The significant expansion of short-form clip platforms has totally reshaped the media landscape. Currently, trends indicate a movement towards more interactive features, such as interactive streaming and enhanced editing tools. Considering ahead, we anticipate that personalized recommendations will become even increasingly sophisticated, leading to