A new study from Apple Machine Learning Research targets synchronization gaps in text-to-sounding video generation. The team introduces advanced modality conditioning to stop interference between audio and video streams. This approach narrows the gap between dense training captions and short user prompts. It provides a more stable framework for generating aligned multimodal content.