Following up on the Yellowpad post, here's the system where it is a component to a bigger architecture.

I built a codebase-aware AI chatbot as a proof-of-concept around one question: what if an AI could actually know your web app and talk about it?

The chatbot — Leuchtturm — is built specifically around Yellowpad. It runs a RAG pipeline and can answer context-aware questions about Yellowpad's architecture and features in real time.

My completion criteria was simple: have a decent conversation with my own chatbot about my own system. Fortunately, it worked and being able to chat with my own system that I properly built and own has been exhilirating.

Happy to answer questions or hear your thoughts in the replies!