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

arXiv:2610.30017v1 Announce Type: new Abstract: This study introduces GuideEvolve, a self-evolving agent framework incorporating expert guidance and three autonomous regulatory mechanisms, collectively termed the 3Ts: Think Fast and Slow, Throwback, and Termin