Amazon Bedrock released AgentCore Evaluations to standardize testing across fragmented agent frameworks. The tool removes dependencies on specific SDKs or LLM clients, allowing teams to benchmark LangGraph or LlamaIndex workflows using a single pipeline. This decoupling prevents evaluation breakage when switching architectures. Practitioners can now compare agent performance without rebuilding their entire testing infrastructure.