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Toyota Robot Learns to Shoot Hoops with AI
23 Apr
Summary
- Toyota's CUE7 robot uses AI for trial-and-error learning.
- Previous versions relied on human programming.
- This AI technology could impact manufacturing and vehicles.

Toyota's CUE7 robot demonstrates a significant leap in artificial intelligence, learning to shoot basketballs through trial and error. This AI approach marks a departure from earlier models that required extensive human programming for every new motion. The CUE7 stands about 7 feet 2 inches tall and weighs approximately 163 pounds, featuring a lighter and more fluid design than previous versions.
Engineers at Toyota's Frontier Research Center developed CUE7 with a hybrid control system, merging reinforcement learning with predictive control. This allows the robot to adapt to unexpected situations dynamically. The technology behind CUE7's basketball skills, including target identification and precise force control, is being actively developed by Toyota for broader applications.
Toyota views the CUE7 as a testbed for embodied AI research, with potential impacts on factory robots that adapt to changing production needs, vehicles that navigate challenging road conditions, and home-care robots. The core innovation lies in teaching machines to acquire complex physical skills through experience, mirroring human learning processes, which has far-reaching implications beyond sports demonstrations.