LLMs are very helpful as a debugging aid, yes, but in large part because the fixes tend to be small and verifiable. That this does not carry over to many other use cases is the crux of the problem.

I myself use them to accelerate programming tasks, so I'm not anywhere near as pessimistic as the author, but the claimed multiples of productivity definitely haven't materialized for me.