The landscape of computational science is experiencing an unprecedented transformation through quantum tech. Advanced quantum processors are starting to show capabilities that exceed traditional computer limitations in specific scenarios. This quantum edge opens up paths to addressing previously difficult problems across various sectors. Scientific