Most models are still full of crap and we don't know the lower bound on energy per inference or per job, with training costs dropping orders of magnitude in short periods—Stable Diffusion cost $5-10M to train, but within a year someone made equivalent quality for $50K—so we must assume ubiquitous intelligence will run on existing hardware like MacBooks