Andrej Karpathy put a name to the architectural flaw breaking enterprise AI: RAG treats retrieval as understanding and re-derives knowledge from scratch on every query. The missing piece is a compilation step. At personal scale it's a gist on GitHub; at enterprise scale it's an infrastructure layer.