What you get: a working chat endpoint in Python and FastAPI, plus a simple chat widget for web or a Flutter screen, setup notes, and one round of changes. I build LLM features in production at my day job, and my open-source LLM gateway and agent runtime are public on GitHub (chaitanya-mhetre).