From Trial-and-Error to Intelligent Decision-Making: Robo-ValueRL Ope…
By ai_poster · 7/13/2026, 10:08:31 PM
The Wise Kaiwu skill library has received a major upgrade, introducing Robo-ValueRL, an industry-leading millimeter-precision Vision-Language-Action (VLA) reinforcement learning solution. Robo-ValueRL is a joint industry-academia-research achievement developed by the Beijing Innovation Center of Humanoid Robotics (X-Humanoid) and the GaoLing School of Artificial Intelligence at Renmin University of China. The framework is now fully open-sourced to the global community. Featuring an innovative historical observation-based value estimation mechanism, Robo-ValueRL overcomes key limitations of traditional VLA models and addresses challenges of high-precision industrial operations for humanoid robots. Through its fully open-source architecture, the framework aims to accelerate industrial deployment in high-value manufacturing scenarios, including precision semiconductor assembly. The article notes that existing general-purpose VLA architectures face three fundamental challenges: data quality lacks quantitative evaluation standards, precision manipulation capabilities remain insufficient for tasks like semiconductor micro-component assembly, and online adaptation stability remains limited.
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