We Fixed Karpathy’s LLM Wiki - PENgram Is the Typed Knowledge Graph Pipeline Everyone Asked For

We recently published an article about the gaps in Karpathy's LLM Wiki pattern. The thesis was simple: wikilinks without relationship types are just lines on a graph. You can see that two notes connect but not how . Does one support the other? Contradict it? Supersede it? That semantic layer is what turns a pile of linked notes into a knowledge graph. The comments pushed us further. People running production knowledge graphs at scale said typed relationships like supersedes or contracts fundamen