The landscape of computational science is experiencing an extraordinary change due to quantum tech. Advanced quantum processors are starting to show abilities that exceed classical computing bounds in particular scenarios. This quantum advantage opens paths to solving formerly intractable challenges across numerous sectors. Scientific computing has