I know what the post-hallucination reasoning of such robots will be:

"Dave, would you like to get the instructions on how to stitch that head back to the neck?"

falling down and breaking things?

I do think robotics would come up with more safety mechanisms (provably safe motion planning etc) just because the risk is a lot more serious than LLMs spitting half-truths