redlich is an experimental Python workspace for building and studying an agent-first, spec-to-code delivery system.
Its practical focus so far is the runner: a pipeline that takes written specs, drives implementation through gated phases, lands reviewed slices, and records metrics like cost, turns, rework, and validation outcomes to improve the process over time.
In other words, this repository is primarily about improving the software-building process itself, with the chatbot serving as the test case.
The proving-ground product is a local admin chatbot for a club, designed around a strict privacy model where PII — sensitive member and banking data — stays outside LLM context, and the model is limited to safe routing and templating behavior.
Stack: Python 3.12 + FastAPI.