Kiwi-Edit open-sources controllable video editing

Kiwi-Edit matters less as another flashy video model and more as a full-stack open research release developers can actually build on.

• –It handles both instruction-only edits and reference-guided edits, which is the practical gap many video editors still struggle with
• –The team released the RefVIE dataset and RefVIE-Bench alongside the model, giving researchers a reusable training and evaluation pipeline instead of just samples
• –The repo is MIT licensed and includes Diffusers-compatible checkpoints, which lowers friction for experimentation and commercial prototyping
• –Its architecture pairs Qwen2.5-VL-3B semantic guidance with Wan2.2-TI2V-5B video diffusion, showing how multimodal control is becoming the default pattern for serious editing systems
• –Benchmark results on OpenVE-Bench suggest the open-source stack is closing ground on higher-end proprietary video editing tools, especially for local edits and style control