The significant growth of short-form clip platforms has totally reshaped the media landscape. Currently, trends suggest a shift towards more interactive features, such as interactive broadcasting and advanced editing tools. Considering ahead, we expect that personalized recommendations will become even substantially refined, leading to niche commun