That's why wealthy investors connected to the AI industry are also throwing a lot of money into power generation startups, particularly fusion power. I doubt that any of them will actually deliver commercially viable fusion reactors but hope springs eternal.
Imagine solving energy as a side effect of this compute race. There's finally a reason for big money to be invested into energy infrastructure and innovation to solve a problem that can't be solved with traditional approaches.