Applied mathematics research that once took years now takes hours with AI assistance. While IEEE Spectrum notes that simulation and approximation tasks are largely automated, pure mathematics remains a human stronghold. This divide forces practitioners to redefine mathematical expertise. The shift prioritizes high-level conceptual architecture over the manual execution of complex equations.