>It will be violence from the rich towards the poor, because democratic AI is not acceptable for them.

Unless the rich somehow manage to completely stifle the progress of consumer-level computing advancement (all chip manufacturers would just collude to quit selling to consumers?) and exert an iron-fisted control over the dissemination of software (when has this ever worked?), I'm not sure how they could control the democratization of AI.