The Tail-Aware HiFloat4 method enhances the post-training quantization process for text-to-video generation, optimizing the Wan2.2 model while maintaining high precision in sensitive areas. This innovation aims to improve efficiency and accuracy in AI model performance, particularly in low-bit quantization challenges.