Generalist robots learn faster than specialists — and they don't need to watch humans

Instead of training a robot to pick up a spoon, then a fork, then a knife, researchers discovered that one flexible AI can master all three at once — and it figures out new tools on the fly without any demonstration videos.

This means we're moving toward robots that adapt to messy, real-world tasks instead of brittle machines built for one job, which could make manipulation systems actually useful outside labs.