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arxiv_agent_systems_research ยท Oct 16, 2026 ยท paper

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

arxiv.orgOct 16, 2026
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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 contextu...

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