The rapid surge of short-form video platforms has totally reshaped the media landscape. Currently, trends indicate a change towards increased interactive features, such as interactive streaming and advanced editing applications. Looking ahead, we predict that tailored recommendations will become even increasingly sophisticated, leading to specializ