The landscape of computational science is experiencing an unprecedented transformation through quantum technology. Advanced quantum processors are beginning to show capabilities that exceed classical computer limitations in specific scenarios. This quantum advantage opens up paths to addressing previously intractable problems in various sectors. Sc