Writing
Practical notes from forward-deployed AI work — evals, agents, retrieval, and what it takes to ship. Patterns over war stories; everything client-safe.
2026
-
Rejected over RAG (so I built one)
I lost a job offer over a topic I could design but had never operated. So I built the system myself. The main lesson: the dataset decides the architecture. Every mistake I made was a data question I answered too late.
-
What this site is
Field notes from forward-deployed AI work — and why I'm writing them down in public.