JoyAI-Video-Edit has released deployment code, checkpoints and a technical report for a video editor that works on frames as they arrive rather than after a complete clip has been collected. The practical consequence is clear: the project is aimed at live-camera and streaming workflows, where conventional offline video generation is structurally a poor fit. The repository describes the system as instruction-guided, accepting either a live camera stream or an uploaded video plus a natural-lang...