Commoditization of this scale of compute is definitely going to be a boon for many fields of research. Unfortunately fundamental public research is exactly what is being cut right now in the US.
Long term, I think the real winners are going to be in robotics. Still an unsolved field, but Waymo proves that even a nearly 20 year slog to the finish line is viable. And robotics infrastructure may be more robust to obsolescence than the underlying compute. I find it odd so many companies are making humanoid robots though... Over engineering that reeks of bubble economics and possible fraud.