Your laptop is never going to train a frontier model. It doesn't have to.
A lot of AI's daily work is small and frequent. Drafts, summaries, cleanup, checks that can wait a minute.
Work like that doesn't need a datacenter. It needs whatever's nearby, switched on, and not busy.