Jul 2026
From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents
This paper proposes MSCE, a training-free Memory--Skill Co-Evolution framework that organizes agent experience into grounded step traces, reusable procedural policies, and declarative environmental cognition, and introduces reflection-weighted value backfilling.
Bo Tang, Yang Zhang, Guomian Zhuang et al.
· arXiv.org · 1 citation