Here, we present the findings of an efficient HER photocatalytic model with limited electron recombination and stable, comparable optical properties. The model demonstrates a robust ability to maintain long-term catalytic activity, even under harsh reaction conditions, by minimizing charge carrier loss and enhancing charge separation efficiency. Furthermore, it is expected that the photocatalyst would exhibit excellent light absorption across a wide spectrum, ensuring optimal utilization while maintaining structural integrity throughout the hydrogen evolution process. This anticipated combination of high efficiency and stability positions the model as a promising candidate for scalable, sustainable hydrogen production.