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Robotics developers are deploying generative video systems to simulate physical actions and help machines recover from operational errors. By predicting joint movements and camera observations, models allow physical hardware to re-grab dropped items instead of halting execution. Startup Markov Robotics showed functioning control policies trained using approximately one hour of human demonstration footage.