Self-Evolve With a Reference:Anchored Training of Tool-Integrated Agents.

arXiv:2610.09856v1 Announce Type: new Abstract: Self-evolving tool-integrated agents learn from tasks and feedback generated within their own training loop. A Curriculum Agent generates tasks, while an Executor Agent learns from self-consistency signals throug