As the digital ecosystem advances, so does the explosion of video content, becoming integral to private, instructional, and commercial communication. However, during this rise in video usage, one pressing concern remains foremost: content privacy. AI-powered video tools are increasingly playing a key role in strengthening video privacy, ensuring th