The landscape of computational science is experiencing an extraordinary change through quantum tech. Advanced quantum processors are beginning to demonstrate abilities that exceed classical computing limitations in particular scenarios. This quantum advantage opens up paths to addressing previously difficult challenges across various sectors. Scien