实时视频模型

Decart MirageLSD

Decart MirageLSD

新增

“Live-stream diffusion” — restyle a live feed (camera, game, call, screen) frame-by-frame from a text prompt at near-zero latency.

decart.ai · 收录≠背书 · 2026-09-03 复核

运营方
Decart
模型
Causal autoregressive live diffusion (LSD)
延迟
“Under 40ms per frame” (vendor-reported)
输出
Live video-to-video restyle, ~24–30fps
开放情况
API via Crusoe Cloud partnership

什么是 Decart MirageLSD?

Decart's MirageLSD is a causal autoregressive diffusion model that transforms an incoming video stream in real time via text prompt, without the drift that broke earlier streaming models after ~20–30 seconds. It runs on Hopper-class GPUs with custom CUDA kernels and is offered through a Crusoe Cloud partnership; latency figures are vendor-reported ('under 40ms per frame') and not yet independently benchmarked. Karpathy is an angel investor and has called it 'real-time magic'.

Decart MirageLSD 能做什么

  • Causal autoregressive diffusion that restyles a live input feed frame-by-frame from a text prompt
  • Avoids the error-accumulation collapse that killed earlier streaming models after ~20–30 seconds
  • Runs on Hopper-class GPUs with custom CUDA kernels
  • Available as an API through a Crusoe Cloud partnership
  • Backed by notable angels including Andrej Karpathy, who has called it “real-time magic”

Decart MirageLSD 适合谁?

  • Live video-to-video effects on a camera, game, call or screen feed
  • Building realtime creative overlays without clip generation
  • Studying causal live-diffusion as an alternative to autoregressive streaming models

Decart MirageLSD 的优点与不足

优点

  • First-mover framing for live-stream diffusion (vendor-positioned)
  • Real-time restyle opens interactive, steerable broadcast use cases
  • Meaningful backing and ecosystem partnerships

不足

  • All latency numbers (“under 40ms per frame”) are vendor-reported
  • Frame-rate claims vary between sources (24 vs 30 fps)
  • Access is API-based via partners — no open weights or local run

别人怎么说

摘自公开报道的原文引用——收集于 2026-09-03。

The first real-time, zero-latency generative AI video model.

常见问题

What is Decart MirageLSD?

Decart’s “live-stream diffusion” model that restyles any incoming video feed in real time from a text prompt.

How is it different from regular video models?

It transforms a live input stream frame-by-frame rather than generating a clip from scratch — a video-to-video restyle built for liveness.

How fast is MirageLSD?

Decart reports under 40ms per frame; the figure is vendor-reported and not yet independently benchmarked.

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