Solar cells work no matter what, I agree that maybe less processing is more useful but LLM is uniqely useful as well

This is not true for me. I would want an LLM after the apocalypse. I'd become like the Wizard of Oz, the all-knowing oracle.

No need for a battery, you just need someone to hit the pedals on that dynamo.