That's not a great argument for having an llm in an apocalyptic scenario.

People tend to think they are the thriving hero but most won't survive the first year.

I'd much rather have a USB stick of prepper disk. It works on any shitty machine I find, and it's not going to take days for an answer on how to make potash or fix a solar panel.