Automated agent evaluation with Amazon Bedrock AgentCore and GitHub Actions

Amazon Bedrock's AgentCore runtime now supports a GitHub Actions CI/CD pipeline that deploys AI agents, evaluates them using the AgentCore Evaluate API, and blocks pull requests if agent performance regresses. The system integrates role-based access control via MCP tools and OAuth authentication for secure, automated agent quality gating.