This repo introduces LongCat-Video, a 13.6B-parameter model that handles text-to-video, image-to-video, and video continuation within a single framework. It uses block sparse attention and a coarse-to-fine strategy to produce minutes-long 720p/30fps videos without quality drift. The project also includes an audio-driven avatar extension with Whisper-based lip sync and distillation-accelerated inference.