Claude，算是一个让人又爱又恨的模型了。 一方面是真的好用，另外一方面就是国内的各种不友好。 但是，它的新功能真是的层出不穷。 比如远程控制： 比如这个代码安全功能，对安全圈估又是一个大的打击，后面不知道有多少团队受此影响。

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这种稳定性，与统一内存架构之间有直接关系。当模型完整驻留在充足的显存空间中，长时间运行不会因为内存不足而频繁抖动，上下文也不容易丢失。对于 Agent 这种需要持续执行多步骤任务的系统来说，这种结构层面的优势尤为重要。

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