arXiv cs.CL
· Papers
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 organizes agent experienc