智元机器人：真机强化学习成功落地，部署效率指数级提升

Core Insights - The core viewpoint of the article is that Zhiyuan Robotics has successfully implemented its real machine reinforcement learning technology in collaboration with Longqi Technology, marking a significant advancement in the industrial application of embodied intelligence [2] Group 1: Technology Implementation - Zhiyuan Robotics' real machine reinforcement learning technology has transitioned from academic research to industrial application, indicating a new phase for embodied intelligence in large-scale industrial use [2] - The technology allows robots to autonomously learn and continuously optimize operational strategies on real production lines, with new skill training and stable deployment taking only tens of minutes [2] Group 2: Efficiency and Flexibility - Compared to traditional solutions, the new technology reduces the training cycle from "weeks" to "tens of minutes," representing an exponential improvement in deployment efficiency [2] - The technology autonomously overcomes disturbances such as material position deviations and size tolerances, maintaining industrial-grade stability and a 100% task completion rate over long periods of operation [2] - The system requires minimal hardware modifications and standardized deployment processes during line changes or adjustments, significantly enhancing flexibility and reducing deployment time and costs [2]