The rapid surge of short-form content platforms has totally reshaped the online landscape. Currently, trends indicate a change towards greater interactive features, such as live broadcasting and enhanced editing tools. Examining ahead, we expect that customized recommendations will become even more complex, leading to specialized communities and a