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Amazon Web Services introduced dataset management in Bedrock AgentCore, enabling developers to build versioned test suites with immutable baselines for agent evaluation. The feature supports predefined scenarios with ground truth assertions and user simulation scenarios where LLM-backed actors conduct multi-turn conversations.

GitHub has published technical details on the security architecture underlying its Agentic Workflows feature, which runs AI agents within GitHub Actions. The system implements process isolation, output constraints, and comprehensive audit logging to contain agent behavior.