diff --git a/02 LLM基础与调用/2. 问答agent--多轮对话.py b/02 LLM基础与调用/2. 多轮问答agent.py
similarity index 100%
rename from 02 LLM基础与调用/2. 问答agent--多轮对话.py
rename to 02 LLM基础与调用/2. 多轮问答agent.py
diff --git a/README.md b/README.md
index 5260c0b..dc4deb7 100644
--- a/README.md
+++ b/README.md
@@ -26,8 +26,8 @@
 
 | 仓库                                                | 博客                                             | 技术栈              | 知识点                  | 难度 |
 |---------------------------------------------------|------------------------------------------------|------------------|----------------------|-----|
-| [01 Agent 入门 & 快速运行](01%20Agent%20入门%20&%20环境搭建/) | [🏠](01%20Agent%20入门%20&%20环境搭建/Agent-demo.py) | 基础LLM            | Agent概念              | ⭐ |
-| [02 LLM基础与调用](02%20LLM基础与调用/1.%20llm基础调用.py)      | [🏠](02%20LLM基础与调用/1.%20llm基础调用.py)            | LLM/API调用/Prompt | 调用模型接口、初识prompt、多轮对话 | ⭐ |
+| [01 Agent 入门 & 快速运行](https://github.com/Annyfee/agent-craft/tree/main/01%20Agent%20%E5%85%A5%E9%97%A8%20%26%20%E5%BF%AB%E9%80%9F%E8%BF%90%E8%A1%8C) | [🏠](https://blog.csdn.net/2401_87328929/article/details/153729555) | 基础LLM            | Agent概念              | ⭐ |
+| [02 LLM基础与调用](https://github.com/Annyfee/agent-craft/tree/main/02%20LLM%E5%9F%BA%E7%A1%80%E4%B8%8E%E8%B0%83%E7%94%A8)      | [🏠](https://blog.csdn.net/2401_87328929/article/details/153735431)            | LLM/API调用/Prompt | 调用模型接口、初识prompt、多轮对话 | ⭐ |
 
 
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