论文研究 arXiv cs.CL Tue, 21 Jul 2026 正文 thin 4 words

From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents

英文标题:From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents

arXiv:2607.16621v1 Announce Type: new Abstract: Existing memory systems for long-horizon LLM agents often retrieve prior traces as passive context rather than converting them into executable capabilities. In this paper, we propose MSCE, a training-free Memory--Skill Co-Evolution framework that orga
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arXiv:2607.16621v1 Announce Type: new Abstract: Existing memory systems for long-horizon LLM agents often retrieve prior traces as passive context rather than converting them into executable capabilities. In this paper, we propose MSCE, a training-free Memory--Skill Co-Evolution framework that orga

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