A sharing session tailor-made for frontier researchers and practitioners in reinforcement learning, LLM/Agent systems, and embodied intelligence. Featuring guests from Tsinghua, Peking University, CAS, and leading industry labs, the event deeply integrated theory, frameworks, and cutting-edge applications with hands-on experience. The session concluded with a roundtable discussion on the future of reinforcement learning.