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Stable World Model Demo

Visualizing the difference between Naive Auto-regressive rollouts and Stable Manifold rollouts. In JEPA architectures, world models are trained to stay within a feasible latent manifold, preventing compounding errors from exploding during multi-step predictions.

Agent (State)
Target (Goal)
Prediction (Ghost)