From the paper, this is a research model aimed at dealing with the runaway error common in diffusion video models - the latent space is (proposed to be) causal and therefore it should have better coherence.

For a 7b model the results look pretty good! If Apple gets a model out here that is competitive with wan or even veo I believe in my heart it will have been trained with images of the finest taste.