04:00
2026-07-21
arxiv.org
artificial-intelligence
From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents
A new training-free framework, Memory--Skill Co-Evolution (MSCE), enables long-horizon LLM agents to convert passive memory traces into reusable skills, outperforming state-of-the-art baselines on Evo…