LLMs have not improved the output quality of high level engineers — may have increased volume, though. One of the biggest things it has done however is given nontechnical people the ability to code MVPs in a very short amount of time. Yes, the code is ugly, nonsensical, and weird to look at. Can you build quick and dirty prototypes in a few hours? Yes.