HarnessEvolve: Learning from Reference Trajectories for Reliable Agent Self-Evolution

Wen Jiang, Mingmin Chu, Yimeng Tian +6

Self-evolving agents advance toward autonomy by optimizing their harness---prompts, skills, tools, and execution logic---based on environmental feedback. This paradigm, however, is…