The Cosmos-H-Dreams framework generates real-time, high-fidelity simulations for surgical robot training. It uses a generative world model to predict future frames based on robotic actions. This allows surgeons to practice in dynamic environments without risking patient safety. The system reduces the gap between synthetic training and real-world operating room physics.