The landscape of computational science is experiencing an extraordinary change due to quantum technology. Advanced quantum processors are beginning to show capabilities that surpass classical computer bounds in particular scenarios. This quantum edge opens paths to addressing previously intractable problems across numerous industries. Scientific co