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The robot solar chef: an AI platform that watches solar films form in milliseconds reaches 24.4% efficiency

Making a great solar cell is a little like baking: the film has to form just so, and until now researchers judged the result only after it came out of the oven. A University of Osaka team led by Ryosuke Kado, with senior author Akinori Saeki, has built a robot platform that watches the cooking happen — cameras and sensors capture the film's colour changes in less than a second and the motion of solvent droplets in milliseconds, while the robot adjusts the recipe. The material in question is perovskite, a cheap, printable crystal tipped as solar's next big thing. Guided by the platform's data, the team produced a device converting 24.4% of sunlight into electricity. The study, published in the journal ACS Nano, points toward solar films designed by machines that can see what human eyes cannot.

The upbeat factora robot that can finally watch solar cells being born — and learns the recipe as it goes.
✓ Verified · TechXplore (University of Osaka) · 2026-11-02 · Japan
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