Amazon Bedrock released AgentCore Evaluations to standardize testing across diverse agent frameworks. The tool removes dependencies on specific SDKs or LLM clients, allowing teams to evaluate LangGraph or LlamaIndex workflows using a single pipeline. This solves the compatibility gap in production testing. Developers can now benchmark agent performance without rewriting their entire evaluation stack.