Wonder: Video World Model Done Better

TL;DR - Wonder is a real-time video world model that turns images or videos into camera-controllable environments. Its coordinated control, memory, and distillation techniques enable coherent minute-scale exploration at 16 FPS.

• Dense coordinate-field conditioning provides spatially aligned camera-motion and orientation cues.
• Sparse-attention memory retrieves relevant context tokens efficiently regardless of total context length.
• An improved self-forcing distillation pipeline better preserves control adherence, generation diversity, and long-term memory.
• Supports both image-to-video world creation and real-time re-shooting of existing dynamic scenes.