AWS Details UAEF for Cross-Framework AI Agent Evaluation

AWS on November 11, 2026, published a technical introduction to the Universal Agent Evaluation Framework (UAEF), an open-source system licensed under Apache-2.0 that evaluates AI agents using 36 built-in metrics across seven dimensions. UAEF is designed to keep evaluations comparable across LangGraph, LangChain, Strands Agents and Amazon Bedrock AgentCore. Those frameworks record messages, tool calls and agent-to-agent handoffs differently, so evaluation code tied to one format can require new…

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