#rag

Running a Wiki Whose Main Reader Is a Machine

I replaced a local RAG setup with an LLM wiki: a repo my marketing agent reads directly. The pattern that keeps a machine-first knowledge base true over time.

Context-Driven Development: Teaching Your AI Assistant How You Think

AI coding assistants are powerful, but they're blind to your intent. Context-driven development fixes that.

How Google's File Search API Eliminated 7 Database Tables from My RAG Pipeline

I replaced a complex RAG pipeline (GCS, Vertex AI, 7 database tables) with Google's File Search API. Same cost, 90% less code. Here's how.