How Do AI Video Generators Work? From Diffusion to World Simulation

AI video generation creates coherent moving images from inputs like text or images by preserving motion and scene consistency through a five-stage process involving encoding, noise initialization, joint prediction, denoising, and decoding. This approach differs fundamentally from generating independent image frames, emphasizing temporal coherence and system-level integration.