在一个长达数分钟的叙事视频中，如何确保角色行为的前后动机一致、场景中的物体状态保持连续，这对模型的长时程记忆能力提出了极高要求。目前，这类视频仍需依赖人工剪辑和分段生成来保证效果。
Nature, Published online: 25 February 2026; doi:10.1038/d41586-026-00293-6
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Ring-2.5-1T 的表现：