Deep codebase knowledge extraction pipeline. Systematically reads a codebase, extracts design philosophy and engineering wisdom, produces an AI-injectable knowledge base and a high-density technical blog series. Use when asked to "understand this codebase", "learn from this code", "write a blog series about this repo", or "extract design philosophy".
2026-04-04