Can you make video generators obey physics?

Video generators excel at creating plausible motion but ignore real-world physics—objects drift, collide, or waste energy. OptiWorld adds an optimal-control layer at inference: extract compact state, plan trajectories under physical constraints on a learned manifold, then render video along that path. Handles goal-conditioned generation, dynamics editing, and counterfactuals.