A new study from Apple addresses modal interference in Text-to-Sounding-Video generation. Researchers introduced advanced modality conditioning to bridge the gap between dense training captions and concise user prompts. This refinement reduces synchronization errors between audio and visual tracks. The work provides a more stable framework for generating aligned multimodal content.