The significant expansion of short-form video platforms has totally altered the media landscape. Currently, trends indicate a movement towards greater interactive features, such as real-time broadcasting and advanced editing tools. Looking ahead, we predict that tailored recommendations will become even substantially sophisticated, leading to niche