The rapid expansion of short-form clip platforms has radically transformed the media landscape. Currently, trends indicate a change towards greater interactive features, such as live broadcasting and enhanced editing tools. Considering ahead, we expect that customized recommendations will become even substantially sophisticated, leading to niche co