Karpathy's LLM Knowledge Base SEO: I applied the pattern for 12 months and here's what I learned

Karpathy's LLM Knowledge Base × SEO: I applied the pattern for 12 months and here's what I learned On April 3, 2026, Andrej Karpathy posted a short but influential note about using LLMs to build personal knowledge bases. The premise: instead of RAG pipelines and vector databases, you manually clip raw sources into a raw/ folder, let an LLM distill them into structured wiki pages, and query the graph later with your LLM CLI of choice. No SaaS lock-in. No embeddings. No subscription. Just markd...