This talk explores the exciting opportunities in diffusion models for image, video, and 3D generation. We'll dive into various generatgive media applications that'll transform and expand the creative economy, and help humans become more creative. At the same time, I will emphasize on the vital importance of trust and safety to ensure responsible and ethical utilization of these powerful technologies. I'll put forward a number of proposals for addressing safety, specifically in the generative media space.