The AI spits out _some_ code => the developer needs to review & cleanup the mess, or accept that it worsen the system for the sake of delivering more rapidly.

That's the dynamic with AI and a lot of developers hate working like that, yet there is pressure to work this way.

I don't assume the code will be bad, I directly observe on a daily basis that it's bad. Since the widespread adoption of AI, all but the best developers I work with have been writing worse code with a higher number of more severe bugs.