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