Amazon Bedrock AgentCore Evaluations now supports testing across diverse frameworks like LangGraph and LlamaIndex. This tool removes the need for framework-specific SDKs or tracing patterns during the validation phase. Developers can now benchmark agent performance regardless of the underlying orchestration layer. It simplifies the transition from prototype to production for multi-agent systems.