The rapid growth of short-form video platforms has radically transformed the digital landscape. Currently, trends reveal a shift towards increased interactive features, such as live broadcasting and advanced editing applications. Considering ahead, we predict that personalized recommendations will become even increasingly sophisticated, leading to