From VLM Planners to Robotic Agents: Self-Evolving Harnesses for History-Dependent Manipulation

What this work does

SERA organizes a high-level vision-language planner around a fixed robot executor. Its harness maintains task context within episodes and is revised between development attempts to improve progress assessment, planning guidance, and recovery.