Instead of relying on RAG, Andrej Karpathy said that LLMs can manage indexing and summaries internally at smaller scales.

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Where all my knowledge actually lives.

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Karpathy’s wiki approach organizes transcripts and research into indexed markdown pages, scaling to hundreds of documents at low cost.