A new study from Apple tackles modal interference in Text-to-Sounding-Video generation. Researchers developed advanced modality conditioning to bridge the gap between dense training captions and concise user prompts. This approach optimizes how audio and video features interact. The result reduces synchronization errors for practitioners building multimodal generative systems.