> There's clearly no intelligence task that AIs can't do due to some magic fundamental constraint.

Yes there is: write an English paragraph that doesn't make me want to claw my eyes out. LLMs are not better than human mathematicians (or security researchers) in all respects, just some specific ways (e.g. not having to take a lunch break) that make them good at exhaustively searching for an answer, given the right constraints.