The meteoric surge of short-form video platforms has completely reshaped the online landscape. Currently, trends suggest a movement towards increased interactive features, such as live streaming and improved editing applications. Examining ahead, we predict that personalized recommendations will become even increasingly sophisticated, leading to sp