AWS Launches UAEF for Closed-Loop AI Agent Evaluation
AWS has released UAEF (Universal Agent Evaluation Framework), a framework-agnostic system that enables closed-loop, automated evaluation of AI agents across diverse orchestration stacks. For defenders, this closes a meaningful observability gap by providing structured, repeatable mechanisms to assess agent behaviour, decision chains, and output quality without being locked to a single vendor framework. Residual gaps remain around security-specific evaluation criteria, integration maturity for enterprise security tooling, and the operational discipline required to translate evaluation outputs into actionable governance controls.