Also, checking the essential sanity of code and if necessary making it more-sane.

LLMs may indeed end up replacing web-searching interns or bottom-bin outsourcing, with "code a real programmer has to review and probably rewrite".

However there's no reason to believe LLMs will gain a novel new ability to manage that second part just by making them bigger and bigger.