Darwin-Claw: Environment-Adaptive Experience Consolidation for Recursively Self-Evolving Agents.

arXiv:2610.23574v1 Announce Type: new Abstract: While Large Language Model (LLM) agents have demonstrated remarkable capabilities across complex tasks, they predominantly operate in isolated sessions, lacking the ability to continually learn from historical in