The explosive increase of short video has fundamentally reshaped the digital landscape. Platforms like Vine's successor and IGTV Shorts have driven a huge surge in user engagement. Currently , key observations involve genuine content, smaller personality dominance, and the growing use of automated tools for editing . Looking into the future, we for