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Manufacturing doesn’t have an automation problem—it has an expert labor shortage. In this Davos conversation, Amy Wilkinson sits down with Andrew Scheuermann, Founder and CEO of Arch Systems, to explore how AI agents are being deployed inside real factories today. By building digital twins of machines, processes, and data, Arch enables AI agents to work alongside planners, quality engineers, and maintenance teams—helping them make better decisions faster. The discussion covers why AI in manufacturing is about guided action, not full automation; how agents help reduce waste in medical devices, electronics, steel, and aerospace; and why tier-one factories are the proving ground for scalable industrial AI. Andrew also shares lessons from scaling a deep-tech company, building co-founder teams, and translating research from Stanford labs to global production lines. A grounded look at AI agents, digital twins, and how intelligence is reshaping manufacturing from the inside out.