The meteoric growth of short-form video platforms has completely reshaped the media landscape. Currently, trends suggest a movement towards more interactive features, such as real-time broadcasting and advanced editing applications. Considering ahead, we predict that personalized recommendations will become even increasingly sophisticated, leading