EVE-Agent introduces a self-evolving AI framework that emphasizes evidence verifiability, allowing agents to generate and validate their own training data without human input. This innovation enhances the reliability and transparency of AI learning processes, potentially transforming how self-evolving systems are developed and evaluated.