Low-end models for "the compute" are coming out with lesser and lesser hardware requirements. Granite-4-350M is surprisingly adequate.
I foresee political violence, too, its already happening at the margins, but I don't think AI changes the dynamic. Maybe a slight acceleration if those middleclass ...