From Trajectories to Differentiated Skills: Cognitive Differentiation for Self-Improving Agents.

arXiv:2610.23599v1 Announce Type: new Abstract: Large language model (LLM) agents tackle complex tasks through reasoning and interaction with external environments. Agent skills provide persistent, transferable capabilities that guide task planning, inform con