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Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations

Relevant mainly to technical teams building or overseeing AI agents on AWS — it gives a standard, framework-agnostic way to check whether an agent is actually doing its job well, instead of building custom testing tooling for each agent framework in-house.

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What changed

Amazon Bedrock AgentCore Evaluations lets teams assess AI agents built on any framework — including LangGraph, LlamaIndex, the OpenAI Agents SDK, Google ADK, and the Claude Agent SDK — through one evaluation system based on OpenTelemetry. It reconstructs agent sessions from telemetry data and applies built-in scorers (goal success, correctness, helpfulness) plus custom LLM-as-judge evaluators, in both on-demand and continuous-monitoring modes.

Why it matters to your work

Relevant mainly to technical teams building or overseeing AI agents on AWS — it gives a standard, framework-agnostic way to check whether an agent is actually doing its job well, instead of building custom testing tooling for each agent framework in-house.

Source & availability

This is a summary of a published provider announcement, with practical context from SCALA’s feed.

Plan, region, workspace and rollout conditions may affect access in Australia. Check the original source for current availability.

aws.amazon.com

This update is primarily for technical teams.