Fairy is an adaptation of a simple yet powerful image editing diffusion model for video editing applications. At its core is an anchor-based cross-frame attention mechanism, which implicitly propagates diffusion features between frames, ensuring better temporal coherence and high-fidelity synthesis. Fairy not only overcomes the memory and processing speed limitations of previous models but also improves temporal consistency through a unique data augmentation strategy.