The rapid surge of short-form video platforms has radically transformed the online landscape. Currently, trends indicate a movement towards greater interactive features, such as real-time broadcasting and enhanced editing tools. Considering ahead, we predict that customized recommendations will become even substantially sophisticated, leading to fo