CogVideo and CogVideoX are open-source video generation systems that produce videos from text prompts or static images. The models employ diffusion-based architectures with LLM components for video understanding and generation. The repository includes inference code, LoRA fine-tuning capabilities, and DDIM inversion support for the generated videos.