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winstonkoh87/README.md

Hi, I'm Winston Koh 👋

Strategic Systems Architect | Singapore 🇸🇬

I build AI-augmented knowledge infrastructure that compounds over time.


🚀 Active Projects

Project Description
Athena AI-Powered Personal OS — 234 protocols, 480+ sessions
Portfolio Human strategy, AI execution

📄 About Me


🧠 Tech Stack

Python Supabase PostgreSQL TypeScript Gemini

📊 Current Focus

  • 🔍 Vector-based semantic memory systems
  • 🤖 Human-in-the-Loop (HITLO) AI optimization
  • ⚡ Protocol-driven workflow automation

👀 Interests

  • Quantitative Strategies — Algorithmic trading, risk modelling, market microstructure
  • AI Infrastructure — Building systems that think with you, not just for you
  • Psychology — Decision science, cognitive biases, schema therapy

💞️ Looking to Collaborate

I'm open to collaborating with pragmatic builders on:

Type What I Bring
AI/Automation Projects VectorRAG architecture, semantic memory systems, protocol-driven workflows
Trading Systems Risk modelling, algorithmic strategies, position sizing frameworks
Technical Content Documentation, system architecture write-ups, developer tooling

Ideal collaborator: Ships fast (70% rule), values robustness over cleverness, comfortable with async communication.

📫 Connect

Portfolio LinkedIn Email


"The best way to predict the future is to build it."

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  1. Athena-Public Athena-Public Public template

    AI-Powered Digital Personal Assistant built with Google Antigravity (Gemini) — a framework for cognitive augmentation and knowledge management.

    HTML 8 1