StableVideo is a text-driven video editing framework that leverages diffusion models to edit videos based on textual instructions. It addresses temporal consistency challenges in video generation by incorporating ControlNet-based guidance, ensuring coherent edits across frames. The system supports various editing scenarios including object replacement and style transfer, and provides memory optimization options for consumer GPUs.