However if you start current SOTA models out on a bad codebase they will happily write more bad code to fit in with the "conventions" of the existing code. Including authentication and isolation. If you start out your app on the wrong foot (for example because you lack the vocabulary to express what you need) you can end up with nicely polished turds

Asking the LLM for a review of the code would still have caught it