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You've seen the potential of agentic AI through proof-of-concepts, and you're ready to build a foundation that can support all AI applications across your organization. Enter the complexities: model access and management, tool discovery, memory and state handling, observability, plus deployment and operations at scale! In this session we'll demonstrate how to build a well-architected foundation that seamlessly integrates model access, orchestration workflows, agents, tools and domain-specific data pipelines while maintaining enterprise-grade observability and governance controls. We'll examine components of a production-ready generative AI and agentic system and dive deep into the architectural patterns that separates successful deployments from failed experiments. Learn more: AWS re:Invent: https://go.aws/reinforce. More AWS events: https://go.aws/3kss9CP Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4 ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster. #AWSreInvent #AWSreInvent2025 #AWS