AhaRobot: A Low-Cost Open-Source Bimanual Mobile Manipulator for Embodied AI
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Abstract (arXiv)
Scaling Vision-Language-Action models for embodied manipulation demands large volumes of diverse manipulation data, yet the high cost of commercial mobile manipulators and teleoperation interfaces that are difficult to deploy at scale remain key bottlenecks. We present AhaRobot, a low-cost, fully open-source bimanual mobile manipulator tailored for Embodied-AI. The system contributes: (1) a SCARA-like dual-arm hardware design that reduces motor torque demands while maintaining a large vertical reachable workspace, (2) an optimized control stack that improves precision via dual-motor backlash mitigation and static-friction compensation through dithering, and (3) RoboPilot, a teleoperation interface featuring a novel 26-faced marker handle for precise, long-horizon remote data collection. Experimental results show that our hardware-control co-design achieves 0.7 mm repeatability at a total hardware cost of only 1,000. The proposed 26-faced handle reduces tracking error by 80% over a 6-faced baseline and improves data-collection efficiency by 30%, while robustly handling singularities and supporting extremely long-horizon tasks in fully remote settings. Despite its low cost, AhaRobot enables imitation learning of complex household behaviors involving bimanual coordination, upper-body mobility, and contact-rich interaction, with data quality comparable to VR-based collection. All software, CAD files, and documentation are available at https://aha-robot.github.io.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 31 of its 47 references that are in the map. First posted on arXiv 13 Mar 2025.
Builds on
31 of 47 references.
References · 31
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19 more
- 2024Open-TeleVision: Teleoperation with Immersive Active Visual Feedbackcited by 137
- 2024NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Modelscited by 96
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- 2021The Design of Stretch: A Compact, Lightweight Mobile Manipulator for Indoor Human Environmentscited by 39
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