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前面讲述的普通 Chatbot 记忆（向量库+Redis），解决的核心问题是如何像人一样聊天。 但Agent和Chatbot有两个关键差异，决定了它不能只靠对话历史： 不管是存Redis还是向量库，本质上就是在每一条记忆上打标签。 👉 以前单Agent可能长这样：{ content: "...", time: "..." } ...