> Nerds (software dev, maths etc) see how good LLMs are at things they care about and assume they will be broadly applicable in future.

It's worse than that. I am one of those nerds (a programmer), and I see that LLMs are shit at the things I care about. I have zero reason to believe that they will be good at other things either.