智元宣布真机强化学习落地工业产线，训练周期从“数周”减至“数十分钟”

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, significantly enhancing the efficiency and flexibility of production lines [1] Group 1: Technology Implementation - Zhiyuan Robotics announced the successful deployment of its real machine reinforcement learning technology in a validation production line with Longqi Technology [1] - The new system allows robots to autonomously learn and continuously optimize operational strategies, reducing the time for new skill training and stable deployment from "weeks" to "tens of minutes" [1] Group 2: Operational Efficiency - The system requires minimal hardware modifications and standardized deployment processes during line changes, model changes, or flow adjustments, leading to significant improvements in flexibility and reductions in deployment time and costs [1] - The ability to learn new skills in just 10 minutes is achieved through a combination of pre-trained models, a small number of demonstrations, and error correction, allowing for rapid strategy activation and parameter fine-tuning within an industrial context [1] Group 3: Future Developments - Currently, the testing workstations involve one or two processes, with plans to generalize across multiple processes in the future [1] - Deployment will be conducted through local OTA (Over-The-Air) methods [1]