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首先，大模型本身没那么可靠：存在无法根除的幻觉问题、知识时效性问题，任务拆解和规划经常不合理，也缺乏面向特定任务的系统性校验机制。这样一来，以其为“大脑”的智能体使用价值会大打折扣：智能体把模型从“对话”推向“行动”，错误不再只是答错问题，而是可能引发实际操作风险；而真实业务任务往往是跨系统、长链路的，一次小错误会在链路中层层放大，令长链路任务的失败率居高不下（例如单步成功率为95%时，一个 20步链路的整体成功率只有约 36%）。
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經歷了接近半年時間的監禁，對關恆來說，這也加深了他對自由的感受。關恆說，過去在中國的時候，「我只是覺得被關到監獄、失去去自由其實是一個非常可怕的事情，但是具體有多可怕，我感受不到，我也不能完全想象到。」直到第一次真切地感受到失去人身自由之後，他才更意識到自由的重要性。
Try Galaxy relaunches for the S26 seriesThe day after Unpacked, Samsung shared a press release on its newsroom that encouraged users to check out its Try Galaxy experience on their devices. By scanning a QR code, users can launch the Galaxy UI and check out apps, photo editing tools, AI features and more. Managing editor Cherlynn Low checked it out on her iPhone 17 Pro and found the whole setup trippy but fascinating. You can also use Try Galaxy to check out the company’s foldable phones’ software on your main device. As our editor in chief Aaron Souppouris pointed out, this isn’t the first time Samsung has made it possible to emulate a Galaxy phone on your own handset, but the new iteration for Galaxy S26 certainly is new this year.
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