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

arXiv cs.CL · 2026-07-21 Cached

MSCE is a training-free framework that organizes LLM agent experience into three memory levels and converts them into reusable skills with evidence links, outperforming existing memory and skill-augmented baselines.

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