The cloud situation is where it's probably going to fall down at first (haha). I don't see companies choosing to offer local model integration over the possibility of using the robot as a loss leader to a long term subscription model for access to the compute/inference.

But that's going to be hilarious. Imagine your internet goes down while the bot is half way down your stairs, or the in the middle of pouring a drink. Very fun.