MotiMotion: Motion-Controlled Video Generation with Visual Reasoning
Teaching video AI to think through the physics before moving objects
Current video generation tools struggle when given vague or incomplete motion instructions, often producing unnatural results because they ignore what should happen next. MotiMotion fixes this by having the AI reason through the physics and consequences of a motion before generating the video—like understanding that knocking over a cup would spill water—rather than blindly following the trajectory you drew.
Video generation is moving into creative and commercial tools where unrealistic physics breaks immersion and trust. Better reasoning about cause and effect means generated videos work for visual effects, game design, and animation tasks where object interactions need to look plausible, not just follow a path.