Standard AI learns to imitate. We introduce a new framework that trains AI to make new discoveries in science + engineering. Learning-to-discover + open source LM led to: 🥇best new bound on Erdos min overlap problem 🥇fastest GPU kernels 🥇better single-cell denoising + more!