The Production AI Engineer Starter Kit

A tutorial ends when the model returns a plausible answer in a notebook. A real AI engineer's job starts there. This starter kit is the minimum shape of a project that proves you can ship: the production stack (FastAPI, Pydantic, structured outputs, Docker, a simple eval script), how to handle failure like it is the default, why evals are not optional for AI code, and the README that gets you the interview. Built for developers and career switchers who have followed the tutorials but never shipped a deployed, tested service.