The discovery and utilization of new materials are at the heart of catalytic innovation. Materials such as [metal-organic frameworks](), [graphene](), and [perovskites]() have shown great promise due to their unique properties. Metal-organic frameworks offer high surface areas and tunable pore structures, while graphene provides exceptional electrical conductivity and mechanical strength. Perovskites are notable for their versatility and efficiency in catalytic applications.