The explosive increase of short video has fundamentally changed the digital landscape. Platforms like the short-form app and Instagram Reels have driven a significant upswing in consumer engagement. Currently , key observations involve raw content, niche creator dominance, and the rising use of AI-powered tools for production . Looking forward , we