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Explore how AWS Trainium2 and Inferentia2 chips revolutionize AI workload economics in this 47-minute conference talk from AWS re:Invent 2025. Discover cutting-edge innovations that address the dual challenges of high computing costs and complex scaling requirements plaguing generative AI deployments. Learn about breakthrough price-performance capabilities for both training and inference workloads, including advanced techniques for efficiently scaling mixture-of-experts (MoE) models and deploying sophisticated agentic systems with reasoning capabilities. Examine real-world customer case studies demonstrating how organizations achieve exceptional performance while dramatically reducing operational costs through strategic implementation of AWS's specialized AI chips. Gain insights into the technical innovations enabling cost-effective scaling of advanced AI workloads and understand how these hardware solutions are transforming the economics of enterprise AI deployment.
