Ok fair point.

One such method was an improvement in matrix matrix multiplication in 2022. So I’m sure there is a potential discovery of many efficient numerical algorithms that will be uncovered with machine learning.

https://www.nature.com/articles/s41586-022-05172-4

My parent comment was a knee jerk response to the over confidence and wishful thinking of computer work people to a magic AI box solving all the hard physical problems like its some simple conversation prompt away.

Unfortunately I think the fetishization of prompting is a self-fulfilling prophecy. Over time these models will be able to understand enough of the physical problems to have a dumb prompt yield a reasonable if not optimal solution. But of course that house of cards collapses when fundamental advances appear.

If you're not smart enough to make use of a optimal or even acceptable solution, the quality of the LLM answer doesn't matter.