The Wiki That Writes Itself

Andrej Karpathy published a pattern for persistent, compounding LLM knowledge bases — a structured wiki that grows smarter with each query rather than re-deriving knowledge from raw documents every time. The more interesting detail is how he shared it: not as code, but as an "idea file" — a new format for the agent era where you hand a spec to someone's agent and it builds the implementation for you.

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