The future of AI will be dominated by Personal Computing, just like with normal application software, since AI, particularly voice and video and computer interaction, are at the IO layer and thus latency-sensitive for online tasks, and that is before privacy gets into the picture at all.
It's faster to send it over the network and it won't drain my battery.