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Explore practical approaches to architecting multicloud solutions that leverage generative and agentic AI capabilities across distributed cloud environments in this AWS re:Invent 2025 conference talk. Discover how to overcome common challenges organizations face when operating across multiple cloud providers, including federating data access, orchestrating model deployments, and implementing effective guardrails around generative AI systems. Learn comprehensive strategies for multicloud data architecture, including data mesh implementation and materialized views, while understanding how to securely deploy and manage generative AI applications that utilize services and models from different cloud providers. Gain insights into unlocking the full potential of AI capabilities when data is spread across various cloud platforms, with practical guidance on creating cohesive multicloud architectures that support advanced AI workloads.
