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Explore how to implement responsible AI observability using AWS CloudWatch and Amazon Bedrock in this lightning talk from AWS re:Invent 2025. Discover practical approaches for monitoring machine learning model performance, tracking usage patterns, and gaining insights into emerging safety concerns. Learn to detect hallucinations, misuse, and harmful content through native integrations between CloudWatch and Bedrock. Understand how effective oversight of AI systems becomes crucial as adoption accelerates, and gain hands-on knowledge of maintaining responsible AI applications through comprehensive observability strategies. The session provides actionable techniques for building robust monitoring frameworks that ensure AI systems operate safely and effectively in production environments.
