AI-Native Full-Stack Engineer 路 RAG & Evaluation Systems 路 TypeScript/Node.js + Python
I build full-stack products and bounded AI reference systems with TypeScript, React/Next.js, Node.js, Python, and PostgreSQL. Based in Istanbul.
Live deterministic TypeScript support operations console with cited responses, structured action proposals, human approval gates, and an explicitly synthetic evaluation dashboard.
One agent policy implemented twice, as a hand-written tool-calling loop and as a LangGraph state graph, benchmarked against a deterministic model across three scenarios. Identical behaviour, 94% more code for the graph. Turborepo, TypeScript, benchmark enforced as a CI gate.
Public deterministic LLM reliability and evaluation harness covering citation checks, expected-fact coverage, abstention, latency, and estimated cost.
Deterministic RAG and evaluation reference implementation with citations, abstention, offline evaluation, tests, Docker, and CI. It is not a production customer system.
Founder-built clinic AI MVP with bounded product and reliability workflows.
- TypeScript, React, Next.js, Node.js
- Python, PostgreSQL, Supabase
- Docker, GitHub Actions, Playwright, Vercel

