The rapid growth of short-form clip platforms has radically transformed the online landscape. Currently, trends indicate a change towards greater interactive features, such as interactive broadcasting and advanced editing software. Looking ahead, we anticipate that personalized recommendations will become even increasingly sophisticated, leading to