Amazon Bedrock AgentCore introduces versioned test datasets that enable stable evaluation of agents, with immutable versions for CI/CD gates and draft mode for development, providing ground truth for verifiable measurements instead of subjective assessments—ideal for inner-loop iteration and regression control.