World model that simulates physical environments from robot camera feeds to test robot policies without filming new scenes.
Atom 1 by MovingAtoms is a world model pre-trained on internet video and fine-tuned for physics, ranked first on DeepMind's Physics-IQ benchmark. It accepts a robot's camera feed and action commands to roll the world forward step by step, enabling robot labs to test policies in unseen environments such as rain, glare, clutter, and night without filming new footage. An agentic performance analysis layer grades each rollout by stage, clusters failures by scene and object and lighting, and provides video evidence of each failure mode. Atom 1 is a product of Moving Atoms.