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ai

Knowledge Management with LLMs: From Karpathy's llm-wiki to the Open-Source Ecosystem

Karpathy proposed the llm-wiki pattern in 2026, having LLMs proactively maintain a markdown wiki instead of running RAG from scratch every time. Over 100 open-source implementations now exist, ranging from local CLI tools to serverless Telegram bots.

#llm-wiki#knowledge-management#karpathy#obsidian#cloudflare#second-brain
ai guide

Three Modes of LLM Knowledge Bases: Knowledge Vault, Experience Vault, and Blog

Andrej Karpathy proposed a framework for compiling personal knowledge wikis with LLMs — collect raw data, have the LLM compile it into .md wiki pages, run Q&A against the wiki, and file outputs back. This post compares three practical approaches: Karpathy's knowledge vault model, the community's experience vault model, and quidproquo's blog model.

#llm-knowledge-base#obsidian#knowledge-management#fine-tuning#rag#claude-code#karpathy