aware object detection with rule-based safety constraints • Production-ready architecture

ultimate-health-nutrition-tracker • Health Tech MVP

Biometrics and macronutrient tracking platform with data analytics.
Tech: Streamlit • SQLite • Pandas • Interactive dashboards

Professional Experience

BURS Administrator • Bangkok University Robotics Lab (2023–2024)
Managed lab operations, equipment procurement, and technical workshops for 50+ students.

Google Student Ambassador • 2025–Present
Technical content creation and community engagement (58K+ views across platforms).

Certifications & Achievements

  • Google-hosted Securing Digital Trust Anti-Scam Ideathon — Top 3 Finalist (2026)
  • Award-winning AI Engineer (Bangkok University)
  • Technical leadership in robotics and AI education

Contact

Email: jakkapat.potae@gmail.com
LinkedIn: linkedin.com/in/jakkapat-kingthong
Location: Bangkok, Thailand

Open to AI Engineering roles in Computer Vision, MLOps, and LLM integration.

GitHub Stats

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  1. responsible-ai-vision-system responsible-ai-vision-system Public

    AI system that evaluates whether it should act or defer to human control.

    Python 1

  2. ultimate-health-nutrition-tracker ultimate-health-nutrition-tracker Public

    A full-featured health & nutrition tracker built with Streamlit, SQLite, and Python.

    Python 1

  3. zero-defect-ai-visual-inspection zero-defect-ai-visual-inspection Public

    End-to-End AI Visual Inspection System for manufacturing. Built with YOLOv11, OpenCV, and a Streamlit real-time analytics dashboard.

    Python 1

  4. Deep-research-agent Deep-research-agent Public

    Production-grade agentic research system with schema-enforced verifiable citations to eliminate AI hallucination. Built with LangGraph & FastMCP.

    Python 1

  5. mofa-org/mofa mofa-org/mofa Public

    MoFA - Modular Framework for Agents. Modular, Compositional and Programmable.

    Rust 289 175

  6. ruxailab/web-eye-tracker-front ruxailab/web-eye-tracker-front Public

    Vue 21 79