Follow-Your-Pose is a pose-guided text-to-video generation system that creates videos based on textual descriptions while following the motion indicated by pose keypoints. The model learns to generate videos using pose-free reference videos during training, enabling pose-controllable video synthesis at inference time. It provides pretrained checkpoints, inference code, and a demo notebook for experimentation.