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Universal Robots’s AI Trainer claims to be the first direct lab-to-factory solution for AI model training. Developed by Universal Robots and Scale AI, it utilizes the same hardware used in over 100,000 industrial deployments. Operators physically guide a “leader” robot through a task while a synchronized “follower robot” mirrors the motion in real time. (Credit: Universal Robots.)

Physical AI Enables Adaptive Welding Automation

Industrial robots have traditionally been deployed on a simple premise: define the task, program the path, constrain the environment, and repeat. That model has delivered enormous value in stable, high-volume production, but it also explains why variable processes remain difficult to automate.

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