The significant growth of short-form clip platforms has radically reshaped the digital landscape. Currently, trends indicate a movement towards greater interactive features, such as live streaming and enhanced editing tools. Looking ahead, we predict that personalized recommendations will become even more sophisticated, leading to specialized commu