---
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:

<video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/resolume.mp4" controls autoplay loop muted></video>

Real-time depth-conditioned generation:

<video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/david_depth.mp4" controls autoplay loop muted></video>

## Links

- [GitHub](https://github.com/daydreamlive/scope)
- [Documentation](https://docs.daydream.live/scope/getting-started/quickstart)
- [Discord](https://discord.gg/mnfGR4Fjhp)
- [Daydream](https://www.daydream.live/)

## Citation

The VACE integration in Scope is described in:

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