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Manufacturing and industrial operations demand real-time, intelligent decision-making in low-connectivity environments. This code talk demonstrates how to deploy SmolVLMs (small vision language models) and AI agents to automate site operations using AWS Outposts and Strands Agents. The solution enables on-premises, multilingual interaction with safety protocols, documentation, and equipment data to enhance the productivity and safety of frontline workers. You’ll learn how to combine edge infrastructure, publicly available models, and agent frameworks to deliver context-aware, resilient AI for industrial automation. 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