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Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations

AWS Machine Learning Blog · Aug 26, 2026 · Product Launches

AWS Bedrock AgentCore Evaluations uses OpenTelemetry to score agents from any framework

“Amazon Bedrock AgentCore evaluations solves this fragmentation by decoupling evaluation from the framework choice.”

AWS launched Amazon Bedrock AgentCore Evaluations, which standardizes agent evaluation across LangGraph, LlamaIndex, OpenAI Agents SDK, Claude Agent SDK, and others by using OpenTelemetry as a common telemetry layer. Previously, evaluation pipelines were tightly coupled to specific SDKs and broke the moment teams stepped outside that narrow compatibility zone. This matters because it removes a significant operational barrier for teams running heterogeneous agent stacks in production.

AWS Amazon Bedrock agent evaluation OpenTelemetry multi-framework

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