The meteoric expansion of short-form clip platforms has radically transformed the digital landscape. Currently, trends indicate a shift towards increased interactive features, such as real-time broadcasting and advanced editing tools. Examining ahead, we predict that tailored recommendations will become even increasingly complex, leading to focused