Think of software engineering as a pipeline. Historically, the hardest part was writing the code itself. Not the case anymore - honest question: how much of your code do you actually have to type at this point? For us it's probably <10%. As agents get more capable, the bottleneck becomes less about writing code and more about two things: 1) making it easier for humans to understand, plan, and ask questions. 2) making it easier for agents to ingest all the real-world context surrounding your task. Hence, DeepWiki & DeepWiki MCP. There's a "nihilist" view that as AI gets better, interfaces won't matter anymore. I think the opposite is true - AI will soon be so good that the way you interact & knowledge-transfer will be the only thing that matters. Thanks @karpathy for the shoutout!