Perhaps it won't flip. Perhaps LLMs will always be worse at this than humans. Perhaps all that code I just got was secretly outsourced to a secret cabal in India who can type faster than I can read.
I would prefer not to make the bet that universities continue to be better at solving problems than LLMs. And not just LLMs: AI have been busy finding new dangerous chemicals since before most people had heard of LLMs.