The rapid growth of short-form clip platforms has completely reshaped the media landscape. Currently, trends suggest a change towards more interactive features, such as live streaming and advanced editing tools. Examining ahead, we predict that personalized recommendations will become even substantially sophisticated, leading to focused communities