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metadata
arxiv: '2602.14381'
tags:
  - video-generation
  - real-time
  - autoregressive
  - diffusion
  - webrtc
  - vace
  - wan
license: apache-2.0

Daydream Scope

Scope is an open-source tool for running real-time, interactive generative AI video pipelines. It supports multiple autoregressive video diffusion models with WebRTC streaming, Spout integration for live VJ workflows, and a composable pipeline architecture.

Highlights

  • Multiple model backends — StreamDiffusionV2, LongLive, Krea Realtime, RewardForcing, MemFlow, and more via plugins
  • VACE integration — Use reference images and control videos (depth, scribble, optical flow, etc.) to guide generation in real time
  • Spout / NDI — Pipe video in and out of tools like Resolume Arena, TouchDesigner, OBS
  • LoRA support — Customize styles and concepts on the fly
  • Composable pipelines — Chain video diffusion with depth mapping, frame interpolation, and other processors
  • WebRTC streaming API — Low-latency output to any browser

Demos

Resolume Arena as live input into Scope via Spout:

Real-time depth-conditioned generation:

Links

Citation

The VACE integration in Scope is described in:

@article{fosdick2026adapting,
  title={Adapting VACE for Real-Time Autoregressive Video Diffusion},
  author={Fosdick, Ryan},
  journal={arXiv preprint arXiv:2602.14381},
  year={2026}
}