I am not convinced the limiting factor is the computing power on device or the price of computing. I would rather bet on current "AI" not been good at general purpose tasks.
Coherent thinking and creativity (AGI) is way above and away from the neural nets we got now. And I'd argue that's what needed to make robots super helpful with random human tasks.