AI Found a Display Recipe Humans Missed, Making Quantum-Dot LEDs Last More Than 40 Times Longer

Researchers used machine learning to predict the solvent properties needed to pack quantum dots into smoother, denser films. A mixed-solvent recipe derived from the model roughly doubled QLED efficiency and extended operational lifetime more than fortyfold, although the result remains a laboratory process rather than a commercial display.