Apple researchers developed STARFlow-V to challenge the dominance of diffusion models in video generation. The system uses normalizing flows to enable native likelihood estimation and robust causal prediction. It offers a more computationally efficient alternative for spatiotemporal data. This approach provides a technical pivot for researchers seeking alternatives to iterative denoising.