JoyAI-Video-Edit is a 16B-parameter autoregressive diffusion framework designed for real-time, open-ended video editing without access to future frames or a predefined video duration. It combines chunk-wise autoregressive adaptation, Source-Anchored Distribution Matching Distillation (SA-DMD), and