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: "..." } ...

Building a chatbot can feel like an overwhelming task, especially when you’re juggling multiple tools and trying to ensure everything works seamlessly. If you’ve ever found yourself stuck between ...

Why write SQL queries when you can get an LLM to write the code for you? Query NFL data using querychat, a new chatbot component that works with the Shiny web framework and is compatible with R and ...