Scientific progress is reaching a pivotal moment where conventional methods encounter considerable obstacles in solving large-scale optimization problems. Emerging quantum progress introduce novel approaches that leverage fundamental principles of physics to navigate computational challenges. The intersection of theoretical physics and real-world c