NP-hard problems are still NP-hard even with magical LLM pixie sprinkles. =3
Magical LLM pixie sprinkles ... is that where magic smoke comes from?
They're also NP-hard for the humans doing the majority of the work currently, meaning that good enough heuristics dominate as it is.
If the magic LLM pixie sprinkles can brute force their way to a solution using viable heuristics and their training data, I will use them.