Transformer Transformer: A Unified Model for Motion-Conditioned Robot Co-Design

Transformer Transformer uses a diffusion transformer trained on RoboTokens to co-design robot embodiments and controllers from manipulation demonstrations. The model optimizes links, joints, motors, and inertial properties via Dynamics Self-Guidance, reducing tracking error by 73% in cloth-flinging tasks compared to the original ALOHA 2 platform.