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karpathy is showing one of the simplest AI architectures that actually works..
dump research into a folder, let the model organise it into a wiki, ask questions, then file the answers back in.
the real insight is the loop...every query makes the wiki better. it compounds.. now
LLM Knowledge Bases
Something I'm finding very useful recently: using LLMs to build personal knowledge bases for various topics of research interest. In this way, a large fraction of my recent token throughput is going less into manipulating code, and more into manipulating











