An artistic representation of the new optical development process, which speeds up design of devices by supplementing machine learning with equations representing the physical processes in play. [Image: Chalmers University of Technology, Viktor Lilja] Scientists in Sweden have combined machine learning and physics calculations to design photonics components more quickly than is possible with either approach in isolation (Laser Photonics Rev., doi: 10.1002/lpor.202502769).