karpathy-markdown-rag-pattern-already-surpassed
The Karpathy markdown-first knowledge base pattern (Raw → Wiki → Index, no vector DB) is a simplified single-layer retrieval system that our architecture already exceeds. Our three-layer retrieval (Vault MCP structured wiki, Graphiti knowledge graph, OmniGraph pgvector) was already operational before evaluating his pattern. No porting required.
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