The meteoric surge of short-form clip platforms has completely transformed the media landscape. Currently, trends indicate a change towards increased interactive features, such as live broadcasting and improved editing tools. Considering ahead, we predict that personalized recommendations will become even increasingly sophisticated, leading to focu