As OpenClaw moves beyond the initial peak of hype, the real questions begin: how do we turn short-term momentum into long-term value? This offline session focused on three core threads - discovery, evolution, and deployment - with discussions on reproducibility in real-world scenarios, engineering pathways, and industry collaboration. Researchers, founders, and practitioners gathered on site to explore the next set of opportunities and challenges for agent systems.