A phone makes a very crappy AI inference rig. It's battery powered and can't even really run at 100% utilization on an ongoing basis due to how challenging the thermals are.
I'm very curious what kind of hardware advancements you're imagining. Because we're already kind of near a physical wall regarding heat dissipation on phones.
I mean hey, maybe foundational physics will surprise the world with a radical breakthrough that disappears heat into a black hole or something, but I sure wouldn't hold my breath