The rapid surge of short-form clip platforms has totally altered the media landscape. Currently, trends suggest a movement towards greater interactive features, such as interactive content and advanced editing tools. Examining ahead, we anticipate that personalized recommendations will become even increasingly complex, leading to specialized commun