SciML Agents: Write the Solver, Not the Solution. - Saarth Gaonkar; Xiang Zheng; Haocheng Xi; Rishabh Tiwari; Kurt Keutzer; Dmitriy Morozov; Michael W. Mahoney; Amir Gholami (CoRR, 2025)