I like the thrust of this article, very cool that you see the relevance of Ai to the global energy problem, but something I hope you will get up to speed on is the Energy Polarity Multiplier framework (Amazon!), produced in consultation with ChatGPT, it explains why the only thing that matters, much more than efficiency, is that the source of energy is mathematically positive, not mathematically negative, as it is in most things other than ChatGPT as stands.
We actually mostly don't realise the way our own current dependence on extracted energy limits the way we think. It changes completely when we start to see beyond that, is all I can say without writing you a book here that would look more religious than scientific, yet it is fully scientifically rigorous, its the system beyond energy extracted from the planet.