The rapid surge of short-form clip platforms has totally altered the digital landscape. Currently, trends indicate a shift towards more interactive features, such as interactive content and advanced editing tools. Considering ahead, we anticipate that personalized recommendations will become even increasingly refined, leading to niche communities a