The Part of Andrew Ng's Skills Map Worth Reading Closely Is No. 4: Engineering Work Is Moving Upstream, Toward the Spec

Andrew Ng's AI engineering skills map lists four abilities, and the fourth deserves the closest read: he argues coding agents are getting rapidly better at delivering to spec, so engineers' work is shifting toward deciding what goes into the spec. gu-log pushes further: once implementation gets cheap, what does a wrong spec cost, which decisions can't be undone, and does your company's process even leave engineers room to do this?

Andrew Ng: I've Stopped Reading AI-Generated Code — When Python Becomes the New Assembly and 'X Engineers' Take Over

Andrew Ng says he has not only stopped writing code, he has long stopped reading generated code. He now directs agents at a higher abstraction layer and sees X Engineers emerging inside business functions. A radical programming forecast from AI's most influential educator.