The significant expansion of short-form clip platforms has radically altered the online landscape. Currently, trends indicate a shift towards more interactive features, such as real-time broadcasting and advanced editing tools. Considering ahead, we anticipate that tailored recommendations will become even substantially complex, leading to focused