But a codebase is a state machine, and given the somewhat random style of LLM outputs, those amplify to an extent that the recorded intent needs to include the outputs too, in a way? Or are you basically doing high detail specs?

Yeah, "Intent-based UX" is evolving to address this challenge, but it's got some catching up to do AND is far from mainstream....