Home / Blog / #rag ## tag #rag 1 article on this topic. Markdown Wikis Are Replacing RAG — Karpathy's Pattern Explained A folder of Markdown files beats a vector database for personal knowledge. Why Karpathy's post-RAG pattern works, when to use it, and how to build one in 15 minutes with Save Vault. April 9, 2026