I’m a bit of an LLM hater because they’re overhyped. But in these situations they can be pretty nice if you can quickly evaluate correctness. If evaluating correctness is harder than searching on your own then there are net negative. I’ve found with my debugging it’s really hard to know which will be the case. And as it’s my responsibility to build a “Do I give the LLM a shot?” heuristic that’s very frustrating.