The meteoric surge of short-form clip platforms has radically transformed the media landscape. Currently, trends reveal a movement towards greater interactive features, such as real-time broadcasting and enhanced editing software. Examining ahead, we expect that personalized recommendations will become even substantially complex, leading to special