As the digital ecosystem advances, so does the explosion of video content, becoming integral to private, instructional, and commercial communication. However, amidst this increase in video usage, one critical concern remains paramount: content privacy. AI-powered video tools are increasingly playing a key role in strengthening video privacy, ensuri