Machine Learning What Is a Machine-Learned Interatomic Potential? An MLIP gives you near-DFT accuracy at close to classical-MD speed. Here is how these potentials work, where the speed comes from, and how they fail. by Dinesh Varma Mudunuri September 17, 2026September 14, 2026