Aero Hand Open: A Simulation-Ready Tendon-Driven Hand for Dexterous Manipulation Learning
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Abstract (arXiv)
Tendon-driven hands are anthropomorphic, and moving the actuators off the joints is what makes a hand of this capability affordable to build. Two effects produce that saving. Routing force through a cable removes the requirement that a motor fit inside the joint it drives, so smaller and cheaper motors suffice, and one motor can drive several joints through a single cable, so fewer motors are needed. They are also harder to learn on than a direct-drive hand. The underactuated transmission that produces the saving is itself difficult to represent in a simulator, and the joints one cable drives are not independently commandable. We present Aero Hand Open, a tendon-driven anthropomorphic hand that is released simulation-ready. Three things ship with it. A simulation model reproduces the cable transmission itself. An identified actuation map connects that model to the motor commands in both directions, including the three-way coupling of the thumb. A reinforcement learning package trains policies for the hand. Together they let a policy be trained entirely in simulation and run on the hand with no fine-tuning and no state estimation. We release the mechanical design, the simulation model, the identified mapping, the training environment and the deployment stack.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 19 of its 37 references that are in the map. First posted on arXiv 28 Aug 2026.
Builds on
19 of 37 references.
References · 19
- 2017Proximal Policy Optimization Algorithmscited by 15,215
- 2017Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real Worldcited by 1,498
- 2019Solving Rubik's Cube with a Robot Handcited by 734
- 2018Learning Dexterous In-Hand Manipulationcited by 687
- 2019Learning agile and dynamic motor skills for legged robotscited by 504
- 2021Brax -- A Differentiable Physics Engine for Large Scale Rigid Body Simulationcited by 407
- 2017Asymmetric Actor Critic for Image-Based Robot Learningcited by 238
- 2023General In-Hand Object Rotation with Vision and Touchcited by 99
- 2023LEAP Hand: Low-Cost, Efficient, and Anthropomorphic Hand for Robot Learningcited by 79
- 2024RealDex: Towards Human-like Grasping for Robotic Dexterous Handcited by 34
- 2025ORCA: An Open-Source, Reliable, Cost-Effective, Anthropomorphic Robotic Hand for Uninterrupted Dexterous Task Learningcited by 12
- 2023Getting the Ball Rolling: Learning a Dexterous Policy for a Biomimetic Tendon-Driven Hand with Rolling Contact Jointscited by 9
7 more
- 2025Dexterous Teleoperation of 20-DoF ByteDexter Hand via Human Motion Retargetingcited by 9
- 2025RUKA: Rethinking the Design of Humanoid Hands with Learningcited by 8
- 2023Thermally-Resilient Soft Gripper for On-Orbit Operationscited by 2
- 2025ISyHand: A Dexterous Multi-finger Robot Hand with an Articulated Palmcited by 2
- 2026Tendon Force Modeling for Sim2Real Transfer of Reinforcement Learning Policies for Tendon-Driven Robotscited by 2
- 2024Motion Planning for Hybrid Dynamical Systems: Framework, Algorithm Template, and a Sampling-based Approachcited by 1
- 2026Ruka-v2: Tendon Driven Open-Source Dexterous Hand with Wrist and Abduction for Robot Learningcited by 1
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- 2026Fingers as Legs: Learning Self-Supported Locomotion and Manipulation with an Anthropomorphic Hand ↗
- 2024Sampling-Based Model Predictive Control for Dexterous Manipulation on a Biomimetic Tendon-Driven Hand
- 2026Closing the Reality Gap: Zero-Shot Sim-to-Real Deployment for Dexterous Force-Based Grasping and Manipulation ↗
- 2025In-Hand Manipulation of Articulated Tools with Dexterous Robot Hands with Sim-to-Real Transfer
- 2026Do Rigid-Body Simulators Dream of Soft Robots? Learning Contact-Rich Manipulation for Tendon-Driven Continuum Robots ↗
- 2026Closing the Reality Gap: Zero-Shot Sim-to-Real Deployment for Dexterous Force-Based Grasping and Manipulation
- 2025Learning Dexterous Manipulation Skills from Imperfect Simulations
- 2024Rotograb: Combining Biomimetic Hands with Industrial Grippers using a Rotating Thumb ↗