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#LLM-as-a-judge — 2 articles ✕
Amazon has released the Universal Agent Evaluation Framework (UAEF), an open-source tool designed to standardize the evaluation of AI agents. It uses adapters to normalize execution traces from various frameworks like LangChain and LangGraph into a single format, enabling consistent measurement across 36 metrics and 7 quality dimensions.
Amazon Bedrock AgentCore now includes a comprehensive catalog of built-in, third-party, and custom evaluators to monitor agent behavior in production. The platform allows you to run metrics from DeepEval and AutoEval in a managed environment, supporting on-demand, online, and batch evaluation workflows.