Last updated: 10 Jan 2026
Strategic Systems Architect | Building Bionic Units | Singapore 🇸🇬
I build systems where humans think and AI executes — Sovereign AI for the individual.
Website: winstonkoh87.github.io
| Project | Built With | What It Does |
|---|---|---|
| Athena | Python, Supabase, Gemini, Claude | AI-Powered Personal OS — 285 protocols, 805+ sessions |
| Portfolio | Astro 5.0, Vanilla CSS, JavaScript | 8 pages, 6 articles, 5 live demo sites — zero-JS by default |
Languages & Frameworks
AI & Data
Tools & Infrastructure
The integrated AI capabilities that power the Athena framework.
| Layer | Protocol | Function |
|---|---|---|
| Planning | DeepCode |
Research decomposition & architecture planning |
| Logic | DSPy |
Declarative prompting & self-correction optimization |
| Logic | Founder Mode |
Deep detail obsession, no "black boxes" |
| Memory | GraphRAG |
Holistic knowledge graph search (Community Detection) |
| Execution | 70% Rule |
Ship fast, iterate, break things at 70% readiness |
- 🔍 Vector-based semantic memory systems
- 🤖 Human-in-the-Loop (HITLO) AI optimization
- ⚡ Protocol-driven workflow automation
| Capability | Signal |
|---|---|
| Full-Stack Web Development | 5 production sites, zero-JS-first architecture |
| AI Workflow Automation | 285 protocols powering 805+ sessions |
| Technical Writing | 6 articles, 9.8K views |
| SEO & Analytics | GA4, JSON-LD, structured data ready |
The scale of human-AI collaborative infrastructure.
- 🧠 805+ High-context sessions
- 📜 285 Extracted protocols
- 🛠️ 122 Automation scripts
- 🔄 4 Major architectural refactors
- 9.8K Views, 750 Cloners: The Day I Shipped My Brain to the World
- Why I Built My Own Brain (The 5 Pillars of Sovereign AI)
- The Trilateral Feedback Loop: Why One AI is Not Enough
- The Bionic Operator: Why AI Replaces Tasks, Not Humans
- Building a Tuition Centre's Lead Engine in Under One Hour
- How SG SMEs Can Build a Full Marketing Department for <$100
Looking for pragmatic builders who:
- Ship fast (70% rule)
- Value robustness over cleverness
- Are comfortable with async communication
📬 Reach out: winstonkoh87@gmail.com or DM on LinkedIn
"The best way to predict the future is to build it."