Tutor Intelligence deploys robots directed by remote human "tutors" while training foundation models on the resulting work data, aiming to bypass the intelligence bottleneck the author sees limiting robotics. The company manufactures its own hardware: Cassie, focused on moving boxes and pallets, and Sonny, a semi-humanoid for dexterous work. The company reports nearly 4x site growth year over year, expects over 1,000 robots under contract by end of 2027, and estimates it currently performs 0.02 basis points of US economically valuable labor.

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