Our interdisciplinary team presents pioneering research on the transformative impact of AI-driven simulation training in modernizing teacher education. The study, to be showcased at the 26th International Conference on Interactive Collaborative Learning and the 52nd IGIP International Conference on Engineering Pedagogy, aims to redefine teacher training standards and effectiveness in higher education.