Proceedings of the National Academy of Sciences, Volume 123, Issue 4, January 2026. <br/>SignificanceOptimization is a crucial tool throughout science and technology. Large datasets and high dimensional problems create unique challenges for standard optimization techniques such as Newton’s method, Fisher scoring, and quadratic programming. …