EVE-Agent: Evidence-Verifiable Self-Evolving Agents

ArXi:2605.22905v1 Announce Type: new Self-evolving agents should not train on examples they cannot justify. Data-free self-evolving search agents offer a scalable route to systems that generate their own questions, answer them, and improve from their own feedback without human annotations. Yet, without verifiable evidence, this loop can reward fluent but uned examples, turning the self-generated curriculum into an opaque and potentially unreliable