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AI Cyberspace
AI Cyberspace
Apr 28, 2026 · Artificial Intelligence

How Karpathy’s LLM‑Wiki Turns LLMs into a Self‑Growing Personal Knowledge Base

The article critiques traditional RAG‑based knowledge bases for lacking persistence, then details Karpathy’s LLM‑wiki approach that incrementally builds a structured, cross‑linked Markdown wiki through three layers, three core operations, and lightweight indexing, enabling continuous, low‑cost knowledge accumulation.

AI AgentsLLMMarkdown
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How Karpathy’s LLM‑Wiki Turns LLMs into a Self‑Growing Personal Knowledge Base