ShiZhen AI
ShiZhen AI
Apr 4, 2026 · Artificial Intelligence

Why Sharing Ideas Beats Sharing Code: Karpathy’s LLM‑Powered Wiki Workflow

Karpathy demonstrates a three‑layer LLM‑driven Wiki that ingests raw papers, code and datasets, automatically maintains structured markdown, and continuously improves through ingest, query and lint cycles, offering a compounding knowledge base that differs fundamentally from traditional RAG retrieval.

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Why Sharing Ideas Beats Sharing Code: Karpathy’s LLM‑Powered Wiki Workflow