The LLM has one job, to make code that looks plausible. That's it. There's no logic gone into writing that bit of code. So the bugs often won't be like those a programmer makes. Instead, they can introduce a whole new class of bug that's way harder to debug.
What makes you say that? If LLMs didn't reason about things, they wouldn't be able to do one hundredth of what they do.