MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild

ArXi:2603.17187v1 Announce Type: new Large language model (LLM) agents are increasingly used for complex tasks, yet deployed agents often remain static, failing to adapt as user needs evolve. This creates a tension between the need for continuous service and the necessity of updating capabilities to match shifting task distributions. On platforms like OpenClaw, which handle diverse workloads across 20+ channels, existing methods either raw trajectories without distilling knowledge, maintain static skill libraries, or require disruptive downtime for re.