Personal anecdote but I don't debug hallucinated code blocks. I only use LLM to speed up what I would've already written myself. I'm autistic enough to where it's not easy for it to introduce subtle bugs because I still have all the constraints in my head. Rather than having it solve any problem for me I approach it from the angle of just save me some typing of what I already know I want to write.