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Your Second Brain Doesn’t Need RAG. It Needs a Map

Andrej Karpathy proposes a markdown-based system for information retrieval using agents, arguing it preserves context better than RAG. The approach aims to improve how AI systems access and organize knowledge.

read1 min views37 publishedJun 23, 2026

Karpathy’s markdown system for retrieving information with agents appears to be the best way to avoid losing context compared with RAG and… Continue reading on Towards AI »

source & further reading
pub.towardsai.net — original article Jev AI: What If Gordon Ramsay Didn’t Cook? He Just Picked Who Did. When an AI Agent Says “Done,” What Has Actually Happened? AI Citation Verification Receipts: Stop Research Agents From Turning Real Papers Into False Claims
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