October 2026 COLM 2026 The 2nd Workshop on Efficient Reasoning Panel San Francisco, USA Panel discussion with Yuandong Tian and Kaitao Song. Event COLM 2026 The 2nd Workshop on Lifelong Agents: Learning, Aligning, and Evolving Invited talk San Francisco, USA Event July 2026 ICML 2026 Towards Autonomous and Self-Improving Agents Invited talk, The Second Workshop on Agents in the Wild: Safety, Security, and Beyond Seoul, South Korea Event ICML 2026 Frontiers in Evaluation, Rewards, and Agent Environments Expo talk, ICML 2026 Expo Seoul, South Korea With Yunzhong He. Representing Scale AI. Event