The significant surge of short-form video platforms has completely reshaped the media landscape. Currently, trends reveal a shift towards increased interactive features, such as real-time broadcasting and enhanced editing applications. Examining ahead, we predict that tailored recommendations will become even increasingly complex, leading to niche