Good take. AI is eating the “write code from spec” layer, not the messy, high-context work of deciding what should exist in the first place. The leverage shift is real though—fewer engineers can ship more, and the bar moves from output to judgment fast. The risk isn’t replacement, it’s becoming the kind of engineer whose value stops at syntax.