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Dyna Robotics launches Dyna-2: General-purpose physical agents with hour-long autonomy

1 reports1 sources10/13/2026 updated

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Dyna Robotics has introduced Dyna-2, a general-purpose physical agent featuring a world action model trained on one million hours of human video. The system enables robots to learn new tasks from just 45 minutes of demonstration and execute long-horizon folding tasks lasting up to 24 hours in real-world settings like restaurants. Dyna-2.1, the accompanying physical robot agent, utilizes a half-humanoid wheeled base for enhanced stability and has been deployed in venues such as Din Tai Fung, where it autonomously folds thousands of napkins daily. The robot achieved a 99.4% success rate in single-folding tasks.

Written with AI from the reporting · updated 10/23/2026

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  1. 1Unclassified fact stationOct 14, 00:00recorded Oct 14, 22:22single sourcerevised

    Dyna-2: General Purpose Physical Agents with Hour-Long Auton

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    Evidence & revisions · 1 source records
    Subject:
    Dyna Robotics
    Action:
    发布 Dyna-2 世界行动模型及 Dyna-2.1 物理机器人代理
    Object:
    world-action model 预测未来视频以指导机器人动作;实现 24 小时连续折叠餐巾 99.4% 成功率;从 45 分钟演示即可学习新任务
    Occurred (fact side):
    Oct 14, 00:00
    Latent Space ↗Report pageRevision 2 · currently revised
    Published (valid side):
    Oct 14, 06:25
    First seen (known side):
    Oct 14, 22:22
    Fact stationSingle source · one-sided claimRevised

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Oct 14
  1. Latent SpaceRelated fact: single sourceSource report revised
    Dyna Robotics deploys Dyna-2.1 physical agent with hour-long autonomy based on million-hour video model

    Report first recorded Oct 14, 22:22

    Dyna Robotics released the Dyna-2.1 physical robot agent, built upon a world-action model pre-trained on over one million hours of human video. The robot can learn new tasks from as little as 45 minutes of demonstrations and demonstrated 24 hours of continuous napkin folding in a restaurant setting, including recovery from errors. Dyna Robotics deploys these robots, which use wheeled semi-humanoids, for daily tasks like folding thousands of napkins at Din Tai Fung.

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