Physical AI is opening a path to robots that behave like versatile agents in the physical world rather than fixed, single-purpose automation. In this session we'll look at what it takes to carry a capable model from the lab onto a real factory floor, including the loop where field data, evaluations, and live deployments feed each next checkpoint, the role simulation plays in making that iteration fast, and how immersive shared autonomy lets robots take on real work from day one.