The landscape of computational science is experiencing an unprecedented transformation through quantum tech. Advanced quantum processors are starting to show capabilities that exceed classical computing bounds in particular scenarios. This quantum advantage opens paths to solving previously difficult challenges in numerous industries. Scientific co