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Explore the networking challenges and solutions for multi-region distributed training in large language model development in this keynote presentation from the 2025 OCP APAC Summit. Learn how Meta addresses the complexities of transmitting data across long distances between datacenters as model sizes continue to grow beyond single datacenter capabilities. Discover the current state of distributed training infrastructure, understand the limitations of traditional networking approaches, and examine innovative solutions being developed to overcome power consumption constraints and geographical distribution challenges. Gain insights into the essential networking components required for AI infrastructure that spans multiple datacenter regions, with practical examples of how distributed training environments are evolving to support increasingly large language models.
