I am not by any stretch a mathematician but AI research like this reminds me of things that excite mathematicians - it’s like people spent three hundred years playing with Prime numbers and all of a sudden “oh yeah, silicon, fibre optics, ahah secure encryption”
There are going to be real useful tools - but we need to play for another century before we have that aha moment. Probably :-)