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LLM Wiki: Compile Your Knowledge Instead of Retrieving It

May 15, 2026 · Shingo Nakamura · AI

Andrej Karpathy's LLM Wiki pattern — let an LLM build and maintain a persistent, interlinked wiki from your sources, so knowledge compounds instead of being re-derived on every query. What it is, how it works, how it compares to RAG, and the token economics.

llm-wikiragknowledge-managementagents
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