The article discusses the development of an innovative organic-inorganic membrane catalyst for enhanced solar-driven hydrogen production. Traditional particulate photocatalysts face technical challenges in green hydrogen production, such as low efficiency and stability issues. To overcome these limitations, researchers have immobilized high-performance photocatalysts on large-sized substrates to improve stability and recovery. The article highlights the use of a novel CdS@SiO2-Pt composite catalyst embedded in an organic-inorganic membrane, along with organic ferroelectric PVDF, to achieve efficient hydrogen production through multi-field-driven catalysis. This approach enhances catalytic performance by combining light and mechanical energy, resulting in improved stability and operability. The study demonstrates high photostability and excellent operability of the membrane catalyst, showcasing enhanced hydrogen generation under simulated sunlight. Overall, the research opens up new possibilities for practical application of panel photocatalytic hydrogen production using organic-inorganic interface networked membrane technology.