Scientific progress has reached a pivotal moment where traditional techniques come across significant barriers in solving large-scale optimization problems. The rise of quantum progress introduce novel approaches that leverage elementary concepts of physics to navigate computational challenges. The merging of theoretical physics and real-world comp