The landscape of computational science is experiencing an extraordinary change through quantum tech. Advanced quantum processors are starting to demonstrate abilities that surpass classical computing limitations in particular scenarios. This quantum advantage opens paths to addressing previously intractable problems in numerous sectors. Scientific