X @Avi Chawla

The next step after Karpathy's wiki idea:Karpathy's LLM Wiki compiles raw sources into a persistent md wiki with backlinks and cross-references.The LLM reads papers, extracts concepts, writes encyclopedia-style articles, and maintains an index. The knowledge is compiled once and kept current, so the LLM never re-derives context from scratch at query time.This works because research is mostly about concepts and their relationships, which are relatively stable.But this pattern breaks when you apply it to actu ...