Explore how to deploy AI in physical systems for enhanced speed, efficiency, and cost savings through this AWS re:Invent 2025 conference talk. Discover a real-world manufacturing defect detection use case that demonstrates Edge AI applications from incident alert to diagnosis. Learn to implement AWS SageMaker models on edge devices powered by Qualcomm® Dragonwing™ processors, and understand how to integrate AWS IoT Greengrass and Amazon Bedrock for automated actions and intelligent recommendations. Examine strategies for transforming legacy devices by adding intelligence and cloud connectivity, including practical applications of Qualcomm AI Hub and Edge Impulse with AWS solutions to optimize, deploy, and maintain Edge AI implementations. Gain insights into bridging the gap between cloud-based AI services and edge computing environments for industrial and manufacturing applications.