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Training helps. OpenAI, Anthropic, Google, and Microsoft all report gains from making models harder to trick, safety training, and classifiers. But training does not change what permissions mean. Invariant Labs’ GitHub MCP disclosure makes this plain: a well-trained model still leaked data across repositories when the surrounding system gave it overly broad connector permissions and no trust boundaries.9 Microsoft says the same thing in different words: perfectly detecting all prompt injections is still an unsolved research problem, so defenders should focus on limiting damage.10
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与此前所有视频世界模型仅能模拟单人视角不同，Solaris 能够同时生成两名玩家各自的第一人称画面，并确保双方看到的是同一个动态世界：当一名玩家在《我的世界》中挖掘或建造时，这一变化会实时反映在另一名玩家的视角之中。，详情可参考超级权重
其最令人惊叹的一点是，模型甚至可以仅凭一张静态的面部照片，重建出高度模仿该人物音色和语气的语音。虽然该功能因潜在伦理和法律风险被紧急暂停，但它展示了模型在理解生物特征与声音关联方面的惊人深度。