Robot foundation model startup Dyna Robotics unveiled DYNA-2, a new architecture trained on one million hours of human video that it says outperforms the standard Vision-Language-Action approach in real production deployments, completing tasks at nearly twice the success rate while transferring across robot arms, humanoids, and dexterous hands with minimal fine-tuning.