On November 3, 2025, Zhiyuan Robotics made an exciting announcement. Their real - robot reinforcement learning technology, which was developed in a collaborative effort with Longcheer Technology, has been successfully put into operation on a verification production line. This achievement is groundbreaking as it marks the very first instance of this technology making the leap from the realm of academic papers to practical industrial applications. In the context of precision manufacturing production lines, there have long been rigid bottlenecks that have held back progress. This new technological breakthrough, however, offers a solution. It empowers robots to autonomously acquire knowledge and optimize their operational strategies within real - world production environments. As a result, it brings about a substantial increase in the efficiency and adaptability of flexible manufacturing. At present, the cooperation between Zhiyuan Robotics and Longcheer Technology has reached a substantive implementation stage. Their shared goal is to propel technological innovation and speed up the construction of an AI manufacturing ecosystem that is driven by embodied intelligence.