Shortcut Forcing

Shortcut Forcing

A Dreamer4 innovation to preserve long-term stability:

  • Reduces compounding prediction errors in long rollouts.

  • Forces temporal consistency across 32–128 frames.

  • Helps maintain accurate spatial coherence in physical simulations (e.g., robotics or Minecraft mining).

This mechanism enables Dreamer4 to sustain world-model rollouts up to 60 simulated seconds without collapse.

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