I diagnose operational problems and build solutions using AI-assisted analysis.
I help businesses find problems they can't see from the inside by building diagnostic tools and operational systems.
Based in Kuala Lumpur. Kenyan.
- Case File 04 (Operational Diagnostic) — Conducted a 34-day embedded operational diagnostic of a hospitality business, cross-referencing five booking platforms against on-site observations. Identified a 43% listing accuracy gap, proposed a structured remediation playbook, and documented the methodology.
- Writ — Contributed to a hybrid RAG knowledge retrieval engine. Executed systematic multi-phase development, pressure-run testing methodology (1,300+ passing tests), error recovery under constraints, and post-compact verification discipline.
- Delta Instrument — Multi-model epistemic evaluation system (Diplomat/Witness/Adversary/Evaluator) built on Vercel serverless functions.
- CPF Router — Provenance handoff PWA with offline support, session vault, share/download capabilities, and SHA-256 integrity tracking.
- Tapau Landing — WhatsApp-native customer acquisition surface for the F&B sector with dual AI provider cascade (OpenRouter + Mistral Direct fallback).
- Interactive Portfolio — React/Vite portfolio application deployed on Vercel.
| Layer | Technologies |
|---|---|
| Application code | React, TypeScript, Python, Rust |
| Architecture | PWA, Serverless APIs, Ed25519 cryptography, RAG |
| AI Integration | Claude, GPT-4, Mistral, multi-model orchestration |
| Deployment & CI/CD | Vercel, GitHub Actions, Git |