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ztsia/README.md

Sia Zhong Tai — Full-Stack AI Engineer

Building LangGraph agents, RAG pipelines, and the infrastructure behind them.

Available July 2026


What I'm Working On

AI Academic Assistant — My final year project and the most complex thing I've built. A full-stack AI academic platform across 4 repositories: 6 LangGraph agents, a CP-SAT constraint-based scheduler, FSRS spaced repetition, semantic chunking pipeline, and a 19-table Supabase backend. The AI service runs 3 independent asyncio loops natively in FastAPI lifespan — no Celery, no Cloud Scheduler.

Portfolio & Case Study


Stack

AI & Agents — LangGraph · LLM Integration · RAG Pipelines · Prompt Engineering · n8n

Backend — Python · FastAPI · Supabase · PostgreSQL · Node.js · REST APIs · Microservices

Frontend — TypeScript · Next.js · React Native (Expo) · Tailwind CSS · shadcn/ui

DevOps — Docker · GitHub Actions · CI/CD · Vercel · Firebase


Featured Projects

6 LangGraph agents · CP-SAT scheduling · FSRS spaced repetition · Semantic chunking · FastAPI · Supabase · Next.js · React Native

Adaptive learning platform with an autonomous ReAct scheduler, LLM-driven quiz generation using 3-Phase Chain-of-Thought, and a DAG knowledge graph pipeline. The background infrastructure runs 3 asyncio cron loops managing FCM push notifications, FSRS quiz planning, and missed session rescheduling — all within FastAPI lifespan.

React 19 · Firebase Firestore · Tailwind CSS v4 · PWA · Vite

Server-authoritative PWA deployed live across a 60-participant outdoor event. Atomic territory capture via Firestore Transactions, real-time leaderboard, and a 3-tier RBAC system — used by 6 team managers on event day. Live demo available — contact for access codes.


Previously

Software Engineering Intern @ GenTech AI (Oct 2025 – Jan 2026) Built a stateful LangGraph multi-agent system across 15–20 Trello boards. Architected a JSON-driven form engine for 8 Malaysian Tax Form C sub-forms with recursive rendering and Excel-like formula evaluation. Recovered 2 weeks of lost production work using LLM-assisted Git diff analysis — solo, in 2 days.


Elsewhere

Portfolio · LinkedIn · leosia929@gmail.com

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