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+ ---
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+ arxiv: "2602.14381"
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+ tags:
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+ - video-generation
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+ - real-time
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+ - autoregressive
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+ - diffusion
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+ - webrtc
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+ - vace
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+ - wan
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+ license: apache-2.0
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+ ---
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+
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+ # Daydream Scope
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+
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+ 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.
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+
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+ ## Highlights
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+
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+ - **Multiple model backends** — StreamDiffusionV2, LongLive, Krea Realtime, RewardForcing, MemFlow, and more via plugins
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+ - **VACE integration** — Use reference images and control videos (depth, scribble, optical flow, etc.) to guide generation in real time
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+ - **Spout / NDI** — Pipe video in and out of tools like Resolume Arena, TouchDesigner, OBS
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+ - **LoRA support** — Customize styles and concepts on the fly
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+ - **Composable pipelines** — Chain video diffusion with depth mapping, frame interpolation, and other processors
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+ - **WebRTC streaming API** — Low-latency output to any browser
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+
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+ ## Demos
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+
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+ Resolume Arena as live input into Scope via Spout:
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+
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+ <video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/resolume.mp4" controls autoplay loop muted></video>
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+
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+ Real-time depth-conditioned generation:
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+
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+ <video src="https://huggingface.co/daydreamlive/scope/resolve/main/videos/david_depth.mp4" controls autoplay loop muted></video>
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+
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+ ## Links
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+
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+ - [GitHub](https://github.com/daydreamlive/scope)
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+ - [Documentation](https://docs.daydream.live/scope/getting-started/quickstart)
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+ - [Discord](https://discord.gg/mnfGR4Fjhp)
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+ - [Daydream](https://www.daydream.live/)
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+
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+ ## Citation
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+
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+ The VACE integration in Scope is described in:
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+
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+ ```bibtex
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+ @article{fosdick2026adapting,
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+ title={Adapting VACE for Real-Time Autoregressive Video Diffusion},
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+ author={Fosdick, Ryan},
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+ journal={arXiv preprint arXiv:2602.14381},
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+ year={2026}
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+ }
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+ ```