Beyond Skill Evolution: Self-Evolving Context Management Policies for Long-Horizon Agent Harnesses

Weiyuan Li, Jinghan Xu, Aili Chen +4

Harness evolution improves LLM agents by learning from execution trajectories, but existing experience- and skill-based methods are less effective on long-horizon tasks. As interac…