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  "text": "ByteDance introduces Helios. \n\nThe first 14B video generation model that runs at 19.5 FPS on a single NVIDIA H100 GPU and supports minute-scale generation while matching the quality of a strong baseline.\n\nMost long video models struggle with image quality degrading over time and require expensive, complicated hardware setups.\n\nThis model uses a unified design to handle text, images, and videos together while avoiding heavy acceleration tricks.\n\nIt trains by simulating video defects directly, which teaches the system to stay stable without extra external fixes.\n\nThis approach makes professional-grade video generation accessible on standard hardware instead of requiring massive server clusters.\n\n---\n\nPaper Link – arxiv. org/abs/2603.04379\n\nPaper Title: \"Helios: Real Real-Time Long Video Generation Model\"",
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