GuideEvolve: Self-Evolving Agent Framework with Expert Guidance and 3Ts Mechanisms

What this work does

GuideEvolve separates task evaluation from evolution control and adds mechanisms for deliberate modification, recovery of previous successful solvers, and autonomous termination. It investigates whether this organization makes agent self-improvement more reliable and efficient.