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JoyAI-Video-Edit brings real-time video editing

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JoyAI-Video-Edit brings real-time video editing
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// 2h agoOPENSOURCE RELEASE

JoyAI-Video-Edit brings real-time video editing

JD’s open-source 16B autoregressive diffusion model edits live or uploaded video from natural-language instructions, without requiring the full clip or a predefined duration. It delivers reported 720p throughput of 30.19 FPS on a single Nvidia B200 GPU under Apache 2.0.

// ANALYSIS

JoyAI-Video-Edit pushes video editing closer to an interactive capability than an offline post-production step, though its hardware requirements remain far beyond typical developer workstations.

  • Supports object manipulation, appearance changes, background replacement, stylization, motion edits, and reference-guided editing
  • Causal generation helps preserve subject identity, motion, and temporal consistency as new frames arrive
  • Reported benchmarks place it ahead of streaming-editor baselines including XMax-X2.0, SANA-Streaming, and LiveEdit
  • The Apache 2.0 release enables commercial experimentation, self-hosted workflows, and research integration
  • Nvidia B200 testing makes the 30 FPS claim impressive but limits immediate accessibility on consumer hardware
// TAGS
joyai-video-editopen-sourcemultimodalvideo-genvisionopen-weightsself-hosted

DISCOVERED

2h ago

2026-08-16

PUBLISHED

2h ago

2026-08-16

RELEVANCE

9/ 10

AUTHOR

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