The landscape of computational science is experiencing an unprecedented change through quantum tech. Advanced quantum systems are beginning to show capabilities that surpass classical computing limitations in specific scenarios. This quantum edge opens up paths to solving previously intractable challenges across numerous industries. Scientific comp