From 66c616da2bd34fc08c89f61dc98c1c6c39e76c27 Mon Sep 17 00:00:00 2001
From: profighted <profighted@profighteddeMacBook-Air.local>
Date: Mon, 27 Oct 2025 17:34:58 +0800
Subject: [PATCH 1/9] docs: add Prettier guide and images

---
 my-website/docs/tutorial/tools/prettier.md |  53 +++++++++++++++++++++
 my-website/src/image/prettier_image1.png   | Bin 0 -> 211350 bytes
 my-website/src/image/prettier_image2.png   | Bin 0 -> 167013 bytes
 my-website/src/image/prettier_image3.png   | Bin 0 -> 207442 bytes
 my-website/src/image/prettier_image4.png   | Bin 0 -> 753255 bytes
 5 files changed, 53 insertions(+)
 create mode 100644 my-website/docs/tutorial/tools/prettier.md
 create mode 100644 my-website/src/image/prettier_image1.png
 create mode 100644 my-website/src/image/prettier_image2.png
 create mode 100644 my-website/src/image/prettier_image3.png
 create mode 100644 my-website/src/image/prettier_image4.png

diff --git a/my-website/docs/tutorial/tools/prettier.md b/my-website/docs/tutorial/tools/prettier.md
new file mode 100644
index 00000000..2c09a76f
--- /dev/null
+++ b/my-website/docs/tutorial/tools/prettier.md
@@ -0,0 +1,53 @@
+---
+sidebar_label: "Prettier"
+sidebar_position: 4
+slug: Prettier
+---
+
+# Prettier教程
+
+<br/>
+
+### Prettier工具使用
+#### 获取Prettier
+全局安装Prettier
+```
+npm install -g prettier
+
+yarn global add prettier
+
+pnpm i -g prettier
+```
+
+#### 使用 Prettier
+打开你的终端/Terminal/命令行，不管在IDE的终端里还是在系统的cmd/powershell/terminal都行
+为了了解Prettier的完整功能列表，我们可以直接运行其help命令。
+```
+prettier -h
+```
+常用的两个功能： <b>检查</b>和<b>改正</b>。对prettier传入对应的flag就可以使用。
+比如我们要检查当前所在文件夹的全部文件，我们可以直接运行：
+```
+npx prettier . --check
+# 或更精确的匹配：
+npx prettier "src/**/*.{js,jsx,ts,tsx,css,scss,md,json,yml,yaml}" --check
+```
+
+比如我们要改正当前所在文件夹的文件，我们可以直接运行：
+```
+npx prettier . --write
+# 或指定范围：
+npx prettier "src/**/*.{js,jsx,ts,tsx,css,scss,md,json,yml,yaml}" --write
+```
+
+<br/>
+
+### VSCode 集成 Prettier 工具
+1. 在VSCode中的Extension中输入prettier，找到对应的插件并且下载<br/>
+   ![prettier_image1.png](../../../src/image/prettier_image1.png)
+2. 点击设置<br/>
+   ![prettier_image2.png](../../../src/image/prettier_image2.png)
+3. 在设置中，按照下图操作<br/>
+   ![prettier_image3.png](../../../src/image/prettier_image3.png)
+4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/>
+   ![prettier_image4.png](../../../src/image/prettier_image4.png)
diff --git a/my-website/src/image/prettier_image1.png b/my-website/src/image/prettier_image1.png
new file mode 100644
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From 37986705430d808020f24652c5f9e1d2ce7b9820 Mon Sep 17 00:00:00 2001
From: profighted <profighted@profighteddeMacBook-Air.local>
Date: Mon, 27 Oct 2025 19:42:40 +0800
Subject: [PATCH 2/9] docs: polish Prettier guide

---
 my-website/docs/tutorial/tools/prettier.md | 16 +++++++++-------
 1 file changed, 9 insertions(+), 7 deletions(-)

diff --git a/my-website/docs/tutorial/tools/prettier.md b/my-website/docs/tutorial/tools/prettier.md
index 2c09a76f..c4622790 100644
--- a/my-website/docs/tutorial/tools/prettier.md
+++ b/my-website/docs/tutorial/tools/prettier.md
@@ -26,18 +26,20 @@ pnpm i -g prettier
 prettier -h
 ```
 常用的两个功能： <b>检查</b>和<b>改正</b>。对prettier传入对应的flag就可以使用。
+<br/>
 比如我们要检查当前所在文件夹的全部文件，我们可以直接运行：
 ```
-npx prettier . --check
-# 或更精确的匹配：
-npx prettier "src/**/*.{js,jsx,ts,tsx,css,scss,md,json,yml,yaml}" --check
+prettier . -c
 ```
 
-比如我们要改正当前所在文件夹的文件，我们可以直接运行：
+这个命令的意思是：检查当前所在文件夹的全部文件，然后根据配置文件中的规则，检查出错的地方，然后在控制台输出文件名和检查结果。
+
+如果 WARN 较多，则说明文件存在格式问题，可以直接修正。如果出现 ERROR 则通常意味着文件出现格式错误（比如没有关闭 Tag），需要自行手动修正。
+
+直接修正则需要运行 `-w` 参数：
+
 ```
-npx prettier . --write
-# 或指定范围：
-npx prettier "src/**/*.{js,jsx,ts,tsx,css,scss,md,json,yml,yaml}" --write
+prettier . -w
 ```
 
 <br/>

From 144281ab9cfd5b642ab958bc07fd6e7c1dbdbdc4 Mon Sep 17 00:00:00 2001
From: profighted <profighted@profighteddeMacBook-Air.local>
Date: Mon, 27 Oct 2025 19:44:31 +0800
Subject: [PATCH 3/9] docs: add Prettier guide and images

---
 ...20\344\272\244\350\247\204\350\214\203.md" | 60 -------------------
 1 file changed, 60 deletions(-)

diff --git "a/my-website/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md" "b/my-website/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"
index 0593c15e..5f0c3284 100644
--- "a/my-website/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"	
+++ "b/my-website/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"	
@@ -36,63 +36,3 @@ chore: 升级vue到最新版本
 ci: 更新 Jenkins 流水线配置
 build: 修改 Dockerfile，减小镜像体积
 ```
-
-## 使用 **Prettier** 工具格式化代码
-
-Prettier 工具使用方法如下：
-
-### 获取 Prettier
-
-全局安装 Prettier。
-
-```bash
-npm install -g prettier
-
-yarn global add prettier
-
-pnpm i -g prettier
-```
-
-### 使用 Prettier
-
-打开你的**终端 / Terminal / 命令行**，不管在 IDE 的终端里还是在系统的 cmd / powershell / terminal 都行。
-
-为了了解 Prettier 的完整功能列表，我们可以直接运行其 help 命令。
-
-```bash
-prettier -h
-```
-
-但常用的其实就两个：**检查** 和 **改正**。用法也很简单，对 prettier 传入对应的 flag 就可以使用了。
-
-比如我们需要检查当前所在文件夹的全部文件，我们可以直接运行：
-
-```bash
-prettier . -c
-```
-
-这个命令的意思是：检查当前所在文件夹的全部文件，然后根据配置文件中的规则，检查出错的地方，然后在控制台输出文件名和检查结果。
-
-如果 WARN 较多，则说明文件存在格式问题，可以直接修正。如果出现 ERROR 则通常意味着文件出现格式错误（比如没有关闭 Tag），需要自行手动修正。
-
-直接修正则需要运行 `-w` 参数：
-
-```bash
-prettier . -w
-```
-
-这个指令会直接将当前目录下的所有文件进行文件格式修改（直接写入）。
-
-不过在通常的情况下我们一般不使用这样的修改，而是指定好需要修改的文件位置（也就是 `.` 的位置）
-
-比如我们在当前工程的 `前端` 文件夹内，我们需要格式化前端工程内 `pages` 文件夹下的所有文件，可以直接运行:
-
-```bash
-prettier .\pages -w
-```
-
-同理，你也可以指定 prettier 修改特定文件。
-
-```bash
-prettier .\index.json -w
-```

From a65900358578fcdd8218cfad61155e0c4e74e081 Mon Sep 17 00:00:00 2001
From: profighted <profighted@profighteddeMacBook-Air.local>
Date: Mon, 27 Oct 2025 20:08:35 +0800
Subject: [PATCH 4/9] docs: update Prettier tutorial with Dart note

---
 my-website/docs/tutorial/tools/prettier.md | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/my-website/docs/tutorial/tools/prettier.md b/my-website/docs/tutorial/tools/prettier.md
index c4622790..ae3b2ea5 100644
--- a/my-website/docs/tutorial/tools/prettier.md
+++ b/my-website/docs/tutorial/tools/prettier.md
@@ -53,3 +53,20 @@ prettier . -w
    ![prettier_image3.png](../../../src/image/prettier_image3.png)
 4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/>
    ![prettier_image4.png](../../../src/image/prettier_image4.png)
+
+
+### Prettier 对部分 Dart 代码不生效
+
+Prettier 对 Dart 的支持是**有限的**。默认情况下，Prettier 仅内置了对 Web / JS / TS / CSS / JSON / Markdown 等文件类型的格式化功能，而 **Dart 语言需要单独的工具链**。
+
+1. 现象
+- `.dart` 文件在运行 `prettier . --write` 时被跳过。
+- VSCode 中保存时没有触发格式化，或提示 “no parser could be inferred for file”。
+
+2. 原因
+Prettier 并未内置 Dart 解析器，社区也未正式维护 Dart 插件。Dart 官方提供了独立的格式化工具 `dart format`，与 Prettier 无缝共存但互不影响。
+
+3. 解决方案
+**使用 Dart 自带格式化器**
+   ```bash
+   dart format .
\ No newline at end of file

From 87cdb63e33fda0b470123f1343f52d27578b4d51 Mon Sep 17 00:00:00 2001
From: profighted <profighted@profighteddeMacBook-Air.local>
Date: Tue, 28 Oct 2025 13:08:40 +0800
Subject: [PATCH 5/9] =?UTF-8?q?docs:=E7=BC=BA=E5=B0=91```?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 my-website/docs/tutorial/tools/prettier.md | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/my-website/docs/tutorial/tools/prettier.md b/my-website/docs/tutorial/tools/prettier.md
index ae3b2ea5..d69e2118 100644
--- a/my-website/docs/tutorial/tools/prettier.md
+++ b/my-website/docs/tutorial/tools/prettier.md
@@ -45,14 +45,14 @@ prettier . -w
 <br/>
 
 ### VSCode 集成 Prettier 工具
-1. 在VSCode中的Extension中输入prettier，找到对应的插件并且下载<br/>
-   ![prettier_image1.png](../../../src/image/prettier_image1.png)
-2. 点击设置<br/>
-   ![prettier_image2.png](../../../src/image/prettier_image2.png)
-3. 在设置中，按照下图操作<br/>
-   ![prettier_image3.png](../../../src/image/prettier_image3.png)
-4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/>
-   ![prettier_image4.png](../../../src/image/prettier_image4.png)
+1. 在VSCode中的Extension中输入prettier，找到对应的插件并且下载<br/><br/>
+   ![prettier_image1.png](../../../src/image/prettier_image1.png)<br/><br/>
+2. 点击设置<br/><br/>
+   ![prettier_image2.png](../../../src/image/prettier_image2.png)<br/><br/>
+3. 在设置中，按照下图操作<br/><br/>
+   ![prettier_image3.png](../../../src/image/prettier_image3.png)<br/><br/>
+4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/><br/>
+   ![prettier_image4.png](../../../src/image/prettier_image4.png)<br/><br/>
 
 
 ### Prettier 对部分 Dart 代码不生效
@@ -69,4 +69,5 @@ Prettier 并未内置 Dart 解析器，社区也未正式维护 Dart 插件。Da
 3. 解决方案
 **使用 Dart 自带格式化器**
    ```bash
-   dart format .
\ No newline at end of file
+   dart format .
+   ```
\ No newline at end of file

From 575f5931f8434907941de64117c01f577163e6a1 Mon Sep 17 00:00:00 2001
From: profighted <1412822254@qq.com>
Date: Sun, 2 Nov 2025 22:19:20 +0800
Subject: [PATCH 6/9] =?UTF-8?q?feat:=E6=94=AF=E6=8C=81=E7=AE=80=E5=8D=95?=
 =?UTF-8?q?=E7=9A=84RAG=E6=96=87=E6=A1=A3=E6=9F=A5=E8=AF=A2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../__pycache__/backend.cpython-311.pyc       | Bin 0 -> 9657 bytes
 beisi_rag/backend/backend.py                  | 170 ++++
 beisi_rag/config/.env                         |   8 +
 beisi_rag/data/docs/project/AI Box.md         | 138 +++
 .../data/docs/project/Swift Shoes Store.md    |  36 +
 beisi_rag/data/docs/project/project-intro.md  |  39 +
 ...24\347\224\250\344\273\223\345\272\223.md" |  44 +
 ...20\344\272\244\350\247\204\350\214\203.md" |  38 +
 beisi_rag/data/docs/rule/_category_.json      |   8 +
 beisi_rag/data/docs/rule/readme.en.md         | 267 ++++++
 beisi_rag/data/docs/rule/readme.md            | 304 +++++++
 beisi_rag/data/docs/rule/rule-intro.md        | 108 +++
 ...75\345\220\215\345\217\202\350\200\203.md" |  28 +
 ...23\346\236\204\347\244\272\344\276\213.md" |  56 ++
 ...41\347\214\256\346\214\207\345\215\227.md" | 228 +++++
 .../docs/tutorial/backend/_category_.json     |   4 +
 .../docs/tutorial/backend/database/MySQL.md   |  17 +
 .../tutorial/backend/database/PostgreSQL.md   |  43 +
 .../tutorial/backend/database/_category_.json |   4 +
 beisi_rag/data/docs/tutorial/backend/flask.md | 676 +++++++++++++++
 .../data/docs/tutorial/backend/nodejs.md      |  72 ++
 .../data/docs/tutorial/devops/_category_.json |   4 +
 .../data/docs/tutorial/devops/aliyun-cdn.md   | 652 +++++++++++++++
 beisi_rag/data/docs/tutorial/devops/caddy.md  |   9 +
 beisi_rag/data/docs/tutorial/devops/docker.md |  25 +
 .../docs/tutorial/devops/github-actions.md    | 660 +++++++++++++++
 .../data/docs/tutorial/devops/kubernetes.md   |   7 +
 ...21\346\234\215\345\212\241\345\231\250.md" | 207 +++++
 .../docs/tutorial/frontend/_category_.json    |   4 +
 .../tutorial/frontend/mobile/_category_.json  |   4 +
 .../docs/tutorial/frontend/mobile/flutter.md  | 111 +++
 .../docs/tutorial/frontend/mobile/uniapp.md   | 125 +++
 .../\345\260\217\347\250\213\345\272\217.md"  |   5 +
 ...00\345\217\221\347\233\270\345\205\263.md" |  11 +
 .../tutorial/frontend/web/_category_.json     |   4 +
 .../docs/tutorial/frontend/web/next.js.md     | 521 ++++++++++++
 .../data/docs/tutorial/frontend/web/react.md  | 461 ++++++++++
 .../docs/tutorial/frontend/web/tailwindcss.md | 512 ++++++++++++
 .../data/docs/tutorial/frontend/web/vue.md    | 649 ++++++++++++++
 .../docs/tutorial/language/_category_.json    |   4 +
 beisi_rag/data/docs/tutorial/language/dart.md | 410 +++++++++
 .../data/docs/tutorial/language/markdown.md   |  86 ++
 .../data/docs/tutorial/language/python.md     | 592 +++++++++++++
 .../data/docs/tutorial/language/typescript.md | 688 +++++++++++++++
 .../data/docs/tutorial/language/web/CSS.md    | 791 ++++++++++++++++++
 .../data/docs/tutorial/language/web/HTML.md   | 580 +++++++++++++
 .../docs/tutorial/language/web/JavaScript.md  | 649 ++++++++++++++
 .../tutorial/language/web/_category_.json     |   4 +
 .../docs/tutorial/practice/_category_.json    |   4 +
 .../data/docs/tutorial/practice/practice.md   |  11 +
 beisi_rag/data/docs/tutorial/tools/GitHub.md  | 169 ++++
 .../data/docs/tutorial/tools/MobaXterm.md     | 607 ++++++++++++++
 beisi_rag/data/docs/tutorial/tools/VS Code.md |  26 +
 .../data/docs/tutorial/tools/_category_.json  |   4 +
 beisi_rag/data/docs/tutorial/tools/apifox.md  |  13 +
 beisi_rag/data/docs/tutorial/tools/navicat.md |   7 +
 .../data/docs/tutorial/tools/photoshop.md     |   7 +
 .../data/docs/tutorial/tools/prettier.md      |  73 ++
 beisi_rag/data/docs/tutorial/tools/vpn.md     |  55 ++
 .../data/docs/tutorial/tutorial-intro.md      |  18 +
 beisi_rag/requirements.txt                    |  14 +
 beisi_rag/src/chat_qwen_rag.py                | 161 ++++
 beisi_rag/src/ingest_qwen_faiss.py            |  75 ++
 beisi_rag/src/test.py                         |  25 +
 beisi_rag/vectordb/index.faiss                | Bin 0 -> 1302573 bytes
 beisi_rag/vectordb/index.pkl                  | Bin 0 -> 295554 bytes
 .../ChatWidget/chatwidget.module.css          |  36 +
 .../src/components/ChatWidget/chatwidget.tsx  | 168 ++++
 my-website/src/theme/Root.tsx                 |  15 +
 69 files changed, 11551 insertions(+)
 create mode 100644 beisi_rag/backend/__pycache__/backend.cpython-311.pyc
 create mode 100644 beisi_rag/backend/backend.py
 create mode 100644 beisi_rag/config/.env
 create mode 100644 beisi_rag/data/docs/project/AI Box.md
 create mode 100644 beisi_rag/data/docs/project/Swift Shoes Store.md
 create mode 100644 beisi_rag/data/docs/project/project-intro.md
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 create mode 100644 "beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"
 create mode 100644 beisi_rag/data/docs/rule/_category_.json
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 create mode 100644 beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md
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 create mode 100644 beisi_rag/data/docs/tutorial/language/dart.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/markdown.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/python.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/typescript.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/web/CSS.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/web/HTML.md
 create mode 100644 beisi_rag/data/docs/tutorial/language/web/JavaScript.md
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 create mode 100644 beisi_rag/data/docs/tutorial/tools/MobaXterm.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/VS Code.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/_category_.json
 create mode 100644 beisi_rag/data/docs/tutorial/tools/apifox.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/navicat.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/photoshop.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/prettier.md
 create mode 100644 beisi_rag/data/docs/tutorial/tools/vpn.md
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 create mode 100644 beisi_rag/vectordb/index.pkl
 create mode 100644 my-website/src/components/ChatWidget/chatwidget.module.css
 create mode 100644 my-website/src/components/ChatWidget/chatwidget.tsx
 create mode 100644 my-website/src/theme/Root.tsx

diff --git a/beisi_rag/backend/__pycache__/backend.cpython-311.pyc b/beisi_rag/backend/__pycache__/backend.cpython-311.pyc
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diff --git a/beisi_rag/backend/backend.py b/beisi_rag/backend/backend.py
new file mode 100644
index 00000000..d9a1c7b4
--- /dev/null
+++ b/beisi_rag/backend/backend.py
@@ -0,0 +1,170 @@
+from __future__ import annotations
+import os
+from pathlib import Path
+from typing import List, AsyncGenerator
+from fastapi import FastAPI, HTTPException
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import StreamingResponse
+from pydantic import BaseModel, Field
+from dotenv import load_dotenv
+import dashscope
+from dashscope.aigc.generation import AioGeneration
+from langchain_community.vectorstores import FAISS
+from langchain_community.embeddings import DashScopeEmbeddings
+from langchain_core.documents import Document
+
+# 加载环境变量
+load_dotenv(dotenv_path=Path(__file__).resolve().parents[1] / "config" / ".env")
+
+# 初始化DashScope API
+DASHSCOPE_API_KEY = os.getenv("DASHSCOPE_API_KEY")
+BASE_URL = os.getenv("OPENAI_BASE_URL")
+MODEL_NAME = os.getenv("MODEL_NAME", "qwen-plus")
+TOP_K_DEFAULT = int(os.getenv("TOP_K", "4"))
+
+# 初始化 DashScope 生成客户端
+client = AioGeneration()
+
+# 加载 FAISS 向量数据库
+INDEX_DIR = Path(__file__).parent.parent / "vectordb"
+emb = DashScopeEmbeddings(dashscope_api_key=DASHSCOPE_API_KEY, model="text-embedding-v3")
+vectordb = FAISS.load_local(str(INDEX_DIR), emb, allow_dangerous_deserialization=True)
+
+# 格式化上下文
+def formatContext(docs: List[Document]) -> str:
+    parts = []
+    for i, d in enumerate(docs, 1):
+        src = (d.metadata or {}).get("source", "unknown")
+        txt = (d.page_content or "").replace("\n", " ")
+        if len(txt) > 500:
+            txt = txt[:500] + "…"
+        parts.append(f"[{i}] ({src}) {txt}")
+    return "\n".join(parts)
+
+# 同步检索
+def retrieve(question: str, k: int) -> List[Document]:
+    retriever = vectordb.as_retriever(search_type="similarity", search_kwargs={"k": k})
+    return retriever.invoke(question)
+
+SYSTEM_PROMPT = (
+    "你是严谨的中文检索增强助手。严格依据给定上下文回答；"
+    "若上下文没有答案，请明确说“不确定”，并给出你能确认的线索。"
+)
+
+# 构建用户提示
+def buildUserPrompt(question: str, context: str) -> str:
+    return (
+        "结合<已检索上下文>作答：\n"
+        f"<已检索上下文>\n{context}\n</已检索上下文>\n\n"
+        f"用户问题：{question}\n"
+        "要求：若答案不在上下文里，明确说明不确定；用中文、分点作答，必要时给出引用的原句摘要。"
+    )
+
+# FastAPI应用设置
+app = FastAPI(title="Qwen RAG QA Backend", version="1.0.0")
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# 请求模型
+class ChatReq(BaseModel):
+    question: str
+    top_k: int = Field(default=TOP_K_DEFAULT, ge=1, le=12)
+    model: str = Field(default=MODEL_NAME)
+    temperature: float = Field(default=0.3, ge=0, le=1)
+
+class ChatResp(BaseModel):
+    answer: str
+
+# 流式接口
+async def _sse_event(data: str) -> bytes:
+    print(f"发送流数据: {data}")  # 增加调试信息
+    return f"data: {data}\n\n".encode("utf-8")
+
+@app.post("/chat/stream")
+async def chat_stream(req: ChatReq):
+    try:
+        docs = retrieve(req.question, req.top_k)
+        context = formatContext(docs)
+        prompt = buildUserPrompt(req.question, context)
+
+        async def event_gen() -> AsyncGenerator[bytes, None]:
+            yield await _sse_event("{\"type\":\"meta\",\"message\":\"stream-start\"}")
+            
+            # 调试: 输出流的开始
+            print("流式处理开始...")
+
+            try:
+                # 使用 DashScope 生成流式回答
+                stream = dashscope.Generation.call(
+                    api_key=DASHSCOPE_API_KEY,
+                    model=req.model,
+                    messages=[{"role": "system", "content": SYSTEM_PROMPT},
+                              {"role": "user", "content": prompt}],
+                    result_format="message",
+                    enable_thinking=True,
+                    stream=True,
+                    incremental_output=True,
+                )
+
+                reasoning_content = ""
+                answer_content = ""
+                is_answering = False
+
+                # 逐步处理流数据
+                for chunk in stream:
+                    print(f"处理流数据: {chunk.output}")  # 增加调试信息
+
+                    if chunk.output.choices[0].message.content == "" and chunk.output.choices[0].message.reasoning_content == "":
+                        continue
+                    elif chunk.output.choices[0].message.reasoning_content != "" and chunk.output.choices[0].message.content == "":
+                        reasoning_content += chunk.output.choices[0].message.reasoning_content
+                        yield await _sse_event(chunk.output.choices[0].message.reasoning_content)
+                    elif chunk.output.choices[0].message.content != "":
+                        if not is_answering:
+                            yield await _sse_event("\n" + "=" * 20 + "完整回复" + "=" * 20)
+                            is_answering = True
+                        answer_content += chunk.output.choices[0].message.content
+                        yield await _sse_event(chunk.output.choices[0].message.content)
+
+                yield await _sse_event("[DONE]")
+            except Exception as ie:
+                # 错误事件
+                err = str(ie).replace("\n", " ")
+                yield await _sse_event(f"{{\"type\":\"error\",\"message\":\"{err}\"}}")
+
+        return StreamingResponse(event_gen(), media_type="text/event-stream")
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+# 非流式接口
+@app.post("/chat", response_model=ChatResp)
+async def chat(req: ChatReq):
+    try:
+        docs = retrieve(req.question, req.top_k)
+        context = formatContext(docs)
+        prompt = buildUserPrompt(req.question, context)
+
+        response = await AioGeneration.call(
+            api_key=DASHSCOPE_API_KEY,
+            model=req.model,
+            messages=[{"role": "system", "content": SYSTEM_PROMPT},
+                      {"role": "user", "content": prompt}],
+            result_format="message",
+        )
+        answer = response.output.choices[0].message.content.strip()
+        return ChatResp(answer=answer)
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+if __name__ == "__main__":
+    import uvicorn
+    HOST = os.getenv("HOST", "0.0.0.0")
+    PORT = int(os.getenv("PORT", "8000"))
+    uvicorn.run(app, host=HOST, port=PORT, reload=False)
diff --git a/beisi_rag/config/.env b/beisi_rag/config/.env
new file mode 100644
index 00000000..39e02014
--- /dev/null
+++ b/beisi_rag/config/.env
@@ -0,0 +1,8 @@
+export DASHSCOPE_API_KEY="sk-39099f42568a42c6adaf9d4594f1ffe5"
+export OPENAI_API_KEY="$DASHSCOPE_API_KEY"
+export OPENAI_BASE_URL="https://dashscope-intl.aliyuncs.com/compatible-mode/v1"
+export MODEL_NAME="qwen-plus"
+export TOP_K="4"
+
+# curl -H "Authorization: Bearer sk-39099f42568a42c6adaf9d4594f1ffe5" https://dashscope.aliyuncs.com/compatible-mode/v1/models
+
diff --git a/beisi_rag/data/docs/project/AI Box.md b/beisi_rag/data/docs/project/AI Box.md
new file mode 100644
index 00000000..9b986cf2
--- /dev/null
+++ b/beisi_rag/data/docs/project/AI Box.md	
@@ -0,0 +1,138 @@
+---
+sidebar_position: 3
+slug: aibox
+---
+
+# AI Box
+
+## 项目概述
+
+[AI Box](https://aibox.beisi.tech/) 是一款集成了多种主流 AI 大模型的一站式智能服务平台，为用户提供多维度的 AI 能力整合体验。通过统一界面，用户可以轻松切换不同的 AI 模型，满足各种场景下的智能交互需求。
+
+## 项目背景
+
+> "在未来十年，人工智能不会取代人，但使用人工智能的人将取代不使用人工智能的人。"
+> 
+> "AI is not going to replace managers, but managers who use AI are going to replace managers who don't."
+> 
+> —— 埃里克·布莱恩约弗森 (Erik Brynjolfsson)，斯坦福大学教授
+
+在这一趋势下，AI Box 应运而生，致力于让每个人都能轻松使用人工智能，成为善用 AI 的先行者。
+
+## 痛点分析
+
+当前用户在使用 AI 大模型时面临诸多挑战：
+
+- **平台众多，难以抉择**：众多模型各有优劣，用户难以选择
+- **服务器繁忙，体验不稳定**：单一模型常出现服务不可用
+- **功能单一**：无法满足多样化需求
+- **UI 交互复杂**：操作繁琐，学习成本高
+- **订阅费用昂贵**：主流 AI 服务月费较高
+- **使用门槛高**：需要付费且需科学上网
+
+## 解决方案：AI Box
+
+### 🧠 聪明的 AI Box
+- **多模型智能中枢**：集成主流 AI 大模型，一键切换
+- **记忆功能**：提供个性化服务，越用越好用
+
+### 🛡️ 稳定的 AI Box
+- **多模型访问**：避免"服务器繁忙"
+- **高性能架构**：保障流畅用户体验
+
+### 🛠️ 实用的 AI Box
+- **极简 UI**：以对话为核心，简化交互
+- **跨平台支持**：支持 Android、iOS、Web、Windows、Mac、Linux
+- **多模态交互**：支持文本、图片、PDF、Word、Excel 等格式
+- **智创空间**：丰富的 AI 工具生态
+
+## 功能特点
+
+### 🎯 多模型智能中枢
+
+- 集成 deepseek、通义千问、Kimi 等主流 AI 大模型
+- 一键切换不同模型，满足不同场景需求
+- 统一的交互界面，简化操作流程
+
+### 🔄 多模态交互
+
+- 支持文本、语音、图片等多种输入方式
+- 智能化代码高亮显示
+- 数学公式渲染支持
+
+### 🛠️ 智创空间
+
+- 基于 AI 模型开发的细分领域应用
+- AI 生成 PPT 功能
+- AI 语音转文本工具
+- 持续扩展的实用 AI 工具集
+
+## 支持的 AI 模型
+
+AI Box 整合了市场上主流的 AI 大模型，为用户提供丰富选择：
+
+| 模型名称 | 特点描述                                             |
+| -------- | ---------------------------------------------------- |
+| 通义千问 | 开发的大规模语言模型，擅长中文理解                   |
+| Kimi     | 专注于对话式 AI 体验的新一代大语言模型               |
+| 讯飞星火 | 科大讯飞打造的认知大模型，擅长多轮对话和知识问答     |
+| 智谱清言 | 智谱 AI 开发的对话模型，在中文理解和生成方面表现出色 |
+
+**更多模型持续集成中...**
+
+
+## 技术架构
+
+AI Box 采用现代化的技术栈，确保流畅稳定的用户体验：
+
+### 🏗️ 系统架构
+
+- **前端**: 采用 Flutter 开发，确保跨平台一致的用户体验
+- **后端**: 高性能 Node.js 后端，确保 API 响应迅速
+- **数据库**: 稳定可靠的 MySQL 数据库，保障数据安全
+- **加密技术**: 端到端加密技术，全面保护用户隐私
+
+### ☁️ 云端服务
+
+- Node.js 云计算框架
+- API Gateway 管理系统
+- 智能路由和跨平台管理
+
+## 最新进展
+
+- **项目官网**：[https://beisi.tech/aibox/](https://beisi.tech/aibox/)
+- **软件状态**：内测中，即将上架应用市场
+- **定价**：
+  - 普通用户：39.9元/月
+  - 学生优惠：19.9元/月
+
+## 会员权益
+
+- 无限制使用次数
+- 优先使用高级模型
+- 享受所有功能更新
+
+## 特别感谢
+
+感谢以下机构的支持：
+
+- 阿里云计算有限公司
+- 阿里巴巴达摩院
+- 福州大学相关部门
+- 福州市相关单位
+
+## 联系我们
+
+如有任何问题或建议，欢迎随时与我们联系：
+
+- **邮箱**: 3370942916@qq.com
+- **电话**: 16715077455
+- **地址**: 福建省福州市台江区三通路中亭数字产业中心
+
+### 在线留言
+
+您也可以通过在线留言功能与我们沟通，我们会尽快回复您的问题。
+
+---
+
+**AI Box - 让 AI 触手可及，让智能无处不在**
diff --git a/beisi_rag/data/docs/project/Swift Shoes Store.md b/beisi_rag/data/docs/project/Swift Shoes Store.md
new file mode 100644
index 00000000..636081a4
--- /dev/null
+++ b/beisi_rag/data/docs/project/Swift Shoes Store.md	
@@ -0,0 +1,36 @@
+---
+sidebar_position: 4
+slug: swift-shoes-store
+---
+
+# Swift Shoes Store
+
+## 项目概述
+
+[Swift Shoes Store](https://shop.beisi.tech/) 是一个现代化的专业运动鞋电商平台，由福州倍司网络科技有限公司开发和运营。平台专注于为用户提供高品质的运动鞋产品和优质的购物体验。
+
+## 核心特色
+
+### 🛍️ 产品优势
+
+- **品牌精选**：汇集 Salomon 等知名运动品牌
+- **品类齐全**：涵盖各类运动鞋款，满足不同需求
+- **价格透明**：价格透明，用户可自主选择
+
+### 💻 技术特点
+
+- 现代化电商平台架构
+- 响应式设计，支持多设备访问
+- 安全稳定的交易系统
+
+## 联系我们
+
+- **邮箱**: xiaolinbenben@gmail.com
+- **电话**: +86 15715077455
+- **地址**: 福建省福州市
+- **网站**: [https://shop.beisi.tech/](https://shop.beisi.tech/)
+
+---
+
+_© 2025 福州倍司网络科技有限公司 版权所有_
+_Powered by Mr.Lin_
diff --git a/beisi_rag/data/docs/project/project-intro.md b/beisi_rag/data/docs/project/project-intro.md
new file mode 100644
index 00000000..d3ca72a0
--- /dev/null
+++ b/beisi_rag/data/docs/project/project-intro.md
@@ -0,0 +1,39 @@
+---
+sidebar_position: 1
+slug: intro
+---
+
+# Project Intro
+
+# 项目介绍
+
+## 概述
+
+我们是一支专注于技术创新和产品研发的团队，目前运营着三个核心项目，覆盖应用生态、AI 开发和电子商务等多个领域。每个项目都致力于解决特定场景下的实际问题，为用户和开发者提供优质的产品和服务。
+
+## 技术特色
+
+我们的项目在技术架构上具有以下共同特点：
+
+- **现代化技术栈**：采用 Vue3、Flask 等主流技术
+- **用户体验优先**：注重界面设计和交互体验
+- **可扩展性**：采用微服务架构，可按需扩展
+
+## 适用对象
+
+- **开发者**：应用仓库和 AI Box 为开发者提供创作平台
+- **企业用户**：Swift Shoes Store 服务客户
+- **技术爱好者**：所有对创新技术感兴趣的用户
+
+## 价值理念
+
+我们致力于通过技术创新：
+
+- 降低技术使用门槛
+- 提升开发和用户体验
+- 构建开放的技术生态
+- 推动行业进步和发展
+
+---
+
+通过这些项目，我们希望为用户和开发者创造真正的价值，让技术更好地服务于生活和商业。
diff --git "a/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md" "b/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md"
new file mode 100644
index 00000000..d1fe4a7d
--- /dev/null
+++ "b/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md"
@@ -0,0 +1,44 @@
+---
+sidebar_position: 2
+slug: app-store
+---
+
+# 应用仓库
+
+## 什么是应用仓库？
+
+[应用仓库](https://hsck.beisi.tech/)是一个基于 H5 技术的轻量化应用分发平台，致力于为用户提供"即用即走"的优质应用体验，同时为开发者打造开放、高效的应用生态。
+
+## 🎯 开发背景
+
+- **独立开发者兴起** - 移动互联网发展促进了独立开发者的快速增长
+- **传统应用痛点** - 国内软件广告泛滥、体积臃肿，用户体验下降
+- **平台限制** - 小程序审核严格，开放类目有限，创新受限
+
+## ✨ 核心优势
+
+### 技术实力
+
+- **模块化架构** - 功能组件化，支持个性化定制
+- **成熟稳定** - 基于成熟的 H5 技术栈，性能可靠
+
+## 🛠 技术架构
+
+### 前端技术栈
+
+- **Vue3** - 现代化前端框架，优秀性能表现
+- **模块化组件** - 可复用组件库，提升开发效率
+
+### 后端技术栈
+
+- **Flask 微服务** - 轻量级后端架构，快速响应
+- **跨端部署** - 支持多种环境部署方案
+
+## 🌟 用户价值
+
+- **纯净体验** - 广告拦截，专注核心功能
+- **灵活定制** - 模块化设计，按需使用功能
+
+---
+
+应用仓库通过技术创新和生态建设，正在重新定义移动应用的使用方式，为开发者和用户创造真正的价值。
diff --git "a/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md" "b/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"
new file mode 100644
index 00000000..cb35bee7
--- /dev/null
+++ "b/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"	
@@ -0,0 +1,38 @@
+---
+sidebar_label: "Commit 提交规范"
+sidebar_position: 3
+slug: commit-specification
+---
+
+# 项目开发编码规范
+
+## Commit 提交规范
+
+| 类型     | 说明                                           |
+| -------- | ---------------------------------------------- |
+| feat     | 新增功能                                       |
+| fix      | 修复 Bug                                       |
+| docs     | 文档变更                                       |
+| style    | 代码风格调整（不影响功能，比如空格、格式化等） |
+| refactor | 代码重构（既不新增功能，也不修复 bug）         |
+| perf     | 性能优化                                       |
+| test     | 测试相关                                       |
+| chore    | 构建或辅助工具变更（如依赖更新、构建脚本等）   |
+| ci       | CI 配置更新                                    |
+| build    | 打包构建相关                                   |
+| revert   | 撤销上一次的提交                               |
+
+**示范如下：**
+
+```
+feat: 支持用户使用手机号登录
+fix: 修复微信支付回调问题
+docs: 更新安装部署指南
+style: 优化头部布局的代码缩进
+refactor: 重构用户认证模块代码逻辑
+perf: 优化列表渲染性能
+test: 增加订单模块的单元测试
+chore: 升级vue到最新版本
+ci: 更新 Jenkins 流水线配置
+build: 修改 Dockerfile，减小镜像体积
+```
diff --git a/beisi_rag/data/docs/rule/_category_.json b/beisi_rag/data/docs/rule/_category_.json
new file mode 100644
index 00000000..45ad54ae
--- /dev/null
+++ b/beisi_rag/data/docs/rule/_category_.json
@@ -0,0 +1,8 @@
+{
+  "label": "Rule",
+  "position": 1,
+  "link": {
+    "type": "generated-index",
+    "title": "Rule 文档"
+  }
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/rule/readme.en.md b/beisi_rag/data/docs/rule/readme.en.md
new file mode 100644
index 00000000..6e3485f6
--- /dev/null
+++ b/beisi_rag/data/docs/rule/readme.en.md
@@ -0,0 +1,267 @@
+---
+sidebar_position: 7
+slug: chinese-copywriting-guidelines-en
+---
+
+# Chinese Copywriting Guidelines
+
+Chinese copywriting guidelines for better written communication.
+Other languages:
+
+- [Chinese Simplified](readme.md)
+
+---
+
+## Table of Contents
+
+<!-- vim-markdown-toc GFM -->
+
+- [Table of Contents](#table-of-contents)
+  - [Spacing](#spacing)
+    - [Place one space before/after English words](#place-one-space-beforeafter-english-words)
+    - [Place one space before/after numbers](#place-one-space-beforeafter-numbers)
+    - [No space between numbers and units](#no-space-between-numbers-and-units)
+    - [No additional spaces before/after punctuation in fullwidth form](#no-additional-spaces-beforeafter-punctuation-in-fullwidth-form)
+    - [`-ms-text-autospace` to the rescue?](#-ms-text-autospace-to-the-rescue)
+  - [Punctuation](#punctuation)
+    - [Avoid duplicate punctuation](#avoid-duplicate-punctuation)
+  - [Fullwidth and halfwidth](#fullwidth-and-halfwidth)
+    - [Use punctuation in fullwidth form](#use-punctuation-in-fullwidth-form)
+    - [Use numbers in halfwidth form](#use-numbers-in-halfwidth-form)
+    - [Use punctuation in halfwidth form for English sentences](#use-punctuation-in-halfwidth-form-for-english-sentences)
+  - [Nouns](#nouns)
+    - [Avoid jargons](#avoid-jargons)
+  - [Dispute](#dispute)
+    - [Add extra spaces before/after links](#add-extra-spaces-beforeafter-links)
+    - [Use corner brackets for Chinese Simplified](#use-corner-brackets-for-chinese-simplified)
+  - [Tools](#tools)
+  - [Examples of “Who is doing this?”](#examples-of-who-is-doing-this)
+  - [References](#references)
+
+<!-- vim-markdown-toc -->
+
+## Spacing
+
+「有研究显示，打字的时候不喜欢在中文和英文之间加空格的人，感情路都走得很辛苦，有七成的比例会在 34 岁的时候跟自己不爱的人结婚，而其余三成的人最后只能把遗产留给自己的猫。毕竟爱情跟书写都需要适时地留白。
+
+与大家共勉之。」——[vinta/paranoid-auto-spacing](https://github.com/vinta/pangu.js)
+
+### Place one space before/after English words
+
+Good:
+
+> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。
+
+Bad:
+
+> 在 LeanCloud 上，数据存储是围绕`AVObject`进行的。
+
+> 在 LeanCloud 上，数据存储是围绕`AVObject` 进行的。
+
+An example of complete and correct usage:
+
+> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。每个 `AVObject` 都包含了与 JSON 兼容的 key-value 对应的数据。数据是 schema-free 的，你不需要在每个 `AVObject` 上提前指定存在哪些键，只要直接设定对应的 key-value 即可。
+
+Exceptions: For product and brand names, please refer to the writing format of the official definition. For example, use “豆瓣 FM” instead of “豆瓣 FM”.
+
+### Place one space before/after numbers
+
+Good:
+
+> 今天出去买菜花了 5000 元。
+
+Bad:
+
+> 今天出去买菜花了 5000 元。
+
+> 今天出去买菜花了 5000 元。
+
+### No space between numbers and units
+
+Good:
+
+> 我家的光纤入户宽带有 10Gbps，SSD 一共有 10TB。
+
+Bad:
+
+> 我家的光纤入户宽带有 10 Gbps，SSD 一共有 20 TB。
+
+Besides, there should not be any spacing between numbers and degrees/percentages.
+
+Good:
+
+> 今天是 233° 的高温。
+
+> 新 MacBook Pro 有 15% 的 CPU 性能提升。
+
+Bad:
+
+> 今天是 233 ° 的高温。
+
+> 新 MacBook Pro 有 15 % 的 CPU 性能提升。
+
+### No additional spaces before/after punctuation in fullwidth form
+
+Good:
+
+> 刚刚买了一部 iPhone，好开心！
+
+Bad:
+
+> 刚刚买了一部 iPhone ，好开心！
+
+### `-ms-text-autospace` to the rescue?
+
+Microsoft provides a CSS property [`-ms-text-autospace`](<http://msdn.microsoft.com/en-us/library/ie/ms531164(v=vs.85).aspx>) that can specify the autospacing and narrow space width adjustment of text. However it's not popular, and on other platforms such as OS X and iOS we can not use this feature. So it's better for you to keep up the habit.
+
+## Punctuation
+
+### Avoid duplicate punctuation
+
+Good:
+
+> 德国队竟然战胜了巴西队！
+
+> 她竟然对你说「喵」？！
+
+Bad:
+
+> 德国队竟然战胜了巴西队！！
+
+> 德国队竟然战胜了巴西队！！！！！！！！
+
+> 她竟然对你说「喵」？？！！
+
+> 她竟然对你说「喵」？！？！？？！！
+
+## Fullwidth and halfwidth
+
+If you’re not familiar with fullwidth and halfwidth forms please refer to [Halfwidth and fullwidth forms](https://en.wikipedia.org/wiki/Halfwidth_and_fullwidth_forms) on Wikipedia.
+
+### Use punctuation in fullwidth form
+
+Good:
+
+> 嗨！你知道嘛？今天前台的小妹跟我说「喵」了哎！
+
+> 核磁共振成像（NMRI）是什么原理都不知道？JFGI！
+
+Bad:
+
+> 嗨! 你知道嘛? 今天前台的小妹跟我说 "喵" 了哎!
+
+> 嗨!你知道嘛?今天前台的小妹跟我说"喵"了哎!
+
+> 核磁共振成像 (NMRI) 是什么原理都不知道? JFGI!
+
+> 核磁共振成像(NMRI)是什么原理都不知道?JFGI!
+
+### Use numbers in halfwidth form
+
+Good:
+
+> 这件蛋糕只卖 1000 元。
+
+Bad:
+
+> 这件蛋糕只卖 １０００ 元。
+
+Exceptions: fullwidth numbers are acceptable for better visual alignment in graphic design.
+
+### Use punctuation in halfwidth form for English sentences
+
+Good:
+
+> 乔布斯那句话是怎么说的？「Stay hungry, stay foolish.」
+
+> 推荐你阅读《Hackers & Painters: Big Ideas from the Computer Age》，非常的有趣。
+
+Bad:
+
+> 乔布斯那句话是怎么说的？「Stay hungry，stay foolish。」
+
+> 推荐你阅读《Hackers＆Painters：Big Ideas from the Computer Age》，非常的有趣。
+
+## Nouns
+
+### Avoid jargons
+
+Good:
+
+> 我们需要一位熟悉 JavaScript、HTML5，至少理解一种框架（如 Backbone.js、AngularJS、React 等）的前端开发者。
+
+Bad:
+
+> 我们需要一位熟悉 Js、h5，至少理解一种框架（如 backbone、angular、RJS 等）的 FED。
+
+## Dispute
+
+The following usages comprise of personal characteristics. As such, from the perspective of copywriting guidelines, they are still correct regardless of whether they comply with the following rules.
+
+### Add extra spaces before/after links
+
+Usage:
+
+> 请 [提交一个 issue](#) 并分配给相关同事。
+
+> 访问我们网站的最新动态，请 [点击这里](#) 进行订阅！
+
+compared with:
+
+> 请[提交一个 issue](#) 并分配给相关同事。
+
+> 访问我们网站的最新动态，请[点击这里](#)进行订阅！
+
+### Use corner brackets for Chinese Simplified
+
+Usage:
+
+> 「老师，『有条不紊』的『紊』是什么意思？」
+
+compared with:
+
+> “老师，‘有条不紊’的‘紊’是什么意思？”
+
+## Tools
+
+| Repository                                                                                                                      | Language        |
+| ------------------------------------------------------------------------------------------------------------------------------- | --------------- |
+| [vinta/paranoid-auto-spacing](https://github.com/vinta/paranoid-auto-spacing)                                                   | JavaScript      |
+| [huei90/pangu.node](https://github.com/huei90/pangu.node)                                                                       | Node.js         |
+| [huacnlee/auto-correct](https://github.com/huacnlee/auto-correct)                                                               | Ruby            |
+| [sparanoid/space-lover](https://github.com/sparanoid/space-lover)                                                               | PHP (WordPress) |
+| [nauxliu/auto-correct](https://github.com/NauxLiu/auto-correct)                                                                 | PHP             |
+| [hotoo/pangu.vim](https://github.com/hotoo/pangu.vim)                                                                           | Vim             |
+| [sparanoid/grunt-auto-spacing](https://github.com/sparanoid/grunt-auto-spacing)                                                 | Node.js (Grunt) |
+| [hjiang/scripts/add-space-between-latin-and-cjk](https://github.com/hjiang/scripts/blob/master/add-space-between-latin-and-cjk) | Python          |
+
+## Examples of “Who is doing this?”
+
+| Website                                                | Copywriting | UGC     |
+| ------------------------------------------------------ | ----------- | ------- |
+| [Apple China](http://www.apple.com/cn/)                | Yes         | N/A     |
+| [Apple Hong Kong](http://www.apple.com/hk/)            | Yes         | N/A     |
+| [Apple Taiwan](http://www.apple.com/tw/)               | Yes         | N/A     |
+| [Microsoft China](http://www.microsoft.com/zh-cn/)     | Yes         | N/A     |
+| [Microsoft Hong Kong](http://www.microsoft.com/zh-hk/) | Yes         | N/A     |
+| [Microsoft Taiwan](http://www.microsoft.com/zh-tw/)    | Yes         | N/A     |
+| [LeanCloud](https://leancloud.cn/)                     | Yes         | N/A     |
+| [Zhihu](https://www.zhihu.com/)                        | Yes         | Partial |
+| [V2EX](https://www.v2ex.com/)                          | Yes         | Yes     |
+| [SegmentFault](https://segmentfault.com/)              | Yes         | Partial |
+| [Apple4us](http://apple4us.com/)                       | Yes         | N/A     |
+| [Wandoujia](https://www.wandoujia.com/)                | Yes         | N/A     |
+| [Ruby China](https://ruby-china.org/)                  | Yes         | Partial |
+| [PHPHub](https://phphub.org/)                          | Yes         | Partial |
+
+## References
+
+- [Guidelines for Using Capital Letters](http://grammar.about.com/od/punctuationandmechanics/a/Guidelines-For-Using-Capital-Letters.htm)
+- [Letter case - Wikipedia](http://en.wikipedia.org/wiki/Letter_case)
+- [Punctuation - Oxford Dictionaries](http://www.oxforddictionaries.com/words/punctuation)
+- [Punctuation - The Purdue OWL](https://owl.english.purdue.edu/owl/section/1/6/)
+- [How to Use English Punctuation Corrently - wikiHow](http://www.wikihow.com/Use-English-Punctuation-Correctly)
+- [格式 - openSUSE](https://zh.opensuse.org/index.php?title=Help:%E6%A0%BC%E5%BC%8F)
+- [全角和半角 - 维基百科](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)
+- [引号 - 维基百科](http://zh.wikipedia.org/wiki/%E5%BC%95%E8%99%9F)
+- [疑问惊叹号 - 维基百科](http://zh.wikipedia.org/wiki/%E7%96%91%E5%95%8F%E9%A9%9A%E5%98%86%E8%99%9F)
diff --git a/beisi_rag/data/docs/rule/readme.md b/beisi_rag/data/docs/rule/readme.md
new file mode 100644
index 00000000..8c4532cf
--- /dev/null
+++ b/beisi_rag/data/docs/rule/readme.md
@@ -0,0 +1,304 @@
+---
+sidebar_position: 6
+slug: chinese-copywriting-guidelines
+---
+
+# 中文文案排版指北
+
+Other languages:
+
+- [English](readme.en.md)
+
+---
+
+## 目录
+
+<!-- vim-markdown-toc GFM -->
+
+- [目录](#目录)
+  - [空格](#空格)
+    - [中英文之间需要增加空格](#中英文之间需要增加空格)
+    - [中文与数字之间需要增加空格](#中文与数字之间需要增加空格)
+    - [数字与单位之间无需增加空格](#数字与单位之间无需增加空格)
+    - [全角标点与其他字符之间不加空格](#全角标点与其他字符之间不加空格)
+    - [`-ms-text-autospace` to the rescue?](#-ms-text-autospace-to-the-rescue)
+  - [标点符号](#标点符号)
+    - [不重复使用标点符号](#不重复使用标点符号)
+  - [全角和半角](#全角和半角)
+    - [使用全角中文标点](#使用全角中文标点)
+    - [数字使用半角字符](#数字使用半角字符)
+    - [遇到完整的英文整句、特殊名词，其內容使用半角标点](#遇到完整的英文整句特殊名词其內容使用半角标点)
+  - [名词](#名词)
+    - [专有名词使用正确的大小写](#专有名词使用正确的大小写)
+    - [不要使用不地道的缩写](#不要使用不地道的缩写)
+  - [争议](#争议)
+    - [链接之间增加空格](#链接之间增加空格)
+    - [简体中文使用直角引号](#简体中文使用直角引号)
+  - [工具](#工具)
+  - [谁在这样做？](#谁在这样做)
+  - [参考文献](#参考文献)
+
+<!-- vim-markdown-toc -->
+
+## 空格
+
+「有研究显示，打字的时候不喜欢在中文和英文之间加空格的人，感情路都走得很辛苦，有七成的比例会在 34 岁的时候跟自己不爱的人结婚，而其余三成的人最后只能把遗产留给自己的猫。毕竟爱情跟书写都需要适时地留白。
+
+与大家共勉之。」——[vinta/paranoid-auto-spacing](https://github.com/vinta/pangu.js)
+
+### 中英文之间需要增加空格
+
+正确：
+
+> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。
+
+错误：
+
+> 在 LeanCloud 上，数据存储是围绕`AVObject`进行的。
+
+> 在 LeanCloud 上，数据存储是围绕`AVObject` 进行的。
+
+完整的正确用法：
+
+> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。每个 `AVObject` 都包含了与 JSON 兼容的 key-value 对应的数据。数据是 schema-free 的，你不需要在每个 `AVObject` 上提前指定存在哪些键，只要直接设定对应的 key-value 即可。
+
+例外：「豆瓣 FM」等产品名词，按照官方所定义的格式书写。
+
+### 中文与数字之间需要增加空格
+
+正确：
+
+> 今天出去买菜花了 5000 元。
+
+错误：
+
+> 今天出去买菜花了 5000 元。
+
+> 今天出去买菜花了 5000 元。
+
+### 数字与单位之间无需增加空格
+
+正确：
+
+> 我家的光纤入户宽带有 10Gbps，SSD 一共有 10TB。
+
+错误：
+
+> 我家的光纤入户宽带有 10 Gbps，SSD 一共有 20 TB。
+
+另外，度／百分比与数字之间不需要增加空格：
+
+正确：
+
+> 今天是 233° 的高温。
+
+> 新 MacBook Pro 有 15% 的 CPU 性能提升。
+
+错误：
+
+> 今天是 233 ° 的高温。
+
+> 新 MacBook Pro 有 15 % 的 CPU 性能提升。
+
+### 全角标点与其他字符之间不加空格
+
+正确：
+
+> 刚刚买了一部 iPhone，好开心！
+
+错误：
+
+> 刚刚买了一部 iPhone ，好开心！
+
+### `-ms-text-autospace` to the rescue?
+
+Microsoft 有个 [`-ms-text-autospace`](<http://msdn.microsoft.com/en-us/library/ie/ms531164(v=vs.85).aspx>) 的 CSS 属性可以实现自动为中英文之间增加空白。不过目前并未普及，另外在其他应用场景，例如 OS X、iOS 的用户界面目前并不存在这个特性，所以请继续保持随手加空格的习惯。
+
+## 标点符号
+
+### 不重复使用标点符号
+
+正确：
+
+> 德国队竟然战胜了巴西队！
+
+> 她竟然对你说「喵」？！
+
+错误：
+
+> 德国队竟然战胜了巴西队！！
+
+> 德国队竟然战胜了巴西队！！！！！！！！
+
+> 她竟然对你说「喵」？？！！
+
+> 她竟然对你说「喵」？！？！？？！！
+
+## 全角和半角
+
+不明白什么是全角（全形）与半角（半形）符号？请查看维基百科词条『[全角和半角](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)』。
+
+### 使用全角中文标点
+
+正确：
+
+> 嗨！你知道嘛？今天前台的小妹跟我说「喵」了哎！
+
+> 核磁共振成像（NMRI）是什么原理都不知道？JFGI！
+
+错误：
+
+> 嗨! 你知道嘛? 今天前台的小妹跟我说 "喵" 了哎!
+
+> 嗨!你知道嘛?今天前台的小妹跟我说"喵"了哎!
+
+> 核磁共振成像 (NMRI) 是什么原理都不知道? JFGI!
+
+> 核磁共振成像(NMRI)是什么原理都不知道?JFGI!
+
+### 数字使用半角字符
+
+正确：
+
+> 这件蛋糕只卖 1000 元。
+
+错误：
+
+> 这件蛋糕只卖 １０００ 元。
+
+例外：在设计稿、宣传海报中如出现极少量数字的情形时，为方便文字对齐，是可以使用全角数字的。
+
+### 遇到完整的英文整句、特殊名词，其內容使用半角标点
+
+正确：
+
+> 乔布斯那句话是怎么说的？「Stay hungry, stay foolish.」
+
+> 推荐你阅读《Hackers & Painters: Big Ideas from the Computer Age》，非常的有趣。
+
+错误：
+
+> 乔布斯那句话是怎么说的？「Stay hungry，stay foolish。」
+
+> 推荐你阅读《Hackers＆Painters：Big Ideas from the Computer Age》，非常的有趣。
+
+## 名词
+
+### 专有名词使用正确的大小写
+
+大小写相关用法原属于英文书写范畴，不属于本 wiki 讨论內容，在这里只对部分易错用法进行简述。
+
+正确：
+
+> 使用 GitHub 登录
+
+> 我们的客户有 GitHub、Foursquare、Microsoft Corporation、Google、Facebook, Inc.。
+
+错误：
+
+> 使用 github 登录
+
+> 使用 GITHUB 登录
+
+> 使用 Github 登录
+
+> 使用 gitHub 登录
+
+> 使用 g ｲん ĤЦ8 登录
+
+> 我们的客户有 github、foursquare、microsoft corporation、google、facebook, inc.。
+
+> 我们的客户有 GITHUB、FOURSQUARE、MICROSOFT CORPORATION、GOOGLE、FACEBOOK, INC.。
+
+> 我们的客户有 Github、FourSquare、MicroSoft Corporation、Google、FaceBook, Inc.。
+
+> 我们的客户有 gitHub、fourSquare、microSoft Corporation、google、faceBook, Inc.。
+
+> 我们的客户有 g ｲん ĤЦ8、ｷ ouЯƧqu ﾑ гє、๓เςг๏ร๏Ŧt ς๏гק๏гคtเ๏ภn、900913、ƒ4ᄃëв๏๏к, IПᄃ.。
+
+注意：当网页中需要配合整体视觉风格而出现全部大写／小写的情形，HTML 中请使用标准的大小写规范进行书写；并通过 `text-transform: uppercase;`／`text-transform: lowercase;` 对表现形式进行定义。
+
+### 不要使用不地道的缩写
+
+正确：
+
+> 我们需要一位熟悉 JavaScript、HTML5，至少理解一种框架（如 Backbone.js、AngularJS、React 等）的前端开发者。
+
+错误：
+
+> 我们需要一位熟悉 Js、h5，至少理解一种框架（如 backbone、angular、RJS 等）的 FED。
+
+## 争议
+
+以下用法略带有个人色彩，即：无论是否遵循下述规则，从语法的角度来讲都是**正确**的。
+
+### 链接之间增加空格
+
+用法：
+
+> 请 [提交一个 issue](#) 并分配给相关同事。
+
+> 访问我们网站的最新动态，请 [点击这里](#) 进行订阅！
+
+对比用法：
+
+> 请[提交一个 issue](#) 并分配给相关同事。
+
+> 访问我们网站的最新动态，请[点击这里](#)进行订阅！
+
+### 简体中文使用直角引号
+
+用法：
+
+> 「老师，『有条不紊』的『紊』是什么意思？」
+
+对比用法：
+
+> “老师，‘有条不紊’的‘紊’是什么意思？”
+
+## 工具
+
+| 仓库                                                                                                                            | 语言            |
+| ------------------------------------------------------------------------------------------------------------------------------- | --------------- |
+| [vinta/paranoid-auto-spacing](https://github.com/vinta/paranoid-auto-spacing)                                                   | JavaScript      |
+| [huei90/pangu.node](https://github.com/huei90/pangu.node)                                                                       | Node.js         |
+| [huacnlee/auto-correct](https://github.com/huacnlee/auto-correct)                                                               | Ruby            |
+| [sparanoid/space-lover](https://github.com/sparanoid/space-lover)                                                               | PHP (WordPress) |
+| [nauxliu/auto-correct](https://github.com/NauxLiu/auto-correct)                                                                 | PHP             |
+| [ricoa/copywriting-correct](https://github.com/ricoa/copywriting-correct)                                                       | PHP             |
+| [hotoo/pangu.vim](https://github.com/hotoo/pangu.vim)                                                                           | Vim             |
+| [sparanoid/grunt-auto-spacing](https://github.com/sparanoid/grunt-auto-spacing)                                                 | Node.js (Grunt) |
+| [hjiang/scripts/add-space-between-latin-and-cjk](https://github.com/hjiang/scripts/blob/master/add-space-between-latin-and-cjk) | Python          |
+
+## 谁在这样做？
+
+| 网站                                              | 文案 | UGC          |
+| ------------------------------------------------- | ---- | ------------ |
+| [Apple 中国](http://www.apple.com/cn/)            | Yes  | N/A          |
+| [Apple 香港](http://www.apple.com/hk/)            | Yes  | N/A          |
+| [Apple 台湾](http://www.apple.com/tw/)            | Yes  | N/A          |
+| [Microsoft 中国](http://www.microsoft.com/zh-cn/) | Yes  | N/A          |
+| [Microsoft 香港](http://www.microsoft.com/zh-hk/) | Yes  | N/A          |
+| [Microsoft 台湾](http://www.microsoft.com/zh-tw/) | Yes  | N/A          |
+| [LeanCloud](https://leancloud.cn/)                | Yes  | N/A          |
+| [知乎](https://www.zhihu.com/)                    | Yes  | 部分用户达成 |
+| [V2EX](https://www.v2ex.com/)                     | Yes  | Yes          |
+| [SegmentFault](https://segmentfault.com/)         | Yes  | 部分用户达成 |
+| [Apple4us](http://apple4us.com/)                  | Yes  | N/A          |
+| [豌豆荚](https://www.wandoujia.com/)              | Yes  | N/A          |
+| [Ruby China](https://ruby-china.org/)             | Yes  | 标题达成     |
+| [PHPHub](https://phphub.org/)                     | Yes  | 标题达成     |
+| [少数派](http://sspai.com/)                       | Yes  | N/A          |
+| [力扣 LeetCode](https://leetcode-cn.com/)         | Yes  | Yes          |
+
+## 参考文献
+
+- [Guidelines for Using Capital Letters](http://grammar.about.com/od/punctuationandmechanics/a/Guidelines-For-Using-Capital-Letters.htm)
+- [Letter case - Wikipedia](http://en.wikipedia.org/wiki/Letter_case)
+- [Punctuation - Oxford Dictionaries](http://www.oxforddictionaries.com/words/punctuation)
+- [Punctuation - The Purdue OWL](https://owl.english.purdue.edu/owl/section/1/6/)
+- [How to Use English Punctuation Corrently - wikiHow](http://www.wikihow.com/Use-English-Punctuation-Correctly)
+- [格式 - openSUSE](https://zh.opensuse.org/index.php?title=Help:%E6%A0%BC%E5%BC%8F)
+- [全角和半角 - 维基百科](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)
+- [引号 - 维基百科](http://zh.wikipedia.org/wiki/%E5%BC%95%E8%99%9F)
+- [疑问惊叹号 - 维基百科](http://zh.wikipedia.org/wiki/%E7%96%91%E5%95%8F%E9%A9%9A%E5%98%86%E8%99%9F)
diff --git a/beisi_rag/data/docs/rule/rule-intro.md b/beisi_rag/data/docs/rule/rule-intro.md
new file mode 100644
index 00000000..6b4ff440
--- /dev/null
+++ b/beisi_rag/data/docs/rule/rule-intro.md
@@ -0,0 +1,108 @@
+---
+sidebar_position: 1
+slug: intro
+---
+
+# 开发规范介绍
+
+## 概述
+
+本节汇集了 beisi-tech 团队的开发规范和最佳实践指南，旨在帮助团队成员编写高质量、可维护的代码，提升团队协作效率。
+
+这些规范涵盖了从项目贡献流程、代码提交规范、命名约定到文案排版等多个方面，为团队提供统一的开发标准。
+
+## 规范内容
+
+### 📋 [项目贡献指南](./contributing-guide)
+
+面向所有参与公司项目开发的成员，详细说明了：
+
+- 如何加入 beisi-tech 组织
+- Git 和 GitHub Desktop 的使用
+- 从克隆仓库到提交 PR 的完整开发流程
+- Issue 关联和 PR 修改规范
+- 开发过程中的注意事项
+
+**适用对象**：新员工、所有项目贡献者
+
+### 📝 [Commit 提交规范](./commit-specification)
+
+规定了 Git 提交信息的格式和规范，包括：
+
+- Commit 类型说明（feat、fix、docs、style 等）
+- 提交信息的编写格式
+- Prettier 代码格式化工具的使用
+
+**适用对象**：所有开发人员
+
+### 🏷️ [开发命名参考](./naming-conventions)
+
+涵盖项目中各类命名的最佳实践：
+
+- 文件夹和文件命名规范
+- 变量、函数、类的命名约定
+- 数据库表和字段命名规则
+- API 接口命名规范
+
+**原则**：优先考虑小写、下划线，避免使用中划线
+
+### 📂 [项目结构示例](./project-structure-example)
+
+提供标准的项目目录结构示例：
+
+- 前后端分离项目的目录组织
+- 静态资源、源代码的存放位置
+- 配置文件和文档的规范布局
+
+**作用**：帮助团队保持项目结构的一致性
+
+### ✍️ [中文文案排版指北](./chinese-copywriting-guidelines)
+
+中文技术文档的排版规范：
+
+- 中英文混排的空格规则
+- 标点符号使用规范
+- 数字和单位的书写方式
+- 专有名词的正确写法
+
+**适用场景**：编写文档、README、注释、用户界面文案
+
+## 使用建议
+
+### 对于新成员
+
+1. 首先阅读 **项目贡献指南**，了解开发流程
+2. 熟悉 **Commit 提交规范** 和 **开发命名参考**
+3. 在编写代码前查看相关规范，养成良好习惯
+
+### 对于团队管理者
+
+1. 在代码审查时参照这些规范
+2. 定期更新和完善规范内容
+3. 确保团队成员了解并遵循这些规范
+
+### 对于所有开发者
+
+- 将规范作为日常开发的参考手册
+- 不确定时查阅相关规范
+- 发现问题或有改进建议时及时反馈
+
+## 规范的重要性
+
+遵循统一的开发规范能够：
+
+- ✅ **提高代码可读性**：统一的风格让代码更容易理解
+- ✅ **减少沟通成本**：团队成员使用相同的术语和约定
+- ✅ **降低维护成本**：规范的代码更容易维护和重构
+- ✅ **提升协作效率**：减少因风格不一致导致的冲突
+- ✅ **保证项目质量**：规范的流程确保代码质量
+
+## 持续改进
+
+这些规范会随着团队实践不断优化和完善。如果你有任何建议或发现问题，欢迎：
+
+1. 在相关 Issue 中讨论
+2. 提交 PR 改进规范文档
+3. 联系项目维护人员
+
+让我们一起打造更好的开发规范！💪
diff --git "a/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md" "b/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md"
new file mode 100644
index 00000000..cae193e5
--- /dev/null
+++ "b/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md"
@@ -0,0 +1,28 @@
+---
+sidebar_position: 4
+slug: naming-conventions
+---
+
+# 开发命名参考
+
+**原则**：优先考虑小写、下划线，不用中划线。
+
+1. 文件夹 小写 下划线
+
+2. 文件名 小写 下划线
+
+3. 样式名 小写 下划线
+
+4. 类名 首字母大写 驼峰
+
+5. 函数名 驼峰
+
+6. 变量名 驼峰
+
+7. 常量名 全大写 下划线
+
+8. 数据库名 小写 下划线
+
+9. 数据库表 小写 下划线
+
+10. 字段名 小写 下划线
diff --git "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md" "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md"
new file mode 100644
index 00000000..dc1a4e31
--- /dev/null
+++ "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md"
@@ -0,0 +1,56 @@
+---
+sidebar_position: 5
+slug: project-structure-example
+---
+
+# 项目结构示例
+
+├── client/ # 前端代码  
+│ ├── static/ # 静态资源  
+│ ├── src/ # 前端源代码  
+│ │ ├── components/ # 可复用组件  
+│ │ ├── pages/ # 页面组件  
+│ │ ├── assets/ # 样式、图片等  
+│ │ ├── services/ # API 请求  
+│ │ └── utils/ # 工具函数  
+│ └── package.json # 前端依赖  
+├── server/ # 后端代码  
+│ ├── src/ # 后端源代码  
+│ │ ├── controllers/ # 控制器  
+│ │ ├── models/ # 数据模型  
+│ │ ├── routes/ # 路由  
+│ │ ├── middlewares/ # 中间件  
+│ │ ├── services/ # 业务逻辑  
+│ │ ├── config/ # 配置文件  
+│ │ └── utils/ # 工具函数  
+│ └── package.json # 后端依赖  
+└── README.md # 项目说明
+
+## 目录说明
+
+### 前端 (`client/`)
+
+- **`static/`**: 存放静态资源（如图片、字体等）。
+- **`src/`**: 存放前端源代码。
+  - **`components/`**: 存放可复用的 UI 组件。
+  - **`pages/`**: 存放页面组件。
+  - **`assets/`**: 存放样式、图片等资源。
+  - **`services/`**: 存放与后端交互的 API 请求代码。
+  - **`utils/`**: 存放工具函数。
+- **`package.json`**: 前端项目的依赖配置文件。
+
+### 后端 (`server/`)
+
+- **`src/`**: 存放后端源代码。
+  - **`controllers/`**: 存放处理请求的控制器。
+  - **`models/`**: 存放数据模型。
+  - **`routes/`**: 存放路由定义。
+  - **`middlewares/`**: 存放中间件。
+  - **`services/`**: 存放业务逻辑。
+  - **`config/`**: 存放配置文件。
+  - **`utils/`**: 存放工具函数。
+- **`package.json`**: 后端项目的依赖配置文件。
+
+### 根目录
+
+- **`README.md`**: 项目说明文档。
diff --git "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md" "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md"
new file mode 100644
index 00000000..c4a0476d
--- /dev/null
+++ "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md"
@@ -0,0 +1,228 @@
+---
+sidebar_position: 2
+slug: contributing-guide
+---
+
+# 项目贡献指南
+
+欢迎为公司项目贡献代码！本指南将帮助你了解如何参与项目开发，从环境准备到提交 Pull Request 的完整流程。
+
+## 前置准备
+
+### 1. 注册 GitHub 账号并加入组织
+
+1. 如果你还没有 GitHub 账号，请先访问 [GitHub](https://github.com) 注册一个账号
+2. 将你的 GitHub 用户名提供给管理员
+3. 等待管理员将你添加到 **beisi-tech** 组织
+4. 查收邮件并接受组织邀请，成为组织成员
+
+### 2. 安装 Git 工具
+
+**推荐使用 GitHub Desktop**（图形化界面，操作更方便）：
+
+1. 访问 [GitHub Desktop 官网](https://desktop.github.com/) 下载安装
+2. 安装后登录你的 GitHub 账号
+3. GitHub Desktop 会自动配置 Git 环境
+
+**或者使用命令行 Git**：
+
+1. 访问 [Git 官网](https://git-scm.com/) 下载安装
+2. 安装后通过以下命令验证：
+
+```bash
+git --version
+```
+
+## 开发流程
+
+### 第一步：克隆项目仓库
+
+作为 beisi-tech 组织成员，你可以直接克隆组织的仓库：
+
+**使用 GitHub Desktop（推荐）：**
+
+1. 打开 GitHub Desktop
+2. 点击 **File** → **Clone repository**
+3. 在 **GitHub.com** 标签下找到 **beisi-tech/仓库名**
+4. 选择本地保存路径，点击 **Clone**
+
+**使用命令行：**
+
+```bash
+git clone https://github.com/beisi-tech/仓库名.git
+cd 仓库名
+```
+
+### 第二步：同步最新代码
+
+在开始工作前，务必拉取最新代码：
+
+**使用 GitHub Desktop（推荐）：**
+
+1. 打开项目
+2. 点击顶部的 **Fetch origin** 按钮
+3. 如果有更新，点击 **Pull origin** 拉取最新代码
+
+**使用命令行：**
+
+```bash
+# 切换到主分支
+git checkout main
+
+# 拉取最新代码
+git pull origin main
+```
+
+### 第三步：查看 Issue 并开始开发
+
+1. 在 GitHub 项目页面查看分配给你的 Issue
+2. 了解需要完成的任务内容
+3. 作为组织成员，你可以**直接在 main 分支上修改代码**，不需要创建新分支
+
+### 第四步：本地开发
+
+1. 在你的电脑上修改代码
+2. 开发过程中请遵循项目的规范文档：
+   - [Commit 提交规范](./commit-specification)
+   - [开发命名参考](./naming-conventions)
+   - [中文文案排版指北](./chinese-copywriting-guidelines)
+
+### 第五步：提交代码
+
+完成开发后，提交你的修改：
+
+**使用 GitHub Desktop（推荐）：**
+
+1. GitHub Desktop 会自动显示你修改的文件
+2. 在左下角的 **Summary** 填写提交说明（遵循 Commit 规范）
+3. 例如：`feat: 添加新功能描述` 或 `fix: 修复某个问题 fix: #123`
+4. 点击 **Commit to main** 提交
+
+**使用命令行：**
+
+```bash
+# 查看修改的文件
+git status
+
+# 添加修改的文件
+git add .
+
+# 提交代码，遵循 Commit 规范
+git commit -m "feat: 添加新功能描述"
+# 或
+git commit -m "fix: 修复某个问题 fix: #123"
+```
+
+**重要提示：** 如果你的提交是为了关闭某个 Issue，在 commit 信息末尾添加 `fix: #issue编号`，例如：
+
+```bash
+git commit -m "fix: 修复登录按钮样式问题 fix: #123"
+```
+
+这样在 PR 合并后会自动关闭对应的 Issue。
+
+### 第六步：推送到远程仓库
+
+**使用 GitHub Desktop（推荐）：**
+
+点击顶部的 **Push origin** 按钮，将代码推送到远程仓库。
+
+**使用命令行：**
+
+```bash
+git push origin main
+```
+
+### 第七步：创建 Pull Request
+
+推送代码后，需要在网页上创建 Pull Request：
+
+1. 访问项目的 GitHub 页面：`https://github.com/beisi-tech/仓库名`
+2. GitHub 会提示你创建 Pull Request，点击 **Compare & pull request**
+3. 填写 PR 标题和描述：
+   - 标题要简洁明了，说明本次改动的主要内容
+   - 描述中详细说明：
+     - 解决了什么问题
+     - 如何解决的
+     - 相关的 Issue 编号（使用 `Closes #issue编号` 或 `Fix #issue编号`）
+4. 点击 **Create pull request** 提交
+
+> **注意**：GitHub Desktop 不支持直接创建 PR，必须在网页上操作。
+
+### 第八步：等待代码审核
+
+管理员会审核你的 PR：
+
+- **如果审核通过**：恭喜！你的代码将被合并到主分支
+- **如果需要修改**：不要关闭 PR，直接在原分支上继续修改并提交
+
+## PR 修改流程
+
+如果第一次提交的 PR 没有被批准，需要修改代码，按以下步骤操作：
+
+**不要创建新的 PR！** 直接在原来的分支上继续修改：
+
+**使用 GitHub Desktop（推荐）：**
+
+1. 根据审核意见修改代码
+2. 在 GitHub Desktop 中提交修改（填写 commit 信息）
+3. 点击 **Push origin** 推送
+4. 原来的 PR 会自动更新
+
+**使用命令行：**
+
+```bash
+# 修改代码...
+
+# 提交修改
+git add .
+git commit -m "fix: 根据审核意见修改xxx"
+
+# 推送到远程（会自动更新原 PR）
+git push origin main
+```
+
+推送后，原来的 Pull Request 会自动更新，管理员会看到你的新提交。
+
+## 注意事项
+
+### ✅ 推荐做法
+
+- 每个 PR 只解决一个问题，保持改动最小化
+- 提交前先在本地测试，确保代码可以正常运行
+- 遵循项目的代码规范和 Commit 规范
+- 及时同步主仓库的最新代码，避免冲突
+- PR 描述清晰，说明改动原因和实现方式
+
+### ❌ 避免做法
+
+- 不要在一个 PR 中包含多个不相关的改动
+- 不要提交无意义的 commit 信息（如 "update"、"修改"、"fix" 等）
+- 不要在 PR 被拒绝后创建新的 PR，应在原 PR 上继续提交
+- 提交前务必先拉取最新代码，避免冲突
+
+## 关联 Issue
+
+在提交代码时，可以通过以下关键词自动关闭 Issue：
+
+- `fix: #123` 或 `fixes: #123` 或 `fixed: #123`
+- `close: #123` 或 `closes: #123` 或 `closed: #123`
+- `resolve: #123` 或 `resolves: #123` 或 `resolved: #123`
+
+**示例：**
+
+```bash
+git commit -m "fix: 修复登录页面样式错误 fix: #456"
+```
+
+当这个 commit 所在的 PR 被合并后，Issue #456 会自动关闭。
+
+## 获取帮助
+
+如果在贡献过程中遇到问题：
+
+1. 查看项目的 [规范文档](./intro)
+2. 在对应的 Issue 下留言询问
+3. 联系项目维护人员
+
+感谢你的贡献！🎉
diff --git a/beisi_rag/data/docs/tutorial/backend/_category_.json b/beisi_rag/data/docs/tutorial/backend/_category_.json
new file mode 100644
index 00000000..ba192d38
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "后端",
+  "position": 4
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/backend/database/MySQL.md b/beisi_rag/data/docs/tutorial/backend/database/MySQL.md
new file mode 100644
index 00000000..fd34dcc1
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/database/MySQL.md
@@ -0,0 +1,17 @@
+---
+sidebar_label: "MySQL"
+sidebar_position: 1
+slug: mysql
+---
+
+# MySQL 数据库
+
+1. MySQL 数据库命令：
+   1. 导出数据库命令：`system mysqldump -u root -p hsck_data > 路径\hsck.sql`
+   2. 删除原有数据库并重新创建数据库命令：`mysql -u root -p -e "DROP DATABASE IF EXISTS hsck_data; CREATE DATABASE hsck_data;"`
+   3. 导入数据库命令：`mysql -u root -p hsck_data < "这里替换为你的仓库路径/GoldenStore/后端/数据库文件/hsck_data_0xx.sql"`
+
+## 数据库部分遵循规则
+
+1. 测试 MySQL 数据库密码统一改成 123123
+2. MySQL 数据库版本使用 8.0 版本
diff --git a/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md b/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md
new file mode 100644
index 00000000..8c68cf67
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md
@@ -0,0 +1,43 @@
+---
+sidebar_label: "PostgreSQL"
+sidebar_position: 2
+slug: postgresql
+---
+
+# PostgreSQL 数据库
+
+## 什么是 PostgreSQL
+
+PostgreSQL 是一款开源的关系型数据库管理系统，由加利福尼亚大学伯克利分校的计算机科学与工程系的研究人员开发。它最初由瑞典 PostgreSQL 公司开发，后来由加利福尼亚大学伯克利分校的计算机科学与工程系开发，并于 2003 年以自由软件的形式发布。
+
+## PostgreSQL 的优点
+
+- 开源免费：PostgreSQL 是免费的，并且它的源代码是开放的，任何人都可以查看、修改和再分发。
+- 高性能：PostgreSQL 具有高性能，它可以处理大量的并发连接，并且它的查询处理速度非常快。
+- 丰富的数据类型：PostgreSQL 支持丰富的数据类型，包括数字、字符串、日期/时间、布尔值、数组、JSON、XML、地理位置等。
+- 丰富的功能：PostgreSQL 提供丰富的功能，包括事务处理、视图、触发器、存储过程、复制、分区、索引等。
+- 强大的扩展性：PostgreSQL 提供强大的扩展性，可以根据需要进行扩展，支持多种编程语言。
+- 完善的文档：PostgreSQL 提供完善的文档，包括用户手册、教程、参考手册、FAQ、示例代码等。
+
+## PostgreSQL 的缺点
+
+- 功能不全：PostgreSQL 并不是一个完美的关系型数据库管理系统，它并不支持所有常用的 SQL 功能。
+- 复杂的安装和配置：PostgreSQL 的安装和配置比较复杂，需要进行大量的设置。
+- 缺乏自动备份功能：PostgreSQL 没有自动备份功能，需要手动备份。
+- 缺乏监控功能：PostgreSQL 没有监控功能，需要自己编写脚本来监控数据库。
+
+## PostgreSQL 的适用场景
+
+- 适合大型数据量的数据库：PostgreSQL 适合于处理大量的数据，它可以处理海量的数据，并且它的查询处理速度非常快。
+- 适合复杂的查询：PostgreSQL 适合于复杂的查询，它支持丰富的数据类型，并且支持多种查询语言，包括 SQL、PL/pgSQL、Perl、Python、Tcl 等。
+- 适合多用户的数据库：PostgreSQL 适合于多用户的数据库，它支持事务处理，并且支持多种并发连接。
+- 适合高并发的数据库：PostgreSQL 适合于高并发的数据库，它可以处理大量的并发连接，并且它的查询处理速度非常快。
+- 适合海量数据分析的数据库：PostgreSQL 适合于海量数据分析的数据库，它支持数据分区，并且支持多种数据分析工具，包括 Hadoop、Hive、Pig、Spark 等。
+
+## PostgreSQL 的安装
+
+- 下载安装包：从 PostgreSQL 官方网站下载安装包，下载地址：https://www.postgresql.org/download/。
+- 安装：按照安装包的说明进行安装。
+- 配置：按照 PostgreSQL 的默认配置进行配置。
+- 启动：启动 PostgreSQL 服务。
+- 测试：使用客户端工具连接 PostgreSQL 数据库，并执行简单的 SQL 语句。
diff --git a/beisi_rag/data/docs/tutorial/backend/database/_category_.json b/beisi_rag/data/docs/tutorial/backend/database/_category_.json
new file mode 100644
index 00000000..96390bd6
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/database/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "数据库",
+  "position": 3
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/backend/flask.md b/beisi_rag/data/docs/tutorial/backend/flask.md
new file mode 100644
index 00000000..3e4a2072
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/flask.md
@@ -0,0 +1,676 @@
+---
+sidebar_label: "Flask"
+sidebar_position: 2
+slug: flask
+---
+
+# Flask 框架教程
+
+Flask 是一个轻量级的 Python Web 框架，被称为"微框架"。它使用 Werkzeug WSGI 工具包和 Jinja2 模板引擎，提供了构建 Web 应用所需的核心功能，同时保持简单和灵活。
+
+### Flask 的特点
+
+- **轻量级**：核心功能简单，易于理解和学习
+- **灵活性**：可以根据需要选择组件和扩展
+- **可扩展性**：丰富的扩展生态系统
+- **开发效率**：快速原型开发和迭代
+- **学习曲线平缓**：适合初学者
+
+## 快速开始
+
+### 环境要求
+
+- Python 3.6 或更高版本
+- pip 包管理器
+
+### 安装 Flask
+
+```bash
+pip install Flask
+```
+
+### 第一个 Flask 应用
+
+```python
+from flask import Flask
+
+app = Flask(__name__)
+
+@app.route('/')
+def hello_world():
+    return 'Hello, World!'
+
+if __name__ == '__main__':
+    app.run(debug=True)
+```
+
+运行应用：
+
+```bash
+python app.py
+```
+
+访问 `http://127.0.0.1:5000` 查看结果。
+
+## 路由和视图
+
+### 基本路由
+
+```python
+from flask import Flask
+
+app = Flask(__name__)
+
+@app.route('/')
+def index():
+    return '首页'
+
+@app.route('/about')
+def about():
+    return '关于我们'
+
+@app.route('/user/<username>')
+def show_user(username):
+    return f'用户: {username}'
+
+@app.route('/post/<int:post_id>')
+def show_post(post_id):
+    return f'文章 ID: {post_id}'
+```
+
+### HTTP 方法
+
+```python
+from flask import request
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    if request.method == 'POST':
+        return '登录处理'
+    else:
+        return '登录页面'
+```
+
+### 路由参数
+
+```python
+@app.route('/user/<username>')
+def show_user(username):
+    return f'用户: {username}'
+
+@app.route('/post/<int:post_id>')
+def show_post(post_id):
+    return f'文章 ID: {post_id}'
+
+@app.route('/path/<path:subpath>')
+def show_subpath(subpath):
+    return f'子路径: {subpath}'
+```
+
+## 模板系统
+
+### Jinja2 模板
+
+```python
+from flask import render_template
+
+@app.route('/hello/<name>')
+def hello(name):
+    return render_template('hello.html', name=name)
+```
+
+```html
+<!-- templates/hello.html -->
+<!DOCTYPE html>
+<html>
+  <head>
+    <title>Hello</title>
+  </head>
+  <body>
+    <h1>Hello, {{ name }}!</h1>
+  </body>
+</html>
+```
+
+### 模板继承
+
+```html
+<!-- templates/base.html -->
+<!DOCTYPE html>
+<html>
+  <head>
+    <title>{% block title %}{% endblock %}</title>
+  </head>
+  <body>
+    <header>
+      <h1>我的网站</h1>
+    </header>
+    <main>{% block content %}{% endblock %}</main>
+    <footer>
+      <p>&copy; 2024 我的网站</p>
+    </footer>
+  </body>
+</html>
+```
+
+```html
+<!-- templates/index.html -->
+{% extends "base.html" %} {% block title %}首页{% endblock %} {% block content
+%}
+<h2>欢迎来到我的网站</h2>
+<p>这是一个使用 Flask 构建的网站。</p>
+{% endblock %}
+```
+
+### 模板控制结构
+
+```html
+<!-- 条件语句 -->
+{% if user %}
+<p>欢迎, {{ user.name }}!</p>
+{% else %}
+<p>请先登录</p>
+{% endif %}
+
+<!-- 循环 -->
+<ul>
+  {% for item in items %}
+  <li>{{ item.name }}</li>
+  {% endfor %}
+</ul>
+
+<!-- 过滤器 -->
+<p>{{ name|upper }}</p>
+<p>{{ date|strftime('%Y-%m-%d') }}</p>
+```
+
+## 请求处理
+
+### 获取请求数据
+
+```python
+from flask import request
+
+@app.route('/login', methods=['POST'])
+def login():
+    username = request.form['username']
+    password = request.form['password']
+    return f'用户名: {username}, 密码: {password}'
+
+@app.route('/api/data')
+def get_data():
+    page = request.args.get('page', 1, type=int)
+    limit = request.args.get('limit', 10, type=int)
+    return f'页码: {page}, 每页: {limit}'
+```
+
+### 文件上传
+
+```python
+from flask import request
+from werkzeug.utils import secure_filename
+import os
+
+UPLOAD_FOLDER = 'uploads'
+ALLOWED_EXTENSIONS = {'txt', 'pdf', 'png', 'jpg', 'jpeg', 'gif'}
+
+app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
+
+def allowed_file(filename):
+    return '.' in filename and \
+           filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
+
+@app.route('/upload', methods=['POST'])
+def upload_file():
+    if 'file' not in request.files:
+        return '没有文件'
+
+    file = request.files['file']
+    if file.filename == '':
+        return '没有选择文件'
+
+    if file and allowed_file(file.filename):
+        filename = secure_filename(file.filename)
+        file.save(os.path.join(app.config['UPLOAD_FOLDER'], filename))
+        return '文件上传成功'
+```
+
+## 响应处理
+
+### 返回 JSON
+
+```python
+from flask import jsonify
+
+@app.route('/api/users')
+def get_users():
+    users = [
+        {'id': 1, 'name': '张三'},
+        {'id': 2, 'name': '李四'}
+    ]
+    return jsonify(users)
+
+@app.route('/api/user/<int:user_id>')
+def get_user(user_id):
+    user = {'id': user_id, 'name': f'用户{user_id}'}
+    return jsonify(user)
+```
+
+### 重定向
+
+```python
+from flask import redirect, url_for
+
+@app.route('/admin')
+def admin():
+    return redirect(url_for('login'))
+
+@app.route('/old-page')
+def old_page():
+    return redirect('/new-page', code=301)
+```
+
+### 错误处理
+
+```python
+@app.errorhandler(404)
+def not_found(error):
+    return render_template('404.html'), 404
+
+@app.errorhandler(500)
+def internal_error(error):
+    return render_template('500.html'), 500
+```
+
+## 会话和 Cookie
+
+### 会话管理
+
+```python
+from flask import session, request
+
+app.secret_key = 'your-secret-key'
+
+@app.route('/login', methods=['POST'])
+def login():
+    username = request.form['username']
+    session['username'] = username
+    return '登录成功'
+
+@app.route('/profile')
+def profile():
+    if 'username' in session:
+        return f'欢迎, {session["username"]}'
+    else:
+        return '请先登录'
+
+@app.route('/logout')
+def logout():
+    session.pop('username', None)
+    return '已退出登录'
+```
+
+### Cookie 处理
+
+```python
+from flask import make_response
+
+@app.route('/set-cookie')
+def set_cookie():
+    resp = make_response('Cookie 已设置')
+    resp.set_cookie('username', 'john')
+    return resp
+
+@app.route('/get-cookie')
+def get_cookie():
+    username = request.cookies.get('username')
+    return f'用户名: {username}'
+```
+
+## 数据库集成
+
+### SQLAlchemy 集成
+
+```bash
+pip install Flask-SQLAlchemy
+```
+
+```python
+from flask import Flask
+from flask_sqlalchemy import SQLAlchemy
+
+app = Flask(__name__)
+app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///example.db'
+app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
+
+db = SQLAlchemy(app)
+
+class User(db.Model):
+    id = db.Column(db.Integer, primary_key=True)
+    username = db.Column(db.String(80), unique=True, nullable=False)
+    email = db.Column(db.String(120), unique=True, nullable=False)
+
+    def __repr__(self):
+        return f'<User {self.username}>'
+
+# 创建表
+with app.app_context():
+    db.create_all()
+
+@app.route('/users')
+def get_users():
+    users = User.query.all()
+    return render_template('users.html', users=users)
+```
+
+### 数据库操作
+
+```python
+# 创建用户
+@app.route('/create-user', methods=['POST'])
+def create_user():
+    username = request.form['username']
+    email = request.form['email']
+
+    user = User(username=username, email=email)
+    db.session.add(user)
+    db.session.commit()
+
+    return '用户创建成功'
+
+# 查询用户
+@app.route('/user/<int:user_id>')
+def get_user(user_id):
+    user = User.query.get_or_404(user_id)
+    return f'用户: {user.username}'
+
+# 更新用户
+@app.route('/update-user/<int:user_id>', methods=['POST'])
+def update_user(user_id):
+    user = User.query.get_or_404(user_id)
+    user.username = request.form['username']
+    user.email = request.form['email']
+    db.session.commit()
+
+    return '用户更新成功'
+
+# 删除用户
+@app.route('/delete-user/<int:user_id>')
+def delete_user(user_id):
+    user = User.query.get_or_404(user_id)
+    db.session.delete(user)
+    db.session.commit()
+
+    return '用户删除成功'
+```
+
+## 表单处理
+
+### Flask-WTF 集成
+
+```bash
+pip install Flask-WTF
+```
+
+```python
+from flask_wtf import FlaskForm
+from wtforms import StringField, PasswordField, SubmitField
+from wtforms.validators import DataRequired, Email
+
+class LoginForm(FlaskForm):
+    username = StringField('用户名', validators=[DataRequired()])
+    password = PasswordField('密码', validators=[DataRequired()])
+    submit = SubmitField('登录')
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    form = LoginForm()
+    if form.validate_on_submit():
+        # 处理登录逻辑
+        return '登录成功'
+    return render_template('login.html', form=form)
+```
+
+```html
+<!-- templates/login.html -->
+<form method="POST">
+  {{ form.hidden_tag() }}
+  <p>
+    {{ form.username.label }}<br />
+    {{ form.username() }}
+  </p>
+  <p>
+    {{ form.password.label }}<br />
+    {{ form.password() }}
+  </p>
+  <p>{{ form.submit() }}</p>
+</form>
+```
+
+## 用户认证
+
+### Flask-Login 集成
+
+```bash
+pip install Flask-Login
+```
+
+```python
+from flask_login import LoginManager, UserMixin, login_user, logout_user, login_required, current_user
+
+login_manager = LoginManager()
+login_manager.init_app(app)
+login_manager.login_view = 'login'
+
+class User(UserMixin, db.Model):
+    id = db.Column(db.Integer, primary_key=True)
+    username = db.Column(db.String(80), unique=True, nullable=False)
+    password_hash = db.Column(db.String(120), nullable=False)
+
+@login_manager.user_loader
+def load_user(user_id):
+    return User.query.get(int(user_id))
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    if request.method == 'POST':
+        username = request.form['username']
+        password = request.form['password']
+
+        user = User.query.filter_by(username=username).first()
+        if user and check_password_hash(user.password_hash, password):
+            login_user(user)
+            return redirect(url_for('dashboard'))
+
+    return render_template('login.html')
+
+@app.route('/dashboard')
+@login_required
+def dashboard():
+    return f'欢迎, {current_user.username}!'
+
+@app.route('/logout')
+@login_required
+def logout():
+    logout_user()
+    return redirect(url_for('index'))
+```
+
+## API 开发
+
+### RESTful API
+
+```python
+from flask import jsonify, request
+
+@app.route('/api/users', methods=['GET'])
+def get_users():
+    users = User.query.all()
+    return jsonify([{
+        'id': user.id,
+        'username': user.username,
+        'email': user.email
+    } for user in users])
+
+@app.route('/api/users', methods=['POST'])
+def create_user():
+    data = request.get_json()
+    user = User(
+        username=data['username'],
+        email=data['email']
+    )
+    db.session.add(user)
+    db.session.commit()
+
+    return jsonify({
+        'id': user.id,
+        'username': user.username,
+        'email': user.email
+    }), 201
+
+@app.route('/api/users/<int:user_id>', methods=['PUT'])
+def update_user(user_id):
+    user = User.query.get_or_404(user_id)
+    data = request.get_json()
+
+    user.username = data['username']
+    user.email = data['email']
+    db.session.commit()
+
+    return jsonify({
+        'id': user.id,
+        'username': user.username,
+        'email': user.email
+    })
+
+@app.route('/api/users/<int:user_id>', methods=['DELETE'])
+def delete_user(user_id):
+    user = User.query.get_or_404(user_id)
+    db.session.delete(user)
+    db.session.commit()
+
+    return '', 204
+```
+
+### API 错误处理
+
+```python
+@app.errorhandler(400)
+def bad_request(error):
+    return jsonify({'error': 'Bad Request'}), 400
+
+@app.errorhandler(404)
+def not_found(error):
+    return jsonify({'error': 'Not Found'}), 404
+
+@app.errorhandler(500)
+def internal_error(error):
+    return jsonify({'error': 'Internal Server Error'}), 500
+```
+
+## 测试
+
+### 单元测试
+
+```python
+import unittest
+from app import app, db, User
+
+class TestApp(unittest.TestCase):
+    def setUp(self):
+        app.config['TESTING'] = True
+        app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///:memory:'
+        self.app = app.test_client()
+        db.create_all()
+
+    def tearDown(self):
+        db.session.remove()
+        db.drop_all()
+
+    def test_index(self):
+        response = self.app.get('/')
+        self.assertEqual(response.status_code, 200)
+
+    def test_create_user(self):
+        response = self.app.post('/api/users', json={
+            'username': 'testuser',
+            'email': 'test@example.com'
+        })
+        self.assertEqual(response.status_code, 201)
+
+if __name__ == '__main__':
+    unittest.main()
+```
+
+## 部署
+
+### 生产环境配置
+
+```python
+# config.py
+import os
+
+class Config:
+    SECRET_KEY = os.environ.get('SECRET_KEY') or 'dev-secret-key'
+    SQLALCHEMY_DATABASE_URI = os.environ.get('DATABASE_URL') or 'sqlite:///app.db'
+    SQLALCHEMY_TRACK_MODIFICATIONS = False
+
+class ProductionConfig(Config):
+    DEBUG = False
+
+class DevelopmentConfig(Config):
+    DEBUG = True
+```
+
+### 使用 Gunicorn 部署
+
+```bash
+pip install gunicorn
+gunicorn -w 4 -b 0.0.0.0:8000 app:app
+```
+
+### Docker 部署
+
+```dockerfile
+FROM python:3.9-slim
+
+WORKDIR /app
+
+COPY requirements.txt .
+RUN pip install -r requirements.txt
+
+COPY . .
+
+EXPOSE 5000
+
+CMD ["gunicorn", "-w", "4", "-b", "0.0.0.0:5000", "app:app"]
+```
+
+## 最佳实践
+
+1. **项目结构**：使用蓝图组织大型应用
+2. **配置管理**：使用配置文件管理不同环境
+3. **错误处理**：实现完善的错误处理机制
+4. **安全性**：使用 CSRF 保护、输入验证
+5. **性能优化**：使用缓存、数据库优化
+
+## 学习资源
+
+- [Flask 官方文档](https://flask.palletsprojects.com/)
+- [Flask 中文文档](https://dormousehole.readthedocs.io/)
+- [Flask 教程 - 菜鸟教程](https://www.runoob.com/flask/flask-tutorial.html)
+- [Flask Mega-Tutorial](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
+
+## 常见问题
+
+### Q: Flask 和 Django 有什么区别？
+
+A: Flask 是微框架，更灵活但需要更多配置；Django 是全功能框架，开箱即用但学习曲线较陡。
+
+### Q: 如何选择 Flask 扩展？
+
+A: 选择官方推荐的扩展，查看文档和社区支持，避免使用过时的扩展。
+
+### Q: 如何优化 Flask 应用性能？
+
+A: 使用缓存、数据库连接池、异步处理、CDN 等技术来优化性能。
diff --git a/beisi_rag/data/docs/tutorial/backend/nodejs.md b/beisi_rag/data/docs/tutorial/backend/nodejs.md
new file mode 100644
index 00000000..cabd3799
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/backend/nodejs.md
@@ -0,0 +1,72 @@
+---
+sidebar_label: "Nodejs"
+sidebar_position: 1
+slug: nodejs
+---
+
+# Node.js 后端开发
+
+## 论如何优雅的使用 npm 包管理工具
+
+> Author:
+>
+> First Creation: 2025-03-01
+
+## 常见的 npm 包管理工具
+
+- [npm](https://www.npmjs.com/)
+- [yarn](https://yarnpkg.com/)
+- [pnpm](https://pnpm.io/zh-CN/)
+
+### 不同包管理工具的优缺点
+
+#### npm
+
+优点显而易见：无需配置，随 NodeJS 安装。
+
+但缺点较多：
+
+- 无法更换国内镜像源
+- 每个项目都需要重复下载安装 node_modules
+- 不支持并行下载
+
+#### yarn
+
+和 `npm` 的优缺点几乎一致，但 `yarn` 支持并行下载（下的更快一点罢了）。
+
+#### cnpm
+
+和 `npm` 的优缺点一致，但 `cnpm` 支持更换国内镜像源。
+
+#### pnpm
+
+使用**硬链接**减少磁盘占用，支持并行下载。一般选这个总没错 :)
+
+pnpm 支持切换国内镜像源，命令如下：
+
+```bash
+pnpm config set registry https://registry.npmmirror.com
+```
+
+pnpm 恢复默认镜像源的命令如下：
+
+```bash
+pnpm config set registry https://registry.npmjs.org
+```
+
+## 如何获取这些包管理工具
+
+| 包管理工具 | 获取方式                                                        |
+| ---------- | --------------------------------------------------------------- |
+| npm        | Node.JS 自带                                                    |
+| yarn       | `npm install -g yarn`                                           |
+| cnpm       | `npm install -g cnpm --registry=https://registry.npmmirror.com` |
+| pnpm       | `npm install -g pnpm`                                           |
+
+## Powershell 无法运行 npm 命令？
+
+如果 Powershell 无法运行 npm 命令，请尝试在 Powershell 中运行下面的命令：
+
+```powershell
+Set-ExecutionPolicy Unrestricted -Scope CurrentUser
+```
diff --git a/beisi_rag/data/docs/tutorial/devops/_category_.json b/beisi_rag/data/docs/tutorial/devops/_category_.json
new file mode 100644
index 00000000..4a1ead68
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "运维",
+  "position": 5
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md b/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md
new file mode 100644
index 00000000..4b6a54b8
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md
@@ -0,0 +1,652 @@
+---
+sidebar_label: "阿里云 CDN"
+sidebar_position: 6
+slug: aliyun-cdn
+---
+
+# 阿里云 CDN 教程
+
+CDN (Content Delivery Network，内容分发网络) 是一种分布式网络架构，通过将内容缓存到全球各地的边缘节点，加速用户访问，提升网站性能。
+
+## CDN 基础概念
+
+### 什么是 CDN
+
+CDN 通过智能调度系统，将用户的请求分配到最近的边缘节点，从而：
+- 🚀 加速内容访问速度
+- 📉 降低源站带宽压力
+- 🛡️ 提供 DDoS 防护
+- 🌍 改善全球访问体验
+
+### 核心概念
+
+- **源站**: 存储原始内容的服务器
+- **边缘节点**: CDN 在各地部署的缓存服务器
+- **回源**: 当边缘节点没有缓存时，向源站获取内容
+- **缓存**: 将内容临时存储在边缘节点
+- **刷新**: 清除边缘节点的缓存内容
+- **预热**: 提前将内容推送到边缘节点
+
+## 开通 CDN 服务
+
+### 1. 前置准备
+
+1. 拥有阿里云账号
+2. 完成实名认证
+3. 域名已备案（中国大陆节点必需）
+4. 准备好源站服务器或 OSS
+
+### 2. 开通步骤
+
+1. 登录 [阿里云控制台](https://www.aliyun.com/)
+2. 搜索 "CDN" 进入 CDN 控制台
+3. 点击 "立即开通"
+4. 选择计费方式：
+   - 按流量计费（适合流量波动大的场景）
+   - 按带宽计费（适合流量稳定的场景）
+5. 确认开通
+
+## 添加加速域名
+
+### 基础配置
+
+1. 进入 CDN 控制台
+2. 点击 "域名管理" → "添加域名"
+3. 填写配置信息：
+
+```
+加速域名: cdn.example.com
+业务类型: 
+  - 图片小文件：适用于网站、电商、游戏等
+  - 大文件下载：适用于软件、游戏安装包等
+  - 视音频点播：适用于音视频点播加速
+  - 全站加速：适用于动态内容或动静态混合场景
+源站信息:
+  - IP 源站：直接填写服务器 IP
+  - OSS 域名：选择 OSS Bucket
+  - 源站域名：填写源站域名
+端口: 80 / 443
+加速区域:
+  - 仅中国大陆
+  - 全球（不含中国大陆）
+  - 全球
+```
+
+### 配置示例
+
+#### 配置静态网站加速
+
+```yaml
+加速域名: static.example.com
+业务类型: 图片小文件
+源站类型: IP 源站
+源站地址: 192.168.1.100
+端口: 80
+加速区域: 全球
+```
+
+#### 配置 OSS 加速
+
+```yaml
+加速域名: cdn.example.com
+业务类型: 图片小文件
+源站类型: OSS 域名
+OSS Bucket: my-bucket.oss-cn-hangzhou.aliyuncs.com
+端口: 80
+加速区域: 仅中国大陆
+```
+
+## HTTPS 配置
+
+### 1. 上传证书
+
+1. 进入域名管理 → 选择域名 → HTTPS 配置
+2. 点击 "修改配置"
+3. 开启 "HTTPS 安全加速"
+4. 证书来源：
+   - **免费证书**：阿里云提供的免费 DV 证书
+   - **云盾证书**：已购买的 SSL 证书
+   - **自定义上传**：上传自己的证书
+
+### 2. 上传自定义证书
+
+```
+证书名称: example.com
+证书内容: 
+-----BEGIN CERTIFICATE-----
+[证书内容]
+-----END CERTIFICATE-----
+
+私钥内容:
+-----BEGIN RSA PRIVATE KEY-----
+[私钥内容]
+-----END RSA PRIVATE KEY-----
+```
+
+### 3. HTTPS 高级设置
+
+```yaml
+HTTP/2: 开启 # 提升性能
+强制跳转: HTTPS # HTTP 自动跳转到 HTTPS
+TLS 版本: TLSv1.2 及以上
+HSTS: 开启 # 增强安全性
+```
+
+## 缓存配置
+
+### 缓存规则设置
+
+1. 进入域名管理 → 缓存配置 → 缓存过期时间
+2. 添加缓存规则
+
+#### 推荐配置
+
+| 文件类型 | 目录/文件 | 过期时间 | 优先级 |
+|---------|----------|----------|--------|
+| HTML | .html | 1 小时 | 90 |
+| 图片 | .jpg,.png,.gif,.webp | 7 天 | 80 |
+| CSS/JS | .css,.js | 7 天 | 80 |
+| 视频 | .mp4,.avi,.flv | 30 天 | 70 |
+| 字体 | .woff,.woff2,.ttf | 30 天 | 70 |
+| 其他 | / | 1 天 | 60 |
+
+### 配置示例
+
+```
+类型: 目录
+路径: /static/images/
+过期时间: 30 天
+权重: 90
+
+类型: 文件后缀
+路径: jpg,png,gif,webp,svg
+过期时间: 7 天
+权重: 80
+
+类型: 文件后缀
+路径: css,js
+过期时间: 3 天
+权重: 80
+
+类型: 文件后缀
+路径: html,htm
+过期时间: 10 分钟
+权重: 90
+```
+
+### 忽略参数配置
+
+对于带参数的 URL，可以配置是否忽略参数：
+
+```yaml
+# 忽略所有参数（提高缓存命中率）
+保留参数: 关闭
+
+# 保留指定参数
+保留参数: 开启
+保留参数列表: version,lang
+```
+
+## 回源配置
+
+### 回源 HOST
+
+```yaml
+回源 HOST 类型:
+  - 加速域名: 使用 CDN 加速域名作为回源 HOST
+  - 源站域名: 使用源站域名作为回源 HOST
+  - 自定义域名: 自定义回源 HOST
+```
+
+### 回源协议
+
+```yaml
+回源协议:
+  - HTTP: 仅使用 HTTP 回源
+  - HTTPS: 仅使用 HTTPS 回源
+  - 协议跟随: 跟随用户请求协议
+```
+
+### 回源请求头
+
+添加自定义回源请求头：
+
+```
+X-Forwarded-For: $client_ip
+X-Real-IP: $client_ip
+X-CDN-Provider: Aliyun
+```
+
+## 访问控制
+
+### IP 黑白名单
+
+```yaml
+# IP 白名单（仅允许指定 IP 访问）
+类型: 白名单
+IP 列表:
+  - 192.168.1.0/24
+  - 10.0.0.1
+
+# IP 黑名单（禁止指定 IP 访问）
+类型: 黑名单
+IP 列表:
+  - 8.8.8.8
+  - 1.1.1.1
+```
+
+### Referer 防盗链
+
+```yaml
+防盗链类型: 白名单
+允许空 Referer: 否
+Referer 白名单:
+  - *.example.com
+  - example.com
+  - trusted-site.com
+```
+
+### URL 鉴权
+
+#### A 类型鉴权（推荐）
+
+```
+鉴权类型: A 类型
+主 KEY: your-primary-key
+备 KEY: your-backup-key
+有效时间: 1800 秒
+
+生成的 URL 格式:
+http://cdn.example.com/path/file.jpg?auth_key=timestamp-rand-uid-md5hash
+```
+
+#### 鉴权算法
+
+```python
+import hashlib
+import time
+import random
+
+def generate_auth_url(uri, key, expire_time=1800):
+    """
+    生成阿里云 CDN A 类型鉴权 URL
+    
+    :param uri: 资源路径，如 /path/file.jpg
+    :param key: 鉴权密钥
+    :param expire_time: 有效时间（秒）
+    :return: 完整的鉴权 URL
+    """
+    # 生成过期时间戳
+    timestamp = int(time.time()) + expire_time
+    
+    # 生成随机数
+    rand = random.randint(0, 100)
+    
+    # UID（可选，默认为 0）
+    uid = 0
+    
+    # 拼接字符串: uri-timestamp-rand-uid-key
+    sstring = f"{uri}-{timestamp}-{rand}-{uid}-{key}"
+    
+    # 计算 MD5
+    md5hash = hashlib.md5(sstring.encode()).hexdigest()
+    
+    # 生成鉴权参数
+    auth_key = f"{timestamp}-{rand}-{uid}-{md5hash}"
+    
+    # 返回完整 URL
+    return f"{uri}?auth_key={auth_key}"
+
+# 使用示例
+url = generate_auth_url("/video/sample.mp4", "your-secret-key")
+print(f"鉴权 URL: https://cdn.example.com{url}")
+```
+
+### User-Agent 黑白名单
+
+```yaml
+类型: 黑名单
+User-Agent:
+  - *bot*
+  - *spider*
+  - *crawler*
+```
+
+## 性能优化
+
+### 智能压缩
+
+开启 Gzip 压缩，减少传输数据量：
+
+```yaml
+智能压缩: 开启
+压缩文件类型:
+  - text/html
+  - text/css
+  - text/javascript
+  - application/javascript
+  - application/json
+  - application/xml
+```
+
+### 页面优化
+
+```yaml
+HTML 优化: 开启 # 删除注释、压缩空白
+CSS 优化: 开启 # 压缩 CSS 文件
+JavaScript 优化: 开启 # 压缩 JS 文件
+```
+
+### Brotli 压缩
+
+```yaml
+Brotli 压缩: 开启 # 比 Gzip 更高的压缩率
+```
+
+### Range 回源
+
+```yaml
+Range 回源: 开启 # 支持断点续传
+```
+
+## 刷新和预热
+
+### 刷新缓存
+
+#### URL 刷新
+
+```
+刷新类型: URL
+URL 列表:
+https://cdn.example.com/path/file.jpg
+https://cdn.example.com/path/file2.jpg
+
+说明: 每次最多 2000 个 URL，每天限额 2000 个
+```
+
+#### 目录刷新
+
+```
+刷新类型: 目录
+目录列表:
+https://cdn.example.com/images/
+https://cdn.example.com/css/
+
+说明: 每次最多 100 个目录，每天限额 100 个
+```
+
+### 预热内容
+
+```
+URL 列表:
+https://cdn.example.com/popular/video.mp4
+https://cdn.example.com/popular/image.jpg
+
+说明: 每次最多 500 个 URL，每天限额 500 个
+```
+
+### 使用 API 刷新
+
+```python
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+from aliyunsdkcore.client import AcsClient
+from aliyunsdkcore.request import CommonRequest
+
+def refresh_cdn_cache(urls):
+    """
+    刷新 CDN 缓存
+    
+    :param urls: URL 列表，用 \n 分隔
+    """
+    # 创建 AcsClient 实例
+    client = AcsClient(
+        'your-access-key-id',
+        'your-access-key-secret',
+        'cn-hangzhou'
+    )
+    
+    # 创建 request
+    request = CommonRequest()
+    request.set_accept_format('json')
+    request.set_domain('cdn.aliyuncs.com')
+    request.set_method('POST')
+    request.set_version('2018-05-10')
+    request.set_action_name('RefreshObjectCaches')
+    
+    # 设置参数
+    request.add_query_param('ObjectPath', urls)
+    request.add_query_param('ObjectType', 'File')
+    
+    # 发起请求
+    response = client.do_action_with_exception(request)
+    print(response)
+
+# 使用示例
+urls = """https://cdn.example.com/image1.jpg
+https://cdn.example.com/image2.jpg"""
+
+refresh_cdn_cache(urls)
+```
+
+## DNS 解析配置
+
+### 添加 CNAME 记录
+
+1. 在 CDN 控制台获取 CNAME 地址
+   - 格式：`xxx.xxx.com.w.kunlunsl.com`
+
+2. 在域名 DNS 服务商处添加 CNAME 记录
+
+#### 阿里云 DNS 配置示例
+
+```
+记录类型: CNAME
+主机记录: cdn
+记录值: xxx.xxx.com.w.kunlunsl.com
+解析线路: 默认
+TTL: 10 分钟
+```
+
+#### 验证 CNAME 配置
+
+```bash
+# Windows
+nslookup cdn.example.com
+
+# Linux / macOS
+dig cdn.example.com
+```
+
+## 监控与统计
+
+### 查看实时监控
+
+1. 进入 CDN 控制台 → 数据监控
+2. 查看指标：
+   - 带宽
+   - 流量
+   - 请求次数
+   - QPS
+   - 命中率
+   - 状态码分布
+
+### 访问日志
+
+#### 开启日志服务
+
+```yaml
+日志服务: 开启
+存储位置: OSS Bucket
+日志保存天数: 30 天
+```
+
+#### 下载日志
+
+1. 进入日志管理
+2. 选择时间范围
+3. 下载日志文件
+
+#### 日志格式
+
+```
+[时间] [客户端IP] [域名] [请求URI] [HTTP状态码] [响应大小] [Referer] [User-Agent] [命中情况]
+```
+
+### 使用日志分析
+
+```bash
+# 统计访问最多的 URL
+cat cdn.log | awk '{print $4}' | sort | uniq -c | sort -rn | head -20
+
+# 统计状态码分布
+cat cdn.log | awk '{print $5}' | sort | uniq -c
+
+# 统计缓存命中率
+cat cdn.log | grep "HIT" | wc -l
+cat cdn.log | wc -l
+```
+
+## 常见问题
+
+### 1. 缓存未生效
+
+**可能原因**：
+- 源站设置了 `Cache-Control: no-cache`
+- CDN 缓存规则未正确配置
+- 请求带有变化的参数
+
+**解决方案**：
+```yaml
+# 检查源站响应头
+Cache-Control: max-age=86400
+
+# 设置 CDN 缓存规则
+缓存时间: 1 天
+忽略参数: 开启
+```
+
+### 2. HTTPS 证书错误
+
+**解决方案**：
+1. 检查证书是否过期
+2. 确认证书链完整
+3. 验证私钥与证书匹配
+
+### 3. 回源失败
+
+**检查项**：
+- 源站是否正常
+- 安全组是否允许 CDN 回源 IP
+- 回源 HOST 是否正确
+- 源站端口是否开放
+
+### 4. 访问速度慢
+
+**优化方案**：
+1. 开启智能压缩
+2. 优化缓存规则
+3. 启用 HTTP/2
+4. 预热热门内容
+
+### 5. 流量异常
+
+**排查步骤**：
+1. 查看访问日志
+2. 检查 Referer
+3. 启用防盗链
+4. 设置 IP 黑名单
+
+## 成本优化
+
+### 1. 选择合适的计费方式
+
+```yaml
+# 流量波动大
+计费方式: 按流量
+
+# 流量稳定
+计费方式: 按带宽
+```
+
+### 2. 优化缓存策略
+
+```yaml
+# 提高缓存命中率
+静态资源缓存时间: 7-30 天
+忽略 URL 参数: 开启
+```
+
+### 3. 使用资源包
+
+- 购买流量包或带宽包
+- 享受更优惠的价格
+
+### 4. 清理无用域名
+
+定期检查并删除不再使用的加速域名
+
+## 最佳实践
+
+### 1. 源站优化
+
+```yaml
+# 启用 Gzip 压缩
+gzip on;
+gzip_types text/plain text/css application/json application/javascript;
+
+# 设置合理的 Cache-Control
+location ~* \.(jpg|jpeg|png|gif|ico|css|js)$ {
+    expires 7d;
+    add_header Cache-Control "public, immutable";
+}
+```
+
+### 2. 合理使用 CDN
+
+```
+✅ 适合 CDN 加速:
+- 静态资源（图片、CSS、JS）
+- 下载文件
+- 视频点播
+- 静态网页
+
+❌ 不适合 CDN 加速:
+- 实时性要求极高的内容
+- 频繁更新的动态内容
+- 需要实时鉴权的敏感内容
+```
+
+### 3. 安全配置
+
+```yaml
+# 启用 HTTPS
+HTTPS: 开启
+强制跳转: HTTPS → HTTPS
+
+# 防盗链
+Referer 防盗链: 开启
+URL 鉴权: 开启（重要资源）
+
+# 访问控制
+IP 黑名单: 配置恶意 IP
+User-Agent 黑名单: 阻止爬虫
+```
+
+### 4. 监控告警
+
+```yaml
+# 设置告警规则
+带宽阈值: 超过 100 Mbps 告警
+流量异常: 日流量增长超过 50% 告警
+状态码异常: 5xx 错误率超过 5% 告警
+```
+
+## 参考资源
+
+- [阿里云 CDN 官方文档](https://help.aliyun.com/product/27099.html)
+- [CDN 价格计算器](https://www.aliyun.com/price/product#/cdn/detail)
+- [CDN API 参考](https://help.aliyun.com/document_detail/91161.html)
+- [CDN 最佳实践](https://help.aliyun.com/document_detail/65077.html)
+- [CDN 性能优化指南](https://help.aliyun.com/document_detail/27136.html)
diff --git a/beisi_rag/data/docs/tutorial/devops/caddy.md b/beisi_rag/data/docs/tutorial/devops/caddy.md
new file mode 100644
index 00000000..40c34009
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/caddy.md
@@ -0,0 +1,9 @@
+---
+sidebar_label: "Caddy"
+sidebar_position: 2
+slug: caddy
+---
+
+# Caddy 教程
+
+- [Caddy 入门教程](https://www.bilibili.com/video/BV1Yq1DYSEHY)
diff --git a/beisi_rag/data/docs/tutorial/devops/docker.md b/beisi_rag/data/docs/tutorial/devops/docker.md
new file mode 100644
index 00000000..e2f74ec4
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/docker.md
@@ -0,0 +1,25 @@
+---
+sidebar_label: "Docker"
+sidebar_position: 3
+slug: docker
+---
+
+# Docker 教程
+
+## 搭建私人 docker 镜像源教程
+
+[搭建私人 docker 镜像源教程](https://www.bilibili.com/video/BV1eYZQYsEpi/)
+
+## 如何使用 Docker
+
+## 可能遇到的问题
+
+1. docker desktop 启动报错：Docker Desktop - Virtual Machine Platform not enabled
+   解决：
+   1. Windows 服务打开 hyper V
+   2. 打开虚拟机平台  
+      ![alt text](../../../src/image/t_image20.png)
+
+## 公司项目架构图
+
+## 使用 Portainer 管理 Docker
diff --git a/beisi_rag/data/docs/tutorial/devops/github-actions.md b/beisi_rag/data/docs/tutorial/devops/github-actions.md
new file mode 100644
index 00000000..8114599c
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/github-actions.md
@@ -0,0 +1,660 @@
+---
+sidebar_label: "GitHub Actions"
+sidebar_position: 5
+slug: github-actions
+---
+
+# GitHub Actions
+
+GitHub Actions 是 GitHub 提供的持续集成和持续部署(CI/CD)平台,允许你自动化构建、测试和部署流程。
+
+## 基础概念
+
+### 核心组件
+
+- **Workflow(工作流)**: 自动化流程,由一个或多个 job 组成
+- **Job(作业)**: 工作流中的一组步骤,在同一个 runner 上执行
+- **Step(步骤)**: job 中的单个任务,可以运行命令或 action
+- **Action(动作)**: 可重用的最小代码单元
+- **Runner(运行器)**: 执行工作流的服务器
+
+### 工作流文件位置
+
+```
+.github/
+  workflows/
+    ci.yml
+    deploy.yml
+```
+
+## 基础示例
+
+### Hello World 工作流
+
+```yaml
+name: Hello World
+
+on: [push]
+
+jobs:
+  hello:
+    runs-on: ubuntu-latest
+    steps:
+      - name: 打印问候语
+        run: echo "Hello, World!"
+```
+
+### Node.js CI/CD
+
+```yaml
+name: Node.js CI
+
+on:
+  push:
+    branches: [main, develop]
+  pull_request:
+    branches: [main]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    strategy:
+      matrix:
+        node-version: [16.x, 18.x, 20.x]
+
+    steps:
+      - name: 检出代码
+        uses: actions/checkout@v4
+
+      - name: 设置 Node.js ${{ matrix.node-version }}
+        uses: actions/setup-node@v4
+        with:
+          node-version: ${{ matrix.node-version }}
+          cache: "npm"
+
+      - name: 安装依赖
+        run: npm ci
+
+      - name: 运行测试
+        run: npm test
+
+      - name: 构建项目
+        run: npm run build
+```
+
+## 触发事件
+
+### 常用触发器
+
+```yaml
+# 推送触发
+on:
+  push:
+    branches:
+      - main
+      - 'release/**'
+    paths:
+      - 'src/**'
+      - '!src/test/**'
+
+# Pull Request 触发
+on:
+  pull_request:
+    types: [opened, synchronize, reopened]
+
+# 定时触发
+on:
+  schedule:
+    - cron: '0 0 * * *'  # 每天 UTC 时间 0:00
+
+# 手动触发
+on:
+  workflow_dispatch:
+    inputs:
+      environment:
+        description: '部署环境'
+        required: true
+        default: 'staging'
+        type: choice
+        options:
+          - staging
+          - production
+
+# 多个事件
+on: [push, pull_request, workflow_dispatch]
+```
+
+## 实用示例
+
+### 自动部署到服务器
+
+```yaml
+name: Deploy to Server
+
+on:
+  push:
+    branches: [main]
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - name: 检出代码
+        uses: actions/checkout@v4
+
+      - name: 部署到服务器
+        uses: appleboy/ssh-action@master
+        with:
+          host: ${{ secrets.SERVER_HOST }}
+          username: ${{ secrets.SERVER_USER }}
+          key: ${{ secrets.SSH_PRIVATE_KEY }}
+          script: |
+            cd /var/www/myapp
+            git pull origin main
+            npm install
+            npm run build
+            pm2 restart myapp
+```
+
+### Docker 构建和推送
+
+```yaml
+name: Docker Build and Push
+
+on:
+  push:
+    tags:
+      - "v*"
+
+jobs:
+  docker:
+    runs-on: ubuntu-latest
+    steps:
+      - name: 检出代码
+        uses: actions/checkout@v4
+
+      - name: 设置 Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: 登录 Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: 提取元数据
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: myusername/myapp
+          tags: |
+            type=semver,pattern={{version}}
+            type=semver,pattern={{major}}.{{minor}}
+
+      - name: 构建并推送
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=registry,ref=myusername/myapp:buildcache
+          cache-to: type=registry,ref=myusername/myapp:buildcache,mode=max
+```
+
+### 自动发布
+
+```yaml
+name: Release
+
+on:
+  push:
+    tags:
+      - "v*"
+
+jobs:
+  release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: 检出代码
+        uses: actions/checkout@v4
+
+      - name: 设置 Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20.x"
+          registry-url: "https://registry.npmjs.org"
+
+      - name: 安装依赖
+        run: npm ci
+
+      - name: 构建
+        run: npm run build
+
+      - name: 创建 GitHub Release
+        uses: actions/create-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag_name: ${{ github.ref }}
+          release_name: Release ${{ github.ref }}
+          draft: false
+          prerelease: false
+
+      - name: 发布到 NPM
+        run: npm publish
+        env:
+          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
+```
+
+### 代码质量检查
+
+```yaml
+name: Code Quality
+
+on: [push, pull_request]
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: 设置 Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20.x"
+          cache: "npm"
+
+      - name: 安装依赖
+        run: npm ci
+
+      - name: ESLint 检查
+        run: npm run lint
+
+      - name: Prettier 格式检查
+        run: npm run format:check
+
+      - name: TypeScript 类型检查
+        run: npm run type-check
+
+  test:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: 设置 Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: "20.x"
+          cache: "npm"
+
+      - name: 安装依赖
+        run: npm ci
+
+      - name: 运行测试
+        run: npm test -- --coverage
+
+      - name: 上传覆盖率报告
+        uses: codecov/codecov-action@v3
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+```
+
+### 多环境部署
+
+```yaml
+name: Multi-Environment Deploy
+
+on:
+  push:
+    branches:
+      - develop
+      - staging
+      - main
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    environment:
+      name: ${{ github.ref == 'refs/heads/main' && 'production' || github.ref == 'refs/heads/staging' && 'staging' || 'development' }}
+    steps:
+      - name: 检出代码
+        uses: actions/checkout@v4
+
+      - name: 设置环境变量
+        run: |
+          if [ "${{ github.ref }}" == "refs/heads/main" ]; then
+            echo "ENV=production" >> $GITHUB_ENV
+            echo "SERVER_URL=${{ secrets.PROD_SERVER_URL }}" >> $GITHUB_ENV
+          elif [ "${{ github.ref }}" == "refs/heads/staging" ]; then
+            echo "ENV=staging" >> $GITHUB_ENV
+            echo "SERVER_URL=${{ secrets.STAGING_SERVER_URL }}" >> $GITHUB_ENV
+          else
+            echo "ENV=development" >> $GITHUB_ENV
+            echo "SERVER_URL=${{ secrets.DEV_SERVER_URL }}" >> $GITHUB_ENV
+          fi
+
+      - name: 部署到 ${{ env.ENV }}
+        run: |
+          echo "部署到 ${{ env.ENV }} 环境"
+          echo "服务器地址: ${{ env.SERVER_URL }}"
+```
+
+## Secrets 管理
+
+### 设置 Secrets
+
+1. 进入仓库 Settings
+2. 选择 Secrets and variables → Actions
+3. 点击 New repository secret
+4. 添加名称和值
+
+### 使用 Secrets
+
+```yaml
+steps:
+  - name: 使用密钥
+    env:
+      API_KEY: ${{ secrets.API_KEY }}
+      DATABASE_URL: ${{ secrets.DATABASE_URL }}
+    run: |
+      echo "API Key 已设置"
+      # 密钥不会在日志中显示
+```
+
+## 环境变量
+
+### 定义环境变量
+
+```yaml
+# 工作流级别
+env:
+  NODE_VERSION: "20.x"
+  BUILD_ENV: production
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    # Job 级别
+    env:
+      DATABASE_URL: ${{ secrets.DATABASE_URL }}
+    steps:
+      # Step 级别
+      - name: 构建
+        env:
+          API_URL: https://api.example.com
+        run: npm run build
+```
+
+### 默认环境变量
+
+```yaml
+steps:
+  - name: 打印环境信息
+    run: |
+      echo "仓库: ${{ github.repository }}"
+      echo "分支: ${{ github.ref }}"
+      echo "提交: ${{ github.sha }}"
+      echo "触发事件: ${{ github.event_name }}"
+      echo "运行器: ${{ runner.os }}"
+```
+
+## 缓存
+
+### 缓存依赖
+
+```yaml
+steps:
+  - uses: actions/checkout@v4
+
+  - name: 缓存 node_modules
+    uses: actions/cache@v3
+    with:
+      path: ~/.npm
+      key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
+      restore-keys: |
+        ${{ runner.os }}-node-
+
+  - name: 安装依赖
+    run: npm ci
+```
+
+### 缓存构建产物
+
+```yaml
+steps:
+  - name: 缓存构建
+    uses: actions/cache@v3
+    with:
+      path: |
+        build
+        dist
+        .next/cache
+      key: ${{ runner.os }}-build-${{ github.sha }}
+      restore-keys: |
+        ${{ runner.os }}-build-
+```
+
+## 矩阵构建
+
+### 多版本测试
+
+```yaml
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [ubuntu-latest, windows-latest, macos-latest]
+        node-version: [16, 18, 20]
+        exclude:
+          - os: macos-latest
+            node-version: 16
+    steps:
+      - uses: actions/checkout@v4
+      - name: 设置 Node.js ${{ matrix.node-version }}
+        uses: actions/setup-node@v4
+        with:
+          node-version: ${{ matrix.node-version }}
+      - run: npm ci
+      - run: npm test
+```
+
+## 条件执行
+
+### 使用 if 条件
+
+```yaml
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - name: 仅在 main 分支执行
+        if: github.ref == 'refs/heads/main'
+        run: echo "部署到生产环境"
+
+      - name: 仅在 PR 时执行
+        if: github.event_name == 'pull_request'
+        run: echo "这是 Pull Request"
+
+      - name: 成功时执行
+        if: success()
+        run: echo "前面的步骤都成功了"
+
+      - name: 失败时执行
+        if: failure()
+        run: echo "有步骤失败了"
+
+      - name: 总是执行
+        if: always()
+        run: echo "无论如何都会执行"
+```
+
+## 复用工作流
+
+### 创建可复用工作流
+
+```yaml
+# .github/workflows/reusable-deploy.yml
+name: Reusable Deploy
+
+on:
+  workflow_call:
+    inputs:
+      environment:
+        required: true
+        type: string
+      node-version:
+        required: false
+        type: string
+        default: "20.x"
+    secrets:
+      deploy-token:
+        required: true
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    environment: ${{ inputs.environment }}
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-node@v4
+        with:
+          node-version: ${{ inputs.node-version }}
+      - run: npm ci
+      - run: npm run build
+      - name: 部署
+        env:
+          TOKEN: ${{ secrets.deploy-token }}
+        run: npm run deploy
+```
+
+### 调用可复用工作流
+
+```yaml
+# .github/workflows/main.yml
+name: Main Workflow
+
+on: [push]
+
+jobs:
+  deploy-staging:
+    uses: ./.github/workflows/reusable-deploy.yml
+    with:
+      environment: staging
+      node-version: "20.x"
+    secrets:
+      deploy-token: ${{ secrets.STAGING_TOKEN }}
+
+  deploy-production:
+    uses: ./.github/workflows/reusable-deploy.yml
+    with:
+      environment: production
+    secrets:
+      deploy-token: ${{ secrets.PROD_TOKEN }}
+```
+
+## 最佳实践
+
+### 1. 合理使用缓存
+
+```yaml
+- name: 缓存依赖
+  uses: actions/cache@v3
+  with:
+    path: ~/.npm
+    key: ${{ runner.os }}-npm-${{ hashFiles('**/package-lock.json') }}
+```
+
+### 2. 使用依赖锁定
+
+```yaml
+# 使用 npm ci 而不是 npm install
+- run: npm ci
+```
+
+### 3. 合理设置超时
+
+```yaml
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30 # 防止作业无限运行
+```
+
+### 4. 使用并发控制
+
+```yaml
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true # 取消进行中的旧运行
+```
+
+### 5. 保护敏感信息
+
+```yaml
+# ❌ 错误
+- run: echo "API_KEY=${{ secrets.API_KEY }}"
+
+# ✅ 正确
+- run: echo "API_KEY=***"
+  env:
+    API_KEY: ${{ secrets.API_KEY }}
+```
+
+## 调试技巧
+
+### 启用调试日志
+
+在仓库设置中添加 secrets:
+
+- `ACTIONS_STEP_DEBUG`: `true`
+- `ACTIONS_RUNNER_DEBUG`: `true`
+
+### 使用 tmate 调试
+
+```yaml
+- name: 调试会话
+  if: failure()
+  uses: mxschmitt/action-tmate@v3
+  timeout-minutes: 30
+```
+
+### 打印上下文信息
+
+```yaml
+- name: 打印上下文
+  run: |
+    echo "GitHub Context:"
+    echo '${{ toJSON(github) }}'
+    echo "Runner Context:"
+    echo '${{ toJSON(runner) }}'
+```
+
+## 常用 Actions
+
+### 官方 Actions
+
+- `actions/checkout@v4` - 检出代码
+- `actions/setup-node@v4` - 设置 Node.js
+- `actions/setup-python@v4` - 设置 Python
+- `actions/setup-go@v4` - 设置 Go
+- `actions/cache@v3` - 缓存依赖
+- `actions/upload-artifact@v3` - 上传构建产物
+- `actions/download-artifact@v3` - 下载构建产物
+
+### 社区 Actions
+
+- `docker/build-push-action@v5` - Docker 构建和推送
+- `codecov/codecov-action@v3` - 代码覆盖率
+- `peter-evans/create-pull-request@v5` - 创建 PR
+- `peaceiris/actions-gh-pages@v3` - 部署到 GitHub Pages
+
+## 参考资源
+
+- [GitHub Actions 官方文档](https://docs.github.com/cn/actions)
+- [Actions Marketplace](https://github.com/marketplace?type=actions)
+- [Awesome Actions](https://github.com/sdras/awesome-actions)
+- [GitHub Actions 示例](https://github.com/actions/starter-workflows)
diff --git a/beisi_rag/data/docs/tutorial/devops/kubernetes.md b/beisi_rag/data/docs/tutorial/devops/kubernetes.md
new file mode 100644
index 00000000..eedf2bf5
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/devops/kubernetes.md
@@ -0,0 +1,7 @@
+---
+sidebar_label: "Kubernetes"
+sidebar_position: 4
+slug: kubernetes
+---
+
+# Kubernetes
diff --git "a/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md" "b/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md"
new file mode 100644
index 00000000..bb933b90
--- /dev/null
+++ "b/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md"
@@ -0,0 +1,207 @@
+---
+sidebar_label: "云服务器"
+sidebar_position: 1
+slug: cloud-server
+---
+
+# 云服务器教程
+
+## 服务器安装 Docker 教程链接
+
+详细教程链接：https://cloud.tencent.com/document/product/213/46000#1H-kXbk9zoqvzYMVPVsBO
+
+## 服务器安装 Git 教程
+
+1. VS Code ssh 连接远程服务器
+2. 打开终端（快捷键：Ctrl + `）
+3. 运行下面的命令
+
+```
+sudo apt-get update
+sudo apt-get install git
+```
+
+## 服务器安装 Docker 教程（适用 Ubuntu 操作系统）
+
+1. 执行以下命令，添加 Docker 软件源。
+   ```
+   sudo apt-get update
+   sudo apt-get install ca-certificates curl -y
+   sudo install -m 0755 -d /etc/apt/keyrings
+   sudo curl -fsSL https://mirrors.cloud.tencent.com/docker-ce/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
+   sudo chmod a+r /etc/apt/keyrings/docker.asc
+   echo   "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://mirrors.cloud.tencent.com/docker-ce/linux/ubuntu/ \
+   $(. /etc/os-release && echo "$VERSION_CODENAME") stable" |   sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
+   sudo apt-get update
+   ```
+2. 执行以下命令，安装 Docker。
+   ```
+   sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
+   ```
+3. 执行以下命令，运行 Docker。
+   ```
+   sudo systemctl start docker
+   ```
+4. 执行以下命令，检查安装结果。
+   ```
+   sudo docker info
+   ```
+5. 返回如下信息，即表示安装成功。  
+   ![安装成功](../../../src/image/t_image19.png)
+
+## 云服务器配置 GitHub SSH 教程
+
+1. 生成 RSA 密钥
+   在终端中运行以下命令：
+   ```bash
+   ssh-keygen -t rsa
+   ```
+2. 获取 RSA 公钥内容
+   ```bash
+   cat ~/.ssh/id_rsa.pub
+   ```
+3. 将公钥配置到 GitHub 上
+   1. 登录 GitHub
+   2. 点击右上角的头像，选择 Settings
+   3. 在左侧菜单中选择 SSH and GPG keys
+   4. 点击 New SSH key
+   5. 输入 Title 和 Key (粘贴公钥内容)
+   6. 点击 Add SSH key
+4. 测试 SSH 连接
+   在终端中运行以下命令：
+   ```bash
+   ssh -T git@github.com
+   ```
+
+## 云服务器部署仓库教程
+
+1.  fork 仓库并修改相关配置
+    1.  fork 仓库
+    2.  修改仓库名称为你的项目名称（可选）
+    3.  复制打包的文件放到 web 目录下
+    4.  修改 yourdomain.com 为你的域名
+        1.  在 Caddyfile 中修改 yourdomain.com 为你的域名
+        2.  在 docker-compose.yml 中修改 yourdomain.com 为你的域名
+    5.  配置 Caddyfile 中的路由规则
+        1.  把 Caddyfile 中的 path/ 改为你的 URL 路径
+2.  登录云服务器
+    1.  VS Code 下载插件 Remote - SSH
+    2.  ssh 连接服务器（请参考 VS Code 教程）
+    3.  安装 docker（请参考 Docker 教程）
+    4.  配置 docker 镜像加速（请参考本文档“可能遇到的问题”第二点）
+    5.  安装 git（请参考 VS Code 教程）
+3.  拉取远程仓库
+
+    1. git 连接远程仓库
+
+       1. 在服务器生成 SSH 秘钥
+          - 单个仓库使用默认密钥:  
+            `ssh-keygen -t ed25519 -C "your_email@example.com"`
+          - 多个仓库需要为每个仓库生成独立密钥:  
+            `ssh-keygen -t ed25519 -C "your_email@example.com" -f ~/.ssh/id_ed25519_repo1`  
+            `ssh-keygen -t ed25519 -C "your_email@example.com" -f ~/.ssh/id_ed25519_repo2`  
+            (直接按 3 次 Enter 使用默认设置)
+       2. 查看并复制公钥
+          - 默认公钥: `cat ~/.ssh/id_ed25519.pub`
+          - 特定仓库公钥: `cat ~/.ssh/id_ed25519_repo1.pub`
+            复制输出的全部内容
+       3. 在 GitHub 中为每个仓库添加 Deploy keys
+          1. 登录 GitHub
+          2. 进入仓库，选择 Settings
+          3. 点击 Deploy keys
+          4. 点击 Add deploy key
+          5. 输入 Title 和 Key (使用对应仓库的公钥)
+          6. 点击 Add key
+       4. 配置 SSH 以使用不同的密钥访问不同仓库
+
+          1. 创建或编辑 SSH 配置文件: `nano ~/.ssh/config`
+          2. 添加如下配置:
+
+             ```
+             # 默认 GitHub 配置
+             Host github.com
+                 HostName github.com
+                 User git
+                 IdentityFile ~/.ssh/id_ed25519
+
+             # 第一个仓库的配置
+             Host github-repo1 # 自定义别名（用于git命令:例如：git@github.com-beisi-tech-main，或者git clone git@github.com-beisi-tech-website:beisi-tech/beisi-tech-website.git）
+                 HostName github.com
+                 User git
+                 IdentityFile ~/.ssh/id_ed25519_repo1
+
+             # 第二个仓库的配置
+             Host github-repo2
+                 HostName github.com
+                 User git
+                 IdentityFile ~/.ssh/id_ed25519_repo2
+             ```
+
+          3. 保存并退出 (Ctrl+O, Enter, Ctrl+X)
+
+       5. 测试各个仓库的连接
+          - 测试默认连接: `ssh -T git@github.com`
+          - 测试特定仓库: `ssh -T git@github.com-repo1`
+            输入 yes 回车
+            看到`Hi yourusername! You've successfully authenticated`表示成功
+
+    2. git clone 远程仓库
+       - 使用默认密钥: `git clone git@github.com:yourusername/yourrepo.git`
+       - 使用特定仓库密钥: `git clone git@github.com-repo1:yourusername/repo1.git`
+
+4.  运行 docker 脚本
+    1.  从终端 cd 到仓库目录
+    2.  构建镜像并运行 `sudo docker-compose up -d`
+5.  访问 URL 地址
+    1.  打开浏览器
+    2.  输入正确的 URL `https://yourdomain.com/path/`
+    3.  应该可以看到你的网页了
+
+## 可能遇到的问题
+
+1.  端口冲突  
+    报错：failed to bind host port for 0.0.0.0:80:172.18.0.2:80/tcp: address already in use
+    1.  查看端口占用情况 `sudo lsof -i :80`
+    2.  如果看到类似这样的输出：
+        ```
+        nginx    1234    root    6u  IPv4  12345      0t0  TCP *:80 (LISTEN)
+        ```
+    3.  关闭端口 `sudo systemctl stop nginx`
+    4.  重新运行 docker 脚本
+2.  配置镜像加速错误
+    1.  检查配置文件是否正确 `sudo cat /etc/docker/daemon.json`
+        应该显示类似：
+        ```
+        {
+            "registry-mirrors": [
+            "https://mirror.ccs.tencentyun.com"
+          ]
+        }
+        ```
+    2.  如果配置不正确，需要创建或者修改配置文件
+        1. 删除配置文件 `sudo rm /etc/docker/daemon.json`
+        2. 创建新的配置文件 `sudo nano /etc/docker/daemon.json`
+        3. 输入配置内容
+           ```
+           {
+               "registry-mirrors": [
+               "https://mirror.beisi.tech/"
+             ]
+           }
+           ```
+        4. 保存并退出 `:wq`
+        5. 检查配置文件是否正确 `sudo docker info | grep -A 5 Mirrors`
+           应该显示类似：
+           ```
+           Registry Mirrors:
+           https://mirror.ccs.tencentyun.com/
+           Live Restore Enabled: false
+           ```
+        6. 重新加载配置 `sudo systemctl daemon-reload`
+        7. 重启 docker `sudo systemctl restart docker`
+    3.  重新运行 docker 脚本
+3.  远程仓库更新了如何重启 docker？
+    1.  cd 到仓库目录
+    2.  git pull 更新代码
+    3.  sudo docker-compose down 停止容器
+    4.  sudo docker-compose up -d 启动容器
diff --git a/beisi_rag/data/docs/tutorial/frontend/_category_.json b/beisi_rag/data/docs/tutorial/frontend/_category_.json
new file mode 100644
index 00000000..6b2d262e
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "前端",
+  "position": 3
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json b/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json
new file mode 100644
index 00000000..c4f7d322
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "Mobile",
+  "position": 2
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md b/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md
new file mode 100644
index 00000000..dc036d0a
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md
@@ -0,0 +1,111 @@
+---
+sidebar_label: "Flutter"
+sidebar_position: 1
+slug: flutter
+---
+
+# Flutter 学习教程
+
+Flutter 是一个由 Google 开发的开源 UI 框架，用于构建高性能、跨平台的移动、Web 和桌面应用程序。以下是系统学习 Flutter 的资源和建议，涵盖从入门到进阶的内容。
+
+## 学习路径建议
+
+### 1. 掌握 Dart 语言
+
+Flutter 使用 Dart 作为其编程语言，因此在学习 Flutter 之前，建议先熟悉 Dart 的基本语法和特性。Dart 是一门简单易学的语言，适合初学者。
+
+### 2. 了解 Flutter 基础
+
+学习 Flutter 的核心概念，如 Widget、State 管理、导航、动画等。可以通过官方文档和视频教程快速上手。
+
+### 3. 实践项目
+
+通过构建小型项目（如 Todo 应用、天气应用）来巩固知识，熟悉 Flutter 的开发流程。
+
+### 4. 深入高级主题
+
+学习状态管理（如 Provider、Riverpod、Bloc）、网络请求、数据库操作、性能优化等。
+
+## 官方文档
+
+官方文档是学习 Flutter 的核心资源，内容全面且更新及时：
+
+- [Flutter 中文文档](https://flutter.cn/)：提供 Flutter 的中文教程、API 参考和示例代码，适合快速查找和学习。
+
+- [Flutter 社区 (Pub.dev)](https://pub.dev/)：Flutter 的官方包管理平台，包含丰富的插件和库，开发者可以找到各种功能的包（如网络请求、数据库、UI 组件等）。
+
+- [Flutter 官方教程](https://flutter.dev/docs)：英文版官方文档，包含入门教程、Cookbook（实用代码片段）、Widget 目录等，适合查阅最新特性。
+
+- [Dart 官方文档](https://dart.dev/guides)：详细介绍 Dart 语言的特性、语法和最佳实践，适合深入学习 Dart。
+
+## 其他优质学习资源
+
+### 项目实战
+
+- **Flutter Awesome**：汇集了大量 Flutter 开源项目和 UI 模板，适合通过模仿学习。
+
+- **Flutter Example Apps**：Flutter 官方提供的示例项目，涵盖各种常见应用场景。
+
+- **构建一个 Todo 应用**：推荐初学者从简单的 Todo 应用开始，学习 Flutter 的布局、状态管理和数据持久化。
+
+## 推荐工具和插件
+
+### IDE
+
+- **Visual Studio Code**：推荐安装 Flutter 和 Dart 插件，支持代码补全、调试和热重载。
+- **Android Studio**：提供强大的 Flutter 开发支持，适合 Android 开发者。
+
+### 常用插件 (Pub.dev)
+
+- **http**：用于网络请求。
+- **provider**：轻量级状态管理库。
+- **get_it**：依赖注入库。
+- **sqflite**：本地 SQLite 数据库支持。
+- **flutter_spinkit**：提供多种加载动画。
+
+### 调试工具
+
+- **DevTools**：Flutter 官方调试工具，支持性能分析、Widget 树查看等。
+- **Flipper**：用于调试 Flutter 应用的跨平台工具。
+
+## 社区和交流
+
+- [Flutter 社区中文网](https://flutter.cn/community)：提供中文社区支持，包含博客、活动和开发者交流。
+
+- [Flutter Subreddit](https://www.reddit.com/r/FlutterDev/)：活跃的英文社区，适合讨论问题和获取灵感。
+
+- [Stack Overflow](https://stackoverflow.com/questions/tagged/flutter)：遇到问题时，可以搜索或提问，社区活跃度高。
+
+- **Flutter Meetups**：参加本地的 Flutter 开发者聚会，结识志同道合的开发者。
+
+## 进阶学习建议
+
+### 状态管理
+
+学习主流的状态管理方案：
+
+- **Provider**：简单易用，适合中小型项目。
+- **Riverpod**：Provider 的升级版，支持类型安全。
+- **Bloc**：适合复杂项目，提供强大的状态管理能力。
+
+### 性能优化
+
+- 学习如何减少 Widget 重建。
+- 使用 const 构造函数优化性能。
+- 分析应用性能瓶颈（使用 DevTools）。
+
+### 跨平台开发
+
+- 探索 Flutter 的 Web 和桌面应用开发。
+- 学习平台特定的代码（如 Android/iOS 原生集成）。
+
+### 测试
+
+- 学习单元测试、Widget 测试和集成测试。
+- 使用 flutter_test 包进行测试开发。
+
+## 实战技巧
+
+### Flutter 换源
+
+### 使用模拟器进行调试
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md b/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md
new file mode 100644
index 00000000..03cdf6e8
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md
@@ -0,0 +1,125 @@
+---
+sidebar_label: "Uniapp"
+sidebar_position: 3
+title: UniApp 教程
+slug: uniapp
+---
+
+# UniApp 打包操作指南
+
+## 一、H5 打包流程
+
+### 1. 配置服务器地址
+
+1. **进入项目目录**：  
+   打开 `src/config` 文件夹。
+
+2. **修改服务器地址**：  
+   编辑 `config.js` 文件，将服务器地址配置为实际的 URL ![配置H5服务器URL](../../../../src/image/t_image25.png)。  
+   ![配置H5Web发行](../../../../src/image/t_image26.png)
+
+3. **配置 WEB 发行**：  
+   ![Web发行域名配置界面](../../../../src/image/t_image27.png)
+
+### 2. 执行打包操作
+
+1. **完成配置后执行打包命令**：  
+   点击确认即可打包，然后看终端输入打包目录
+
+2. **生成核心文件**：  
+   打包完成后会生成以下三个核心文件：
+   - `index.html`
+   - `static/`（静态资源目录）
+   - `asserts/`  
+     ![打包生成文件](../../../../src/image/t_image28.png)
+
+## 二、APK 打包流程
+
+### 1. 打包 APK
+
+1. **点击发行的 AP 打包**：  
+   在打包界面选择 **自有证书**。
+
+2. **配置证书信息**：
+
+   - **Key 文件路径**：`golden-storce/前端/sck.keystore`
+   - **证书密码**：`123123`
+   - **私钥密码**：`123123`
+   - **别名**：`hsck`
+
+3. **点击打包**：  
+   完成配置后点击打包按钮，生成 APK 文件。  
+   打包完成后会生成一个 APK 文件。  
+   ![打包生成文件](../../../../src/image/t_image29.png)
+
+### 2. 修改版本号
+
+如果需要修改版本号，请在前端目录下的 `manifest.json` 文件中进行修改。  
+找到对应字段并更新版本号：
+
+![打包生成文件](../../../../src/image/t_image30.png)
+
+### 3.插件市场安装 scss 插件
+
+## 三、导入一个 UI 框架
+
+### 1.插件市场安装 scss 插件
+
+https://ext.dcloud.net.cn/plugin?id=2046
+
+### 2.复制 UI 库到项目
+
+https://ext.dcloud.net.cn/plugin?name=uview-plus
+
+### 3.main.js
+
+以下是在项目中配置 uview-plus 的代码：
+
+```js
+// import uviewPlus from '@/uni_modules/uview-plus'
+// Vue.use(uviewPlus)
+```
+
+请将上述代码添加到你的 Vue 项目中。
+
+### 4.App.vue
+
+将<code>&lt;style&gt;&lt;/style&gt;</code>替换为
+
+&lt;style lang="scss"&gt;
+@import "@/uni_modules/uview-plus/index.scss";
+&lt;/style&gt;
+
+### 5.uni.scss
+
+最前面加入
+@import '@/uni_modules/uview-plus/theme.scss';
+
+### 6.manifest.json
+
+在“map-weixin”和 "map-toutiao"中加入
+"mergeVirtualHostAttributes" : true
+
+### 7.安装依赖库
+
+npm i dayjs
+npm i clipboard
+
+### 8. pages.json
+
+在 pages 同级配置 easycom：
+
+在 `pages.json` 中与 pages 同级配置 `easycom`：
+
+```json
+{
+  "easycom": {
+    "autoscan": true,
+    "custom": {
+      "^u--(.*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue",
+      "up-(.*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue",
+      "u-([^-].*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue"
+    }
+  }
+}
+```
diff --git "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md" "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md"
new file mode 100644
index 00000000..c3e8ae1d
--- /dev/null
+++ "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md"
@@ -0,0 +1,5 @@
+---
+sidebar_label: "小程序"
+sidebar_position: 4
+slug: mini-program
+---
diff --git "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md" "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md"
new file mode 100644
index 00000000..6b02951a
--- /dev/null
+++ "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md"
@@ -0,0 +1,11 @@
+---
+sidebar_label: "微信开发相关"
+sidebar_position: 5
+slug: wechat-dev
+---
+
+# 微信开发相关教程
+
+## 获取安装包签名填写到微信开放平台
+
+[获取包签名软件](../../../../src/apk/Gen_Signature_Android.apk)
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/_category_.json b/beisi_rag/data/docs/tutorial/frontend/web/_category_.json
new file mode 100644
index 00000000..f61518e7
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/web/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "Web",
+  "position": 1
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/next.js.md b/beisi_rag/data/docs/tutorial/frontend/web/next.js.md
new file mode 100644
index 00000000..42579b61
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/web/next.js.md
@@ -0,0 +1,521 @@
+---
+sidebar_label: "Next.js"
+sidebar_position: 4
+slug: nextjs
+---
+
+# Next.js 教程
+
+Next.js 是一个基于 React 的生产级框架，提供了服务端渲染、静态站点生成、API 路由等功能。它让 React 应用开发更加简单和高效。
+
+## 什么是 Next.js？
+
+Next.js 是 Vercel 开发的 React 框架，提供了许多开箱即用的功能，包括：
+
+- **服务端渲染 (SSR)**：在服务器上渲染 React 组件
+- **静态站点生成 (SSG)**：构建时生成静态页面
+- **API 路由**：在同一个项目中创建 API 端点
+- **自动代码分割**：优化页面加载性能
+- **内置 CSS 支持**：支持 CSS Modules、Sass 等
+
+## 快速开始
+
+### 环境要求
+
+- Node.js 14.6 或更高版本
+- npm、yarn 或 pnpm
+
+### 创建 Next.js 应用
+
+```bash
+npx create-next-app@latest my-app
+cd my-app
+npm run dev
+```
+
+### 手动安装
+
+```bash
+npm install next react react-dom
+```
+
+## 项目结构
+
+```
+my-app/
+├── pages/                 # 页面目录
+│   ├── api/              # API 路由
+│   ├── _app.js           # 应用配置
+│   └── index.js          # 首页
+├── public/               # 静态资源
+├── styles/               # 样式文件
+├── components/           # 组件
+└── package.json
+```
+
+## 页面和路由
+
+### 基本页面
+
+```jsx
+// pages/index.js
+export default function Home() {
+  return (
+    <div>
+      <h1>首页</h1>
+      <p>欢迎来到 Next.js!</p>
+    </div>
+  );
+}
+```
+
+### 动态路由
+
+```jsx
+// pages/posts/[id].js
+import { useRouter } from "next/router";
+
+export default function Post() {
+  const router = useRouter();
+  const { id } = router.query;
+
+  return <p>文章 ID: {id}</p>;
+}
+```
+
+### 嵌套路由
+
+```jsx
+// pages/blog/index.js
+export default function Blog() {
+  return <h1>博客首页</h1>
+}
+
+// pages/blog/[slug].js
+export default function BlogPost() {
+  const router = useRouter()
+  const { slug } = router.query
+
+  return <h1>博客文章: {slug}</h1>
+}
+```
+
+## 数据获取
+
+### getStaticProps (SSG)
+
+```jsx
+// pages/posts.js
+export default function Posts({ posts }) {
+  return (
+    <ul>
+      {posts.map((post) => (
+        <li key={post.id}>{post.title}</li>
+      ))}
+    </ul>
+  );
+}
+
+export async function getStaticProps() {
+  const res = await fetch("https://api.example.com/posts");
+  const posts = await res.json();
+
+  return {
+    props: {
+      posts,
+    },
+  };
+}
+```
+
+### getServerSideProps (SSR)
+
+```jsx
+// pages/user/[id].js
+export default function User({ user }) {
+  return <h1>{user.name}</h1>;
+}
+
+export async function getServerSideProps({ params }) {
+  const res = await fetch(`https://api.example.com/users/${params.id}`);
+  const user = await res.json();
+
+  return {
+    props: {
+      user,
+    },
+  };
+}
+```
+
+### getStaticPaths
+
+```jsx
+// pages/posts/[id].js
+export default function Post({ post }) {
+  return (
+    <div>
+      <h1>{post.title}</h1>
+      <p>{post.content}</p>
+    </div>
+  );
+}
+
+export async function getStaticPaths() {
+  const res = await fetch("https://api.example.com/posts");
+  const posts = await res.json();
+
+  const paths = posts.map((post) => ({
+    params: { id: post.id.toString() },
+  }));
+
+  return {
+    paths,
+    fallback: false,
+  };
+}
+
+export async function getStaticProps({ params }) {
+  const res = await fetch(`https://api.example.com/posts/${params.id}`);
+  const post = await res.json();
+
+  return {
+    props: {
+      post,
+    },
+  };
+}
+```
+
+## API 路由
+
+### 基本 API 路由
+
+```jsx
+// pages/api/hello.js
+export default function handler(req, res) {
+  res.status(200).json({ message: "Hello from API!" });
+}
+```
+
+### 处理不同 HTTP 方法
+
+```jsx
+// pages/api/users.js
+export default function handler(req, res) {
+  if (req.method === "GET") {
+    // 获取用户列表
+    res.status(200).json({ users: [] });
+  } else if (req.method === "POST") {
+    // 创建新用户
+    const { name, email } = req.body;
+    res.status(201).json({ message: "用户创建成功" });
+  } else {
+    res.setHeader("Allow", ["GET", "POST"]);
+    res.status(405).end(`Method ${req.method} Not Allowed`);
+  }
+}
+```
+
+### 动态 API 路由
+
+```jsx
+// pages/api/users/[id].js
+export default function handler(req, res) {
+  const { id } = req.query;
+
+  if (req.method === "GET") {
+    // 获取特定用户
+    res.status(200).json({ id, name: "John Doe" });
+  } else if (req.method === "PUT") {
+    // 更新用户
+    res.status(200).json({ message: "用户更新成功" });
+  } else if (req.method === "DELETE") {
+    // 删除用户
+    res.status(200).json({ message: "用户删除成功" });
+  }
+}
+```
+
+## 样式处理
+
+### CSS Modules
+
+```css
+/* styles/Home.module.css */
+.container {
+  padding: 0 2rem;
+}
+
+.title {
+  margin: 0;
+  line-height: 1.15;
+  font-size: 4rem;
+}
+```
+
+```jsx
+// pages/index.js
+import styles from "../styles/Home.module.css";
+
+export default function Home() {
+  return (
+    <div className={styles.container}>
+      <h1 className={styles.title}>首页</h1>
+    </div>
+  );
+}
+```
+
+### 全局样式
+
+```css
+/* styles/globals.css */
+html,
+body {
+  padding: 0;
+  margin: 0;
+  font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Oxygen, Ubuntu,
+    Cantarell, Fira Sans, Droid Sans, Helvetica Neue, sans-serif;
+}
+
+a {
+  color: inherit;
+  text-decoration: none;
+}
+
+* {
+  box-sizing: border-box;
+}
+```
+
+### Sass 支持
+
+```bash
+npm install sass
+```
+
+```scss
+// styles/Home.module.scss
+.container {
+  padding: 0 2rem;
+
+  .title {
+    margin: 0;
+    line-height: 1.15;
+    font-size: 4rem;
+  }
+}
+```
+
+## 图片优化
+
+### next/image 组件
+
+```jsx
+import Image from "next/image";
+
+export default function Profile() {
+  return (
+    <Image src="/profile.jpg" alt="Profile" width={500} height={500} priority />
+  );
+}
+```
+
+### 响应式图片
+
+```jsx
+import Image from "next/image";
+
+export default function ResponsiveImage() {
+  return (
+    <div>
+      <Image
+        src="/hero.jpg"
+        alt="Hero image"
+        width={800}
+        height={600}
+        layout="responsive"
+      />
+    </div>
+  );
+}
+```
+
+## 字体优化
+
+### 使用 Google Fonts
+
+```jsx
+import Head from "next/head";
+
+export default function Home() {
+  return (
+    <>
+      <Head>
+        <link
+          href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&display=swap"
+          rel="stylesheet"
+        />
+      </Head>
+      <h1 style={{ fontFamily: "Inter, sans-serif" }}>首页</h1>
+    </>
+  );
+}
+```
+
+### 使用 next/font
+
+```jsx
+import { Inter } from "next/font/google";
+
+const inter = Inter({ subsets: ["latin"] });
+
+export default function Home() {
+  return <h1 className={inter.className}>首页</h1>;
+}
+```
+
+## 环境变量
+
+### 创建环境变量文件
+
+```bash
+# .env.local
+DATABASE_URL=postgresql://user:password@localhost:5432/mydb
+NEXT_PUBLIC_API_URL=https://api.example.com
+```
+
+### 使用环境变量
+
+```jsx
+// pages/api/data.js
+export default function handler(req, res) {
+  const dbUrl = process.env.DATABASE_URL;
+  const apiUrl = process.env.NEXT_PUBLIC_API_URL;
+
+  res.status(200).json({
+    message: "环境变量已配置",
+    apiUrl,
+  });
+}
+```
+
+## 中间件
+
+### 创建中间件
+
+```jsx
+// middleware.js
+import { NextResponse } from "next/server";
+
+export function middleware(request) {
+  // 检查用户认证
+  const token = request.cookies.get("token");
+
+  if (!token && request.nextUrl.pathname.startsWith("/dashboard")) {
+    return NextResponse.redirect(new URL("/login", request.url));
+  }
+
+  return NextResponse.next();
+}
+
+export const config = {
+  matcher: ["/dashboard/:path*"],
+};
+```
+
+## 部署
+
+### Vercel 部署
+
+```bash
+npm install -g vercel
+vercel
+```
+
+### 构建生产版本
+
+```bash
+npm run build
+npm start
+```
+
+### Docker 部署
+
+```dockerfile
+FROM node:18-alpine
+
+WORKDIR /app
+
+COPY package*.json ./
+RUN npm ci --only=production
+
+COPY . .
+RUN npm run build
+
+EXPOSE 3000
+
+CMD ["npm", "start"]
+```
+
+## 性能优化
+
+### 代码分割
+
+```jsx
+import dynamic from "next/dynamic";
+
+const DynamicComponent = dynamic(() => import("../components/Heavy"), {
+  loading: () => <p>加载中...</p>,
+});
+
+export default function Home() {
+  return <DynamicComponent />;
+}
+```
+
+### 预加载
+
+```jsx
+import Link from "next/link";
+
+export default function Navigation() {
+  return (
+    <nav>
+      <Link href="/about" prefetch={false}>
+        关于我们
+      </Link>
+    </nav>
+  );
+}
+```
+
+## 最佳实践
+
+1. **页面结构**：合理组织页面和组件
+2. **数据获取**：选择合适的渲染策略
+3. **性能优化**：使用图片优化、代码分割
+4. **SEO**：合理使用元数据和结构化数据
+5. **类型安全**：使用 TypeScript
+
+## 学习资源
+
+- [Next.js 官方文档](https://nextjs.org/docs)
+- [Next.js 中文文档](https://nextjs.org/docs/getting-started)
+- [Next.js 教程 - 菜鸟教程](https://www.runoob.com/nextjs/nextjs-tutorial.html)
+- [Next.js 最佳实践](https://nextjs.org/docs/best-practices)
+
+## 常见问题
+
+### Q: 什么时候使用 SSG 还是 SSR？
+
+A: SSG 适合静态内容，构建时生成；SSR 适合动态内容，每次请求时生成。
+
+### Q: 如何优化 Next.js 应用性能？
+
+A: 使用图片优化、代码分割、预加载、缓存等技术。
+
+### Q: 如何处理 SEO？
+
+A: 使用正确的元数据、结构化数据、sitemap 等。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/react.md b/beisi_rag/data/docs/tutorial/frontend/web/react.md
new file mode 100644
index 00000000..61ef35a1
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/web/react.md
@@ -0,0 +1,461 @@
+---
+sidebar_label: "React"
+sidebar_position: 1
+slug: react
+---
+
+# React 教程
+
+React 是一个用于构建用户界面的 JavaScript 库，由 Facebook 开发并维护。它采用组件化开发模式，让开发者能够构建可复用的 UI 组件。
+
+## 什么是 React？
+
+React 是一个声明式、高效且灵活的用于构建用户界面的 JavaScript 库。它让你可以通过组合小组件来构建复杂的 UI。
+
+### React 的核心概念
+
+- **组件化**：将 UI 拆分为独立、可复用的组件
+- **虚拟 DOM**：提高性能的虚拟 DOM 机制
+- **单向数据流**：数据从父组件流向子组件
+- **JSX**：JavaScript 的语法扩展
+
+## 快速开始
+
+### 环境要求
+
+- Node.js 14.0 或更高版本
+- npm 或 yarn 包管理器
+
+### 创建 React 应用
+
+使用 Create React App 创建新项目：
+
+```bash
+npx create-react-app my-app
+cd my-app
+npm start
+```
+
+### 手动安装 React
+
+```bash
+npm install react react-dom
+```
+
+## 基础语法
+
+### 第一个组件
+
+```jsx
+import React from "react";
+
+function Welcome(props) {
+  return <h1>Hello, {props.name}!</h1>;
+}
+
+export default Welcome;
+```
+
+### 类组件
+
+```jsx
+import React, { Component } from "react";
+
+class Welcome extends Component {
+  render() {
+    return <h1>Hello, {this.props.name}!</h1>;
+  }
+}
+
+export default Welcome;
+```
+
+### 函数组件（推荐）
+
+```jsx
+import React from "react";
+
+const Welcome = ({ name }) => {
+  return <h1>Hello, {name}!</h1>;
+};
+
+export default Welcome;
+```
+
+## 状态管理
+
+### useState Hook
+
+```jsx
+import React, { useState } from "react";
+
+function Counter() {
+  const [count, setCount] = useState(0);
+
+  return (
+    <div>
+      <p>You clicked {count} times</p>
+      <button onClick={() => setCount(count + 1)}>Click me</button>
+    </div>
+  );
+}
+```
+
+### useEffect Hook
+
+```jsx
+import React, { useState, useEffect } from "react";
+
+function Example() {
+  const [count, setCount] = useState(0);
+
+  useEffect(() => {
+    document.title = `You clicked ${count} times`;
+  });
+
+  return (
+    <div>
+      <p>You clicked {count} times</p>
+      <button onClick={() => setCount(count + 1)}>Click me</button>
+    </div>
+  );
+}
+```
+
+## 事件处理
+
+```jsx
+function Button() {
+  const handleClick = (e) => {
+    e.preventDefault();
+    console.log("Button clicked!");
+  };
+
+  return <button onClick={handleClick}>Click me</button>;
+}
+```
+
+## 条件渲染
+
+```jsx
+function Greeting({ isLoggedIn }) {
+  if (isLoggedIn) {
+    return <h1>Welcome back!</h1>;
+  }
+  return <h1>Please sign up.</h1>;
+}
+```
+
+## 列表渲染
+
+```jsx
+function TodoList({ todos }) {
+  return (
+    <ul>
+      {todos.map((todo) => (
+        <li key={todo.id}>{todo.text}</li>
+      ))}
+    </ul>
+  );
+}
+```
+
+## 表单处理
+
+```jsx
+import React, { useState } from "react";
+
+function NameForm() {
+  const [value, setValue] = useState("");
+
+  const handleSubmit = (event) => {
+    alert("A name was submitted: " + value);
+    event.preventDefault();
+  };
+
+  return (
+    <form onSubmit={handleSubmit}>
+      <label>
+        Name:
+        <input
+          type="text"
+          value={value}
+          onChange={(e) => setValue(e.target.value)}
+        />
+      </label>
+      <input type="submit" value="Submit" />
+    </form>
+  );
+}
+```
+
+## 组件通信
+
+### 父子组件通信
+
+```jsx
+// 父组件
+function App() {
+  const [message, setMessage] = useState("Hello from parent");
+
+  return (
+    <div>
+      <ChildComponent message={message} />
+    </div>
+  );
+}
+
+// 子组件
+function ChildComponent({ message }) {
+  return <p>{message}</p>;
+}
+```
+
+### 兄弟组件通信
+
+```jsx
+import React, { createContext, useContext, useState } from "react";
+
+const ThemeContext = createContext();
+
+function App() {
+  const [theme, setTheme] = useState("light");
+
+  return (
+    <ThemeContext.Provider value={{ theme, setTheme }}>
+      <Header />
+      <Main />
+    </ThemeContext.Provider>
+  );
+}
+
+function Header() {
+  const { theme, setTheme } = useContext(ThemeContext);
+
+  return (
+    <header>
+      <button onClick={() => setTheme(theme === "light" ? "dark" : "light")}>
+        Toggle Theme
+      </button>
+    </header>
+  );
+}
+```
+
+## 生命周期
+
+### 函数组件生命周期
+
+```jsx
+import React, { useEffect } from "react";
+
+function MyComponent() {
+  useEffect(() => {
+    // 组件挂载后执行
+    console.log("Component mounted");
+
+    return () => {
+      // 组件卸载前执行
+      console.log("Component will unmount");
+    };
+  }, []);
+
+  useEffect(() => {
+    // 每次渲染后执行
+    console.log("Component updated");
+  });
+
+  return <div>My Component</div>;
+}
+```
+
+## 性能优化
+
+### React.memo
+
+```jsx
+import React, { memo } from "react";
+
+const MyComponent = memo(({ name }) => {
+  return <div>{name}</div>;
+});
+```
+
+### useMemo
+
+```jsx
+import React, { useMemo } from "react";
+
+function ExpensiveComponent({ items }) {
+  const expensiveValue = useMemo(() => {
+    return items.reduce((sum, item) => sum + item.value, 0);
+  }, [items]);
+
+  return <div>{expensiveValue}</div>;
+}
+```
+
+### useCallback
+
+```jsx
+import React, { useCallback, useState } from "react";
+
+function ParentComponent() {
+  const [count, setCount] = useState(0);
+
+  const handleClick = useCallback(() => {
+    setCount((c) => c + 1);
+  }, []);
+
+  return <ChildComponent onClick={handleClick} />;
+}
+```
+
+## 路由
+
+### React Router 基础
+
+```bash
+npm install react-router-dom
+```
+
+```jsx
+import { BrowserRouter, Routes, Route, Link } from "react-router-dom";
+
+function App() {
+  return (
+    <BrowserRouter>
+      <nav>
+        <Link to="/">Home</Link>
+        <Link to="/about">About</Link>
+      </nav>
+
+      <Routes>
+        <Route path="/" element={<Home />} />
+        <Route path="/about" element={<About />} />
+      </Routes>
+    </BrowserRouter>
+  );
+}
+```
+
+## 状态管理
+
+### Redux 基础
+
+```bash
+npm install redux react-redux
+```
+
+```jsx
+import { createStore } from "redux";
+import { Provider, useSelector, useDispatch } from "react-redux";
+
+// Reducer
+const counterReducer = (state = { count: 0 }, action) => {
+  switch (action.type) {
+    case "INCREMENT":
+      return { count: state.count + 1 };
+    case "DECREMENT":
+      return { count: state.count - 1 };
+    default:
+      return state;
+  }
+};
+
+// Store
+const store = createStore(counterReducer);
+
+// Component
+function Counter() {
+  const count = useSelector((state) => state.count);
+  const dispatch = useDispatch();
+
+  return (
+    <div>
+      <p>{count}</p>
+      <button onClick={() => dispatch({ type: "INCREMENT" })}>+</button>
+      <button onClick={() => dispatch({ type: "DECREMENT" })}>-</button>
+    </div>
+  );
+}
+
+function App() {
+  return (
+    <Provider store={store}>
+      <Counter />
+    </Provider>
+  );
+}
+```
+
+## 测试
+
+### Jest 和 React Testing Library
+
+```bash
+npm install --save-dev @testing-library/react @testing-library/jest-dom
+```
+
+```jsx
+import { render, screen, fireEvent } from "@testing-library/react";
+import Counter from "./Counter";
+
+test("increments counter on button click", () => {
+  render(<Counter />);
+  const button = screen.getByText("+");
+  fireEvent.click(button);
+  expect(screen.getByText("1")).toBeInTheDocument();
+});
+```
+
+## 部署
+
+### 构建生产版本
+
+```bash
+npm run build
+```
+
+### 部署到 Vercel
+
+```bash
+npm install -g vercel
+vercel
+```
+
+### 部署到 Netlify
+
+```bash
+npm install -g netlify-cli
+netlify deploy --prod --dir=build
+```
+
+## 最佳实践
+
+1. **组件设计**：保持组件小而专注
+2. **状态管理**：合理使用 useState 和 useEffect
+3. **性能优化**：使用 React.memo、useMemo、useCallback
+4. **代码组织**：按功能组织文件结构
+5. **类型安全**：使用 TypeScript 或 PropTypes
+
+## 学习资源
+
+- [React 官方文档](https://react.dev/)
+- [React 中文文档](https://zh-hans.react.dev/)
+- [React 教程 - 菜鸟教程](https://www.runoob.com/react/react-tutorial.html)
+- [React 进阶指南](https://react.iamkasong.com/)
+
+## 常见问题
+
+### Q: 什么时候使用类组件还是函数组件？
+
+A: 现在推荐使用函数组件和 Hooks，除非你需要使用一些类组件特有的生命周期方法。
+
+### Q: 如何优化 React 应用性能？
+
+A: 使用 React.memo、useMemo、useCallback，避免不必要的重新渲染，合理使用 key 属性。
+
+### Q: 如何处理异步操作？
+
+A: 使用 useEffect 处理副作用，结合 async/await 或 Promise 处理异步数据。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md b/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md
new file mode 100644
index 00000000..55ef6809
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md
@@ -0,0 +1,512 @@
+---
+sidebar_label: "TailwindCSS"
+sidebar_position: 2
+slug: tailwindcss
+---
+
+# TailwindCSS 教程
+
+TailwindCSS 是一个功能类优先的 CSS 框架，它提供了大量预定义的实用类，让你能够快速构建现代化的用户界面，而无需编写自定义 CSS。
+
+## 什么是 TailwindCSS？
+
+TailwindCSS 是一个高度可定制的、低级别的 CSS 框架，它提供了构建现代 Web 应用所需的所有构建块。与传统的 CSS 框架不同，TailwindCSS 不提供预构建的组件，而是提供实用类来构建自定义设计。
+
+### TailwindCSS 的特点
+
+- **实用类优先**：使用预定义的实用类快速构建界面
+- **高度可定制**：可以轻松自定义颜色、字体、间距等
+- **响应式设计**：内置响应式断点系统
+- **组件友好**：与 React、Vue 等框架完美配合
+- **性能优化**：只包含使用的样式，文件体积小
+
+## 快速开始
+
+### 环境要求
+
+- Node.js 12.0 或更高版本
+- npm 或 yarn 包管理器
+
+### 安装 TailwindCSS
+
+```bash
+npm install -D tailwindcss postcss autoprefixer
+npx tailwindcss init -p
+```
+
+### 配置 TailwindCSS
+
+```javascript
+// tailwind.config.js
+module.exports = {
+  content: ["./src/**/*.{js,jsx,ts,tsx}", "./public/index.html"],
+  theme: {
+    extend: {},
+  },
+  plugins: [],
+};
+```
+
+### 添加 TailwindCSS 指令
+
+```css
+/* src/index.css */
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+```
+
+## 基础语法
+
+### 实用类
+
+```html
+<!-- 文本样式 -->
+<h1 class="text-4xl font-bold text-blue-600">大标题</h1>
+<p class="text-lg text-gray-700">段落文本</p>
+
+<!-- 布局 -->
+<div class="flex items-center justify-center">
+  <div class="w-64 h-32 bg-red-500 rounded-lg"></div>
+</div>
+
+<!-- 间距 -->
+<div class="p-4 m-2 space-y-4">
+  <div class="p-2 bg-blue-100">内容 1</div>
+  <div class="p-2 bg-green-100">内容 2</div>
+</div>
+```
+
+### 响应式设计
+
+```html
+<!-- 移动端优先的响应式设计 -->
+<div class="w-full md:w-1/2 lg:w-1/3 xl:w-1/4">
+  <h2 class="text-lg md:text-xl lg:text-2xl">响应式标题</h2>
+  <p class="text-sm md:text-base lg:text-lg">响应式文本</p>
+</div>
+
+<!-- 隐藏/显示元素 -->
+<div class="hidden md:block">在中等屏幕及以上显示</div>
+<div class="block md:hidden">只在移动端显示</div>
+```
+
+## 颜色系统
+
+### 预定义颜色
+
+```html
+<!-- 背景颜色 -->
+<div class="bg-red-500">红色背景</div>
+<div class="bg-blue-600">蓝色背景</div>
+<div class="bg-green-400">绿色背景</div>
+
+<!-- 文本颜色 -->
+<p class="text-gray-800">深灰色文本</p>
+<p class="text-purple-600">紫色文本</p>
+
+<!-- 边框颜色 -->
+<div class="border-2 border-yellow-400">黄色边框</div>
+```
+
+### 颜色透明度
+
+```html
+<!-- 透明度 -->
+<div class="bg-blue-500 bg-opacity-50">50% 透明度的蓝色</div>
+<div class="bg-red-600 bg-opacity-25">25% 透明度的红色</div>
+
+<!-- 使用 opacity 类 -->
+<div class="bg-green-500 opacity-75">75% 透明度</div>
+```
+
+## 布局系统
+
+### Flexbox
+
+```html
+<!-- Flex 容器 -->
+<div class="flex">
+  <div class="flex-1">弹性项目 1</div>
+  <div class="flex-1">弹性项目 2</div>
+</div>
+
+<!-- Flex 方向 -->
+<div class="flex flex-col">
+  <div>垂直排列项目 1</div>
+  <div>垂直排列项目 2</div>
+</div>
+
+<!-- 对齐 -->
+<div class="flex items-center justify-between">
+  <div>左对齐</div>
+  <div>右对齐</div>
+</div>
+```
+
+### Grid 布局
+
+```html
+<!-- Grid 容器 -->
+<div class="grid grid-cols-3 gap-4">
+  <div class="bg-blue-100 p-4">项目 1</div>
+  <div class="bg-green-100 p-4">项目 2</div>
+  <div class="bg-red-100 p-4">项目 3</div>
+</div>
+
+<!-- 响应式 Grid -->
+<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
+  <div class="bg-gray-100 p-4">响应式项目</div>
+</div>
+```
+
+## 组件构建
+
+### 按钮组件
+
+```html
+<!-- 基础按钮 -->
+<button
+  class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded"
+>
+  点击我
+</button>
+
+<!-- 不同样式的按钮 -->
+<button
+  class="bg-green-500 hover:bg-green-700 text-white font-bold py-2 px-4 rounded-lg"
+>
+  成功按钮
+</button>
+
+<button
+  class="bg-red-500 hover:bg-red-700 text-white font-bold py-2 px-4 rounded-full"
+>
+  危险按钮
+</button>
+```
+
+### 卡片组件
+
+```html
+<div class="max-w-sm rounded overflow-hidden shadow-lg">
+  <img class="w-full" src="/img/card-top.jpg" alt="Card image" />
+  <div class="px-6 py-4">
+    <div class="font-bold text-xl mb-2">卡片标题</div>
+    <p class="text-gray-700 text-base">
+      这是卡片的描述文本，可以包含多行内容。
+    </p>
+  </div>
+  <div class="px-6 pt-4 pb-2">
+    <span
+      class="inline-block bg-gray-200 rounded-full px-3 py-1 text-sm font-semibold text-gray-700 mr-2 mb-2"
+    >
+      #标签1
+    </span>
+    <span
+      class="inline-block bg-gray-200 rounded-full px-3 py-1 text-sm font-semibold text-gray-700 mr-2 mb-2"
+    >
+      #标签2
+    </span>
+  </div>
+</div>
+```
+
+### 表单组件
+
+```html
+<form class="w-full max-w-sm">
+  <div class="mb-4">
+    <label class="block text-gray-700 text-sm font-bold mb-2" for="username">
+      用户名
+    </label>
+    <input
+      class="shadow appearance-none border rounded w-full py-2 px-3 text-gray-700 leading-tight focus:outline-none focus:shadow-outline"
+      id="username"
+      type="text"
+      placeholder="请输入用户名"
+    />
+  </div>
+  <div class="mb-6">
+    <label class="block text-gray-700 text-sm font-bold mb-2" for="password">
+      密码
+    </label>
+    <input
+      class="shadow appearance-none border rounded w-full py-2 px-3 text-gray-700 mb-3 leading-tight focus:outline-none focus:shadow-outline"
+      id="password"
+      type="password"
+      placeholder="请输入密码"
+    />
+  </div>
+  <div class="flex items-center justify-between">
+    <button
+      class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded focus:outline-none focus:shadow-outline"
+      type="button"
+    >
+      登录
+    </button>
+    <a
+      class="inline-block align-baseline font-bold text-sm text-blue-500 hover:text-blue-800"
+      href="#"
+    >
+      忘记密码？
+    </a>
+  </div>
+</form>
+```
+
+## 响应式设计
+
+### 断点系统
+
+```html
+<!-- 移动端优先 -->
+<div class="w-full sm:w-1/2 md:w-1/3 lg:w-1/4 xl:w-1/5">响应式宽度</div>
+
+<!-- 文本大小响应式 -->
+<h1 class="text-2xl sm:text-3xl md:text-4xl lg:text-5xl">响应式标题</h1>
+
+<!-- 间距响应式 -->
+<div class="p-2 sm:p-4 md:p-6 lg:p-8">响应式内边距</div>
+```
+
+### 显示/隐藏
+
+```html
+<!-- 在不同屏幕尺寸下显示/隐藏 -->
+<div class="hidden sm:block">在 sm 及以上显示</div>
+<div class="block sm:hidden">只在移动端显示</div>
+<div class="hidden md:block lg:hidden">只在 md 显示</div>
+```
+
+## 动画和过渡
+
+### 过渡效果
+
+```html
+<!-- 基础过渡 -->
+<button
+  class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded transition duration-300"
+>
+  悬停效果
+</button>
+
+<!-- 变换效果 -->
+<div class="transform hover:scale-105 transition duration-300">
+  <img src="/image.jpg" alt="图片" class="w-full" />
+</div>
+
+<!-- 旋转效果 -->
+<div class="transform hover:rotate-45 transition duration-500">悬停旋转</div>
+```
+
+### 动画
+
+```html
+<!-- 淡入动画 -->
+<div class="animate-fade-in">淡入内容</div>
+
+<!-- 弹跳动画 -->
+<div class="animate-bounce">弹跳效果</div>
+
+<!-- 脉冲动画 -->
+<div class="animate-pulse">脉冲效果</div>
+```
+
+## 自定义配置
+
+### 扩展主题
+
+```javascript
+// tailwind.config.js
+module.exports = {
+  theme: {
+    extend: {
+      colors: {
+        "brand-blue": "#1e40af",
+        "brand-green": "#059669",
+      },
+      fontFamily: {
+        sans: ["Inter", "sans-serif"],
+        serif: ["Georgia", "serif"],
+      },
+      spacing: {
+        18: "4.5rem",
+        88: "22rem",
+      },
+    },
+  },
+};
+```
+
+### 自定义组件
+
+```css
+/* 在 CSS 文件中定义组件 */
+@layer components {
+  .btn-primary {
+    @apply bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded;
+  }
+
+  .card {
+    @apply bg-white rounded-lg shadow-md p-6;
+  }
+
+  .input-field {
+    @apply w-full px-3 py-2 border border-gray-300 rounded-md focus:outline-none focus:ring-2 focus:ring-blue-500;
+  }
+}
+```
+
+### 自定义实用类
+
+```css
+@layer utilities {
+  .text-shadow {
+    text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.1);
+  }
+
+  .scrollbar-hide {
+    -ms-overflow-style: none;
+    scrollbar-width: none;
+  }
+
+  .scrollbar-hide::-webkit-scrollbar {
+    display: none;
+  }
+}
+```
+
+## 与框架集成
+
+### React 集成
+
+```jsx
+// React 组件
+import React from "react";
+
+const Button = ({ children, variant = "primary", size = "md" }) => {
+  const baseClasses =
+    "font-bold rounded focus:outline-none focus:shadow-outline";
+
+  const variantClasses = {
+    primary: "bg-blue-500 hover:bg-blue-700 text-white",
+    secondary: "bg-gray-500 hover:bg-gray-700 text-white",
+    danger: "bg-red-500 hover:bg-red-700 text-white",
+  };
+
+  const sizeClasses = {
+    sm: "py-1 px-2 text-sm",
+    md: "py-2 px-4",
+    lg: "py-3 px-6 text-lg",
+  };
+
+  return (
+    <button
+      className={`${baseClasses} ${variantClasses[variant]} ${sizeClasses[size]}`}
+    >
+      {children}
+    </button>
+  );
+};
+
+export default Button;
+```
+
+### Vue 集成
+
+```vue
+<template>
+  <div class="max-w-md mx-auto bg-white rounded-xl shadow-md overflow-hidden">
+    <div class="md:flex">
+      <div class="md:shrink-0">
+        <img
+          class="h-48 w-full object-cover md:h-full md:w-48"
+          :src="imageUrl"
+          :alt="title"
+        />
+      </div>
+      <div class="p-8">
+        <div
+          class="uppercase tracking-wide text-sm text-indigo-500 font-semibold"
+        >
+          {{ category }}
+        </div>
+        <a
+          href="#"
+          class="block mt-1 text-lg leading-tight font-medium text-black hover:underline"
+        >
+          {{ title }}
+        </a>
+        <p class="mt-2 text-slate-500">{{ description }}</p>
+      </div>
+    </div>
+  </div>
+</template>
+
+<script>
+export default {
+  props: {
+    title: String,
+    description: String,
+    imageUrl: String,
+    category: String,
+  },
+};
+</script>
+```
+
+## 性能优化
+
+### 内容配置
+
+```javascript
+// tailwind.config.js
+module.exports = {
+  content: [
+    "./src/**/*.{js,jsx,ts,tsx}",
+    "./public/index.html",
+    // 确保包含所有使用 TailwindCSS 的文件
+  ],
+  // 其他配置...
+};
+```
+
+### 生产构建
+
+```bash
+# 构建生产版本
+npm run build
+
+# 或者使用 TailwindCSS CLI
+npx tailwindcss -i ./src/input.css -o ./dist/output.css --watch
+```
+
+## 最佳实践
+
+1. **组件化思维**：将重复的样式组合成组件
+2. **响应式优先**：移动端优先设计
+3. **性能考虑**：只使用需要的样式
+4. **可维护性**：使用有意义的类名组合
+5. **一致性**：建立设计系统
+
+## 学习资源
+
+- [TailwindCSS 官方文档](https://tailwindcss.com/docs)
+- [TailwindCSS 中文文档](https://www.tailwindcss.cn/)
+- [TailwindUI](https://tailwindui.com/) - 官方组件库
+- [Headless UI](https://headlessui.com/) - 无样式组件库
+
+## 常见问题
+
+### Q: TailwindCSS 和 Bootstrap 有什么区别？
+
+A: TailwindCSS 是实用类优先，更灵活；Bootstrap 是组件优先，开箱即用。
+
+### Q: 如何自定义 TailwindCSS 主题？
+
+A: 在 `tailwind.config.js` 中的 `theme.extend` 中扩展主题配置。
+
+### Q: TailwindCSS 会影响性能吗？
+
+A: 正确配置后，TailwindCSS 只会包含使用的样式，文件体积很小，性能很好。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/vue.md b/beisi_rag/data/docs/tutorial/frontend/web/vue.md
new file mode 100644
index 00000000..5445c10a
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/frontend/web/vue.md
@@ -0,0 +1,649 @@
+---
+sidebar_label: "Vue"
+sidebar_position: 2
+slug: vue
+---
+
+# Vue.js 教程
+
+Vue.js 是一个渐进式 JavaScript 框架，用于构建用户界面。它被设计为可以自底向上逐层应用，核心库只关注视图层，易于上手，便于与第三方库或既有项目整合。
+
+## 什么是 Vue.js？
+
+Vue.js 是一套用于构建用户界面的渐进式框架。与其它大型框架不同的是，Vue 被设计为可以自底向上逐层应用。Vue 的核心库只关注视图层，不仅易于上手，还便于与第三方库或既有项目整合。
+
+### Vue.js 的特点
+
+- **渐进式框架**：可以逐步采用，不需要重写整个项目
+- **响应式数据绑定**：数据变化时视图自动更新
+- **组件化开发**：可复用的组件系统
+- **虚拟 DOM**：高效的渲染性能
+- **单文件组件**：.vue 文件包含模板、脚本和样式
+
+## 快速开始
+
+### 环境要求
+
+- Node.js 12.0 或更高版本
+- npm 或 yarn 包管理器
+
+### 创建 Vue 应用
+
+使用 Vue CLI 创建新项目：
+
+```bash
+npm install -g @vue/cli
+vue create my-project
+cd my-project
+npm run serve
+```
+
+### 使用 Vite 创建项目（推荐）
+
+```bash
+npm create vue@latest my-project
+cd my-project
+npm install
+npm run dev
+```
+
+### CDN 引入
+
+```html
+<script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
+```
+
+## 基础语法
+
+### 第一个 Vue 应用
+
+```html
+<!DOCTYPE html>
+<html>
+  <head>
+    <title>Vue 3 App</title>
+    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
+  </head>
+  <body>
+    <div id="app">
+      <h1>{{ message }}</h1>
+    </div>
+
+    <script>
+      const { createApp } = Vue;
+
+      createApp({
+        data() {
+          return {
+            message: "Hello Vue!",
+          };
+        },
+      }).mount("#app");
+    </script>
+  </body>
+</html>
+```
+
+### 模板语法
+
+```html
+<template>
+  <div>
+    <!-- 文本插值 -->
+    <p>{{ message }}</p>
+
+    <!-- 原始 HTML -->
+    <div v-html="rawHtml"></div>
+
+    <!-- 属性绑定 -->
+    <div v-bind:id="dynamicId"></div>
+    <div :id="dynamicId"></div>
+
+    <!-- 条件渲染 -->
+    <p v-if="seen">现在你看到我了</p>
+
+    <!-- 列表渲染 -->
+    <ul>
+      <li v-for="item in items" :key="item.id">{{ item.text }}</li>
+    </ul>
+
+    <!-- 事件监听 -->
+    <button v-on:click="doThis">点击我</button>
+    <button @click="doThis">点击我</button>
+  </div>
+</template>
+```
+
+## 组件系统
+
+### 单文件组件
+
+```vue
+<template>
+  <div class="hello">
+    <h1>{{ msg }}</h1>
+    <button @click="increment">Count: {{ count }}</button>
+  </div>
+</template>
+
+<script>
+export default {
+  name: "HelloWorld",
+  props: {
+    msg: String,
+  },
+  data() {
+    return {
+      count: 0,
+    };
+  },
+  methods: {
+    increment() {
+      this.count++;
+    },
+  },
+};
+</script>
+
+<style scoped>
+.hello {
+  color: #42b983;
+}
+</style>
+```
+
+### 组件注册
+
+```javascript
+// 全局注册
+import { createApp } from "vue";
+import MyComponent from "./MyComponent.vue";
+
+const app = createApp({});
+app.component("my-component", MyComponent);
+
+// 局部注册
+export default {
+  components: {
+    MyComponent,
+  },
+};
+```
+
+### 组件通信
+
+#### 父子组件通信
+
+```vue
+<!-- 父组件 -->
+<template>
+  <div>
+    <child-component :message="parentMessage" @update="handleUpdate" />
+  </div>
+</template>
+
+<script>
+import ChildComponent from "./ChildComponent.vue";
+
+export default {
+  components: {
+    ChildComponent,
+  },
+  data() {
+    return {
+      parentMessage: "Hello from parent",
+    };
+  },
+  methods: {
+    handleUpdate(newMessage) {
+      this.parentMessage = newMessage;
+    },
+  },
+};
+</script>
+```
+
+```vue
+<!-- 子组件 -->
+<template>
+  <div>
+    <p>{{ message }}</p>
+    <button @click="updateParent">Update Parent</button>
+  </div>
+</template>
+
+<script>
+export default {
+  props: {
+    message: String,
+  },
+  methods: {
+    updateParent() {
+      this.$emit("update", "Updated from child");
+    },
+  },
+};
+</script>
+```
+
+#### 跨组件通信
+
+```javascript
+// 使用 provide/inject
+// 祖先组件
+export default {
+  provide() {
+    return {
+      theme: 'dark'
+    }
+  }
+}
+
+// 后代组件
+export default {
+  inject: ['theme'],
+  created() {
+    console.log(this.theme) // 'dark'
+  }
+}
+```
+
+## 响应式数据
+
+### 响应式基础
+
+```javascript
+import { ref, reactive, computed, watch } from "vue";
+
+export default {
+  setup() {
+    // ref 用于基本类型
+    const count = ref(0);
+
+    // reactive 用于对象
+    const state = reactive({
+      name: "Vue",
+      version: "3.0",
+    });
+
+    // 计算属性
+    const doubleCount = computed(() => count.value * 2);
+
+    // 监听器
+    watch(count, (newVal, oldVal) => {
+      console.log(`count changed from ${oldVal} to ${newVal}`);
+    });
+
+    return {
+      count,
+      state,
+      doubleCount,
+    };
+  },
+};
+```
+
+### 生命周期钩子
+
+```javascript
+import { onMounted, onUpdated, onUnmounted } from "vue";
+
+export default {
+  setup() {
+    onMounted(() => {
+      console.log("组件已挂载");
+    });
+
+    onUpdated(() => {
+      console.log("组件已更新");
+    });
+
+    onUnmounted(() => {
+      console.log("组件已卸载");
+    });
+  },
+};
+```
+
+## 路由
+
+### Vue Router 基础
+
+```bash
+npm install vue-router@4
+```
+
+```javascript
+// router/index.js
+import { createRouter, createWebHistory } from "vue-router";
+import Home from "../views/Home.vue";
+import About from "../views/About.vue";
+
+const routes = [
+  {
+    path: "/",
+    name: "Home",
+    component: Home,
+  },
+  {
+    path: "/about",
+    name: "About",
+    component: About,
+  },
+];
+
+const router = createRouter({
+  history: createWebHistory(),
+  routes,
+});
+
+export default router;
+```
+
+```vue
+<!-- App.vue -->
+<template>
+  <div id="app">
+    <nav>
+      <router-link to="/">Home</router-link>
+      <router-link to="/about">About</router-link>
+    </nav>
+    <router-view />
+  </div>
+</template>
+```
+
+### 路由守卫
+
+```javascript
+// 全局前置守卫
+router.beforeEach((to, from, next) => {
+  if (to.meta.requiresAuth) {
+    // 检查用户是否已登录
+    if (isAuthenticated()) {
+      next();
+    } else {
+      next("/login");
+    }
+  } else {
+    next();
+  }
+});
+```
+
+## 状态管理
+
+### Vuex 基础
+
+```bash
+npm install vuex@next
+```
+
+```javascript
+// store/index.js
+import { createStore } from "vuex";
+
+export default createStore({
+  state: {
+    count: 0,
+  },
+  mutations: {
+    increment(state) {
+      state.count++;
+    },
+    decrement(state) {
+      state.count--;
+    },
+  },
+  actions: {
+    increment({ commit }) {
+      commit("increment");
+    },
+  },
+  getters: {
+    doubleCount: (state) => state.count * 2,
+  },
+});
+```
+
+### Pinia（推荐）
+
+```bash
+npm install pinia
+```
+
+```javascript
+// stores/counter.js
+import { defineStore } from "pinia";
+
+export const useCounterStore = defineStore("counter", {
+  state: () => ({
+    count: 0,
+  }),
+  actions: {
+    increment() {
+      this.count++;
+    },
+  },
+  getters: {
+    doubleCount: (state) => state.count * 2,
+  },
+});
+```
+
+## 表单处理
+
+### 双向绑定
+
+```vue
+<template>
+  <form @submit.prevent="handleSubmit">
+    <input v-model="form.name" placeholder="姓名" />
+    <input v-model="form.email" placeholder="邮箱" />
+    <button type="submit">提交</button>
+  </form>
+</template>
+
+<script>
+export default {
+  data() {
+    return {
+      form: {
+        name: "",
+        email: "",
+      },
+    };
+  },
+  methods: {
+    handleSubmit() {
+      console.log("Form submitted:", this.form);
+    },
+  },
+};
+</script>
+```
+
+### 表单验证
+
+```vue
+<template>
+  <form @submit.prevent="handleSubmit">
+    <div>
+      <input
+        v-model="form.email"
+        :class="{ error: errors.email }"
+        placeholder="邮箱"
+      />
+      <span v-if="errors.email" class="error-message">
+        {{ errors.email }}
+      </span>
+    </div>
+    <button type="submit" :disabled="!isValid">提交</button>
+  </form>
+</template>
+
+<script>
+export default {
+  data() {
+    return {
+      form: {
+        email: "",
+      },
+      errors: {},
+    };
+  },
+  computed: {
+    isValid() {
+      return Object.keys(this.errors).length === 0;
+    },
+  },
+  watch: {
+    "form.email"(value) {
+      this.validateEmail(value);
+    },
+  },
+  methods: {
+    validateEmail(email) {
+      const emailRegex = /^[^\s@]+@[^\s@]+\.[^\s@]+$/;
+      if (!emailRegex.test(email)) {
+        this.errors.email = "请输入有效的邮箱地址";
+      } else {
+        delete this.errors.email;
+      }
+    },
+    handleSubmit() {
+      if (this.isValid) {
+        console.log("Form submitted:", this.form);
+      }
+    },
+  },
+};
+</script>
+```
+
+## HTTP 请求
+
+### Axios 集成
+
+```bash
+npm install axios
+```
+
+```javascript
+// api/index.js
+import axios from "axios";
+
+const api = axios.create({
+  baseURL: "https://api.example.com",
+  timeout: 5000,
+});
+
+export default api;
+```
+
+```vue
+<template>
+  <div>
+    <ul v-if="users.length">
+      <li v-for="user in users" :key="user.id">
+        {{ user.name }}
+      </li>
+    </ul>
+    <p v-else>加载中...</p>
+  </div>
+</template>
+
+<script>
+import api from "@/api";
+
+export default {
+  data() {
+    return {
+      users: [],
+    };
+  },
+  async mounted() {
+    try {
+      const response = await api.get("/users");
+      this.users = response.data;
+    } catch (error) {
+      console.error("获取用户列表失败:", error);
+    }
+  },
+};
+</script>
+```
+
+## 测试
+
+### Vue Test Utils
+
+```bash
+npm install --save-dev @vue/test-utils jest
+```
+
+```javascript
+import { mount } from "@vue/test-utils";
+import HelloWorld from "@/components/HelloWorld.vue";
+
+describe("HelloWorld.vue", () => {
+  test("renders props.msg when passed", () => {
+    const msg = "new message";
+    const wrapper = mount(HelloWorld, {
+      props: { msg },
+    });
+    expect(wrapper.text()).toMatch(msg);
+  });
+});
+```
+
+## 部署
+
+### 构建生产版本
+
+```bash
+npm run build
+```
+
+### 部署到 Vercel
+
+```bash
+npm install -g vercel
+vercel
+```
+
+### 部署到 Netlify
+
+```bash
+npm install -g netlify-cli
+netlify deploy --prod --dir=dist
+```
+
+## 最佳实践
+
+1. **组件设计**：保持组件单一职责
+2. **状态管理**：合理使用 Vuex 或 Pinia
+3. **性能优化**：使用 v-memo、keep-alive
+4. **代码组织**：按功能模块组织代码
+5. **类型安全**：使用 TypeScript
+
+## 学习资源
+
+- [Vue.js 官方文档](https://vuejs.org/)
+- [Vue.js 中文文档](https://cn.vuejs.org/)
+- [Vue.js 教程 - 菜鸟教程](https://www.runoob.com/vue2/vue-tutorial.html)
+- [Vue Mastery](https://www.vuemastery.com/)
+
+## 常见问题
+
+### Q: Vue 2 和 Vue 3 有什么区别？
+
+A: Vue 3 引入了 Composition API、更好的 TypeScript 支持、更小的包体积和更好的性能。
+
+### Q: 什么时候使用 Vuex 还是 Pinia？
+
+A: 新项目推荐使用 Pinia，它更简单、类型安全，并且与 Vue 3 的 Composition API 配合更好。
+
+### Q: 如何优化 Vue 应用性能？
+
+A: 使用 v-memo、keep-alive、懒加载、代码分割等技术来优化性能。
diff --git a/beisi_rag/data/docs/tutorial/language/_category_.json b/beisi_rag/data/docs/tutorial/language/_category_.json
new file mode 100644
index 00000000..69213d12
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "语言",
+  "position": 2
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/language/dart.md b/beisi_rag/data/docs/tutorial/language/dart.md
new file mode 100644
index 00000000..beaffdd1
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/dart.md
@@ -0,0 +1,410 @@
+---
+sidebar_label: "Dart"
+sidebar_position: 5
+slug: dart
+---
+
+# Dart 教程
+
+Dart 是 Google 开发的一门现代化、面向对象且具备空安全（null safety）的编程语言，常与 Flutter 一起用于跨平台应用开发（iOS/Android/Web/桌面）。Dart 同时适用于服务端、脚本和命令行工具开发。
+
+## Dart 的特点
+
+- 强类型 + 空安全：在编译期发现更多问题
+- 现代语法：简洁、可读性强，支持表达式函数、可选参数等
+- 高性能：AOT 编译原生代码、JIT 支持热重载
+- 异步友好：内置 `Future`/`Stream`，支持 `async/await`
+- 跨平台：配合 Flutter 覆盖多端，也可用于后端与 CLI
+
+## 环境与工具
+
+### 安装 Dart SDK
+
+- 推荐安装 Flutter（包含 Dart SDK）：参考 Flutter 官方安装文档
+- 或单独安装 Dart SDK：访问 `https://dart.dev/get-dart`
+
+验证安装：
+
+```bash
+dart --version
+```
+
+### 常用命令
+
+```bash
+# 运行 Dart 文件
+dart run bin/main.dart
+
+# 创建新的 Dart 控制台项目
+dart create -t console dart_demo
+
+# 代码格式化
+dart format .
+
+# 静态检查
+dart analyze
+```
+
+## 语法基础
+
+### 变量与常量
+
+```dart
+// 明确类型
+type name = value;
+int age = 18;
+String username = 'alice';
+
+// 使用 var/const/final
+var city = 'Beijing';     // 推断为 String
+final createdAt = DateTime.now(); // 运行期常量
+const pi = 3.1415926;     // 编译期常量
+
+// 可空与非空（空安全）
+int? maybeNumber;         // 可为 null
+int count = 0;            // 非空，必须初始化
+```
+
+### 内置类型与字面量
+
+```dart
+int a = 1;
+double b = 2.5;
+bool ok = true;
+String s = 'hello';
+
+// 字符串插值
+String greet = 'Hi, $s, a+b=${a + b}';
+
+// 集合
+List<int> numbers = [1, 2, 3];
+Set<String> tags = {'a', 'b'};
+Map<String, int> score = {'Tom': 90, 'Jerry': 88};
+```
+
+### 控制流
+
+```dart
+if (a > 0) {
+  // ...
+} else if (a == 0) {
+} else {}
+
+for (var i = 0; i < 3; i++) {
+  // ...
+}
+
+for (final n in numbers) {
+  // ...
+}
+
+while (a < 5) {
+  a++;
+}
+
+do {
+  a--;
+} while (a > 0);
+```
+
+### 函数与参数
+
+```dart
+// 普通函数
+int add(int x, int y) {
+  return x + y;
+}
+
+// 表达式函数
+int sub(int x, int y) => x - y;
+
+// 可选命名参数（带默认值）
+String formatUser(String name, {int age = 18, String city = 'Beijing'}) {
+  return '$name, $age, $city';
+}
+
+// 可选位置参数
+String join(String a, [String b = '', String c = '']) => '$a$b$c';
+
+// 匿名函数/高阶函数
+void apply(List<int> list, int Function(int) f) {
+  for (var i = 0; i < list.length; i++) {
+    list[i] = f(list[i]);
+  }
+}
+```
+
+## 面向对象
+
+### 类与构造函数
+
+```dart
+class Person {
+  final String name;
+  int age;
+
+  // 常规构造
+  Person(this.name, this.age);
+
+  // 命名构造函数
+  Person.fromJson(Map<String, dynamic> json)
+      : name = json['name'],
+        age = json['age'];
+
+  // 工厂构造（可返回缓存或子类）
+  factory Person.empty() => Person('unknown', 0);
+
+  void birthday() => age++;
+  @override
+  String toString() => 'Person(name: $name, age: $age)';
+}
+```
+
+### 继承、接口、抽象
+
+```dart
+abstract class Animal {
+  void speak();
+}
+
+class Dog extends Animal {
+  @override
+  void speak() => print('Woof');
+}
+
+// Dart 没有单独的 interface 关键字，任何类都可作为接口被 implements
+class Loggable {
+  void log(String msg) => print('[LOG] $msg');
+}
+
+class LoggerDog extends Dog implements Loggable {
+  @override
+  void log(String msg) => print('[Dog] $msg');
+}
+```
+
+### Mixins 与扩展方法
+
+```dart
+mixin Walkable {
+  void walk() => print('Walking');
+}
+
+class Cat with Walkable {}
+
+extension StringX on String {
+  String capitalize() => isEmpty ? this : this[0].toUpperCase() + substring(1);
+}
+```
+
+## 集合与可迭代
+
+```dart
+final list = <int>[1, 2, 3];
+list.add(4);
+final doubled = list.map((e) => e * 2).toList();
+final filtered = list.where((e) => e.isEven).toList();
+
+final set = <String>{'a', 'b'}..add('a'); // 仍为 {a,b}
+
+final map = <String, int>{'a': 1, 'b': 2};
+map['c'] = 3;
+map.update('a', (v) => v + 10, ifAbsent: () => 0);
+```
+
+## 空安全与可空类型
+
+```dart
+int? maybe;
+// 空判断
+final v = maybe ?? 0;       // null 合并
+// 条件访问
+print(maybe?.toString());   // maybe 为 null 时结果为 null
+// 断言非空（谨慎使用）
+int sure = maybe!;          // 若 maybe 为 null 将抛异常
+```
+
+## 异步编程：Future 与 Stream
+
+### Future 与 async/await
+
+```dart
+Future<int> fetchNumber() async {
+  await Future.delayed(Duration(milliseconds: 300));
+  return 42;
+}
+
+Future<void> main() async {
+  try {
+    final n = await fetchNumber();
+    print('result: $n');
+  } catch (e) {
+    print('error: $e');
+  }
+}
+```
+
+### Stream（数据流）
+
+```dart
+Stream<int> counter(int max) async* {
+  for (var i = 1; i <= max; i++) {
+    await Future.delayed(Duration(milliseconds: 100));
+    yield i;
+  }
+}
+
+void listenDemo() async {
+  await for (final v in counter(5)) {
+    print('tick: $v');
+  }
+}
+```
+
+## 错误与异常
+
+```dart
+int safeParse(String s) {
+  try {
+    return int.parse(s);
+  } on FormatException {
+    return -1;
+  } catch (e, st) {
+    // 其它错误
+    print('error: $e');
+    print(st);
+    rethrow; // 需要时可继续上抛
+  } finally {
+    // 收尾工作
+  }
+}
+```
+
+## 包管理（pub）
+
+`pubspec.yaml` 示例：
+
+```yaml
+name: dart_demo
+description: Demo project
+version: 0.1.0
+environment:
+  sdk: ">=3.0.0 <4.0.0"
+dependencies:
+  http: ^1.2.0
+dev_dependencies:
+  test: ^1.25.0
+```
+
+常用命令：
+
+```bash
+# 获取依赖
+dart pub get
+
+# 升级依赖
+dart pub upgrade
+
+# 运行测试
+dart test
+```
+
+使用第三方包：
+
+```dart
+import 'package:http/http.dart' as http;
+
+Future<void> fetchTodo() async {
+  final res = await http.get(Uri.parse('https://jsonplaceholder.typicode.com/todos/1'));
+  if (res.statusCode == 200) {
+    print(res.body);
+  }
+}
+```
+
+## CLI 项目示例
+
+项目结构：
+
+```
+project/
+├─ bin/
+│  └─ main.dart
+├─ lib/
+│  └─ utils.dart
+└─ pubspec.yaml
+```
+
+`bin/main.dart`：
+
+```dart
+import 'package:project/utils.dart';
+
+void main(List<String> args) {
+  print('Args: $args');
+  print(sum([1, 2, 3]));
+}
+```
+
+`lib/utils.dart`：
+
+```dart
+int sum(List<int> nums) => nums.fold(0, (a, b) => a + b);
+```
+
+运行：
+
+```bash
+dart run bin/main.dart a b c
+```
+
+## 并发模型：Isolates（了解）
+
+Dart 通过 Isolate 提供多线程并行能力，每个 Isolate 有独立内存，通过消息传递通信：
+
+```dart
+import 'dart:isolate';
+
+void worker(SendPort send) {
+  send.send('hello from isolate');
+}
+
+Future<void> spawnDemo() async {
+  final receive = ReceivePort();
+  await Isolate.spawn(worker, receive.sendPort);
+  receive.listen((msg) {
+    print(msg);
+    receive.close();
+  });
+}
+```
+
+## 与 Flutter 的关系
+
+- Flutter 使用 Dart 构建跨平台 UI
+- 学习 Dart 语法与异步编程，将帮助更快掌握 Flutter
+- 常配合：`dart devtools`、`flutter pub` 等工具链
+
+## 最佳实践
+
+- 开启分析与格式化：`dart analyze`、`dart format`
+- 善用空安全：优先非空类型，必要时使用可空与 null 合并
+- 纯函数与不可变：尽量减少副作用，提高可测试性
+- 分层与模块化：清晰的包与库划分，避免循环依赖
+- 单元测试优先：使用 `package:test` 覆盖核心逻辑
+
+## 学习资源
+
+- 官方文档：`https://dart.dev/`
+- 语言导览：`https://dart.dev/language`
+- 包搜索：`https://pub.dev/`
+- 异步指南：`https://dart.dev/codelabs/async-await`
+
+## 常见问题
+
+- Q: Dart 与 Java/Kotlin/TS 的关系？
+  - A: 语法风格相近（强类型、OOP、泛函特性），但 Dart 拥有自己的运行时与工具链，AOT/JIT 并存。
+- Q: 需要先学 Flutter 吗？
+  - A: 不需要。可先用 Dart 写 CLI/脚本/后端，打好语言与异步基础再上手 Flutter 更顺利。
+- Q: 空安全会带来不便吗？
+  - A: 初期需要适应，但能显著减少 NPE 类错误，建议拥抱空安全与类型系统。
diff --git a/beisi_rag/data/docs/tutorial/language/markdown.md b/beisi_rag/data/docs/tutorial/language/markdown.md
new file mode 100644
index 00000000..6bc70c69
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/markdown.md
@@ -0,0 +1,86 @@
+---
+sidebar_label: "Markdown"
+sidebar_position: 3
+slug: markdown
+---
+
+# Markdown 教程
+
+[Markdown 简单教程](https://www.bilibili.com/video/BV1si4y1472o/?share_source=copy_web&vd_source=7f54efe1da20c04e64d8b69684311984)
+
+## Markdown 常用语法参考
+
+### 1. 标题语法
+
+一个“#”代表一级标题，  
+两个“#”代表二级标题，  
+三个“#”代表三级标题  
+示例：
+
+#### 四级标题
+
+##### 五级标题
+
+###### 六级标题
+
+### 2. 列表语法
+
+“1. ”是列表语法的标志，数字加小数点加**空格**
+
+### 3. 表格语法
+
+表格的列与列之间用“|”隔开  
+第一行是表头，如：
+
+```
+| 标题1 | 标题2 | 标题3 |
+```
+
+第二行说明了表格的对齐方式，如：
+
+```
+|:------|:-----:|------:|
+```
+
+第三行开始是正式的表格，如：
+
+```
+| 内容1 | 内容2 | 内容3 |
+| 内容4 | 内容5 | 内容6 |
+```
+
+示例：  
+| 标题 1 | 标题 2 | 标题 3 |
+|-------|-------|-------|
+| 内容 1 | 内容 2 | 内容 3 |
+| 内容 4 | 内容 5 | 内容 6 |
+
+### 4. 代码块语法
+
+单个反引号包裹行内代码，如`print(hello world!)`，  
+三个反引号包裹代码块，如：
+
+```python
+print(hello world!)
+```
+
+### 插入图片语法
+
+```
+![image-name](path/image.png)
+```
+
+```
+<img src=".path/image.png" style="width: 50%; max-width: 600px;" />
+```
+
+### 5. 换行语法
+
+两个空格加回车换行
+
+## VS code Markdown 推荐插件
+
+1. Markdown All in One  
+   ![alt text](../../../src/image/t_image22.png)
+2. Markdown Link Updater  
+   ![alt text](../../../src/image/t_image21.png)
diff --git a/beisi_rag/data/docs/tutorial/language/python.md b/beisi_rag/data/docs/tutorial/language/python.md
new file mode 100644
index 00000000..598ce9cf
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/python.md
@@ -0,0 +1,592 @@
+---
+sidebar_label: "Python"
+sidebar_position: 4
+slug: python
+---
+
+# Python 教程
+
+Python 是一种高级、解释型、通用的编程语言。它以简洁的语法和强大的功能而闻名，被广泛应用于 Web 开发、数据科学、人工智能、自动化脚本等领域。
+
+## Python 的特点
+
+- **简洁易读**：语法简洁，接近自然语言
+- **跨平台**：支持 Windows、macOS、Linux 等操作系统
+- **丰富的库**：拥有庞大的标准库和第三方库
+- **开源免费**：完全开源，社区活跃
+- **多范式**：支持面向对象、函数式、过程式编程
+
+## 环境搭建
+
+### 安装 Python
+
+#### Windows
+
+1. 访问 [Python 官网](https://www.python.org/downloads/)
+2. 下载最新版本的 Python
+3. 运行安装程序，勾选 "Add Python to PATH"
+4. 验证安装：打开命令提示符，输入 `python --version`
+
+#### macOS
+
+```bash
+# 使用 Homebrew 安装
+brew install python
+
+# 或下载官方安装包
+# 访问 https://www.python.org/downloads/macos/
+```
+
+#### Linux
+
+```bash
+# Ubuntu/Debian
+sudo apt update
+sudo apt install python3 python3-pip
+
+# CentOS/RHEL
+sudo yum install python3 python3-pip
+```
+
+### 虚拟环境
+
+```bash
+# 创建虚拟环境
+python -m venv myenv
+
+# 激活虚拟环境
+# Windows
+myenv\Scripts\activate
+
+# macOS/Linux
+source myenv/bin/activate
+
+# 退出虚拟环境
+deactivate
+```
+
+### 包管理
+
+```bash
+# 安装包
+pip install package_name
+
+# 安装特定版本
+pip install package_name==1.0.0
+
+# 从 requirements.txt 安装
+pip install -r requirements.txt
+
+# 生成 requirements.txt
+pip freeze > requirements.txt
+```
+
+## 基础语法
+
+### 变量和数据类型
+
+```python
+# 数字类型
+age = 25                    # 整数
+height = 5.9              # 浮点数
+complex_num = 3 + 4j      # 复数
+
+# 字符串
+name = "张三"
+message = 'Hello, World!'
+multiline = """这是一个
+多行字符串"""
+
+# 布尔类型
+is_student = True
+is_working = False
+
+# 列表
+fruits = ["苹果", "香蕉", "橙子"]
+numbers = [1, 2, 3, 4, 5]
+
+# 元组
+coordinates = (10, 20)
+colors = ("红色", "绿色", "蓝色")
+
+# 字典
+person = {
+    "name": "李四",
+    "age": 30,
+    "city": "北京"
+}
+
+# 集合
+unique_numbers = {1, 2, 3, 4, 5}
+```
+
+### 控制流
+
+```python
+# 条件语句
+age = 18
+if age >= 18:
+    print("成年人")
+elif age >= 13:
+    print("青少年")
+else:
+    print("儿童")
+
+# 循环语句
+# for 循环
+for i in range(5):
+    print(i)
+
+# 遍历列表
+fruits = ["苹果", "香蕉", "橙子"]
+for fruit in fruits:
+    print(fruit)
+
+# while 循环
+count = 0
+while count < 5:
+    print(count)
+    count += 1
+
+# 循环控制
+for i in range(10):
+    if i == 3:
+        continue  # 跳过当前迭代
+    if i == 7:
+        break     # 退出循环
+    print(i)
+```
+
+### 函数
+
+```python
+# 定义函数
+def greet(name):
+    return f"Hello, {name}!"
+
+# 调用函数
+message = greet("张三")
+print(message)
+
+# 带默认参数的函数
+def introduce(name, age=25, city="北京"):
+    return f"我是{name}，{age}岁，来自{city}"
+
+# 可变参数
+def sum_numbers(*args):
+    return sum(args)
+
+result = sum_numbers(1, 2, 3, 4, 5)
+
+# 关键字参数
+def create_profile(**kwargs):
+    for key, value in kwargs.items():
+        print(f"{key}: {value}")
+
+create_profile(name="李四", age=30, city="上海")
+
+# Lambda 函数
+square = lambda x: x ** 2
+print(square(5))  # 输出: 25
+```
+
+### 类和对象
+
+```python
+# 定义类
+class Person:
+    def __init__(self, name, age):
+        self.name = name
+        self.age = age
+
+    def introduce(self):
+        return f"我是{self.name}，{self.age}岁"
+
+    def have_birthday(self):
+        self.age += 1
+        return f"{self.name}现在{self.age}岁了"
+
+# 创建对象
+person1 = Person("张三", 25)
+print(person1.introduce())
+
+# 继承
+class Student(Person):
+    def __init__(self, name, age, student_id):
+        super().__init__(name, age)
+        self.student_id = student_id
+
+    def study(self, subject):
+        return f"{self.name}正在学习{subject}"
+
+student = Student("李四", 20, "2023001")
+print(student.study("Python"))
+```
+
+## 数据结构
+
+### 列表操作
+
+```python
+# 创建列表
+numbers = [1, 2, 3, 4, 5]
+fruits = ["苹果", "香蕉", "橙子"]
+
+# 访问元素
+print(numbers[0])      # 第一个元素
+print(numbers[-1])     # 最后一个元素
+print(numbers[1:3])    # 切片
+
+# 修改列表
+numbers.append(6)      # 添加元素
+numbers.insert(0, 0)   # 在指定位置插入
+numbers.remove(3)      # 删除元素
+numbers.pop()          # 删除并返回最后一个元素
+
+# 列表推导式
+squares = [x**2 for x in range(10)]
+even_numbers = [x for x in range(20) if x % 2 == 0]
+```
+
+### 字典操作
+
+```python
+# 创建字典
+person = {
+    "name": "张三",
+    "age": 25,
+    "city": "北京"
+}
+
+# 访问值
+print(person["name"])
+print(person.get("age", 0))  # 带默认值
+
+# 修改字典
+person["age"] = 26
+person["email"] = "zhangsan@example.com"
+
+# 遍历字典
+for key, value in person.items():
+    print(f"{key}: {value}")
+
+# 字典推导式
+squares_dict = {x: x**2 for x in range(5)}
+```
+
+### 集合操作
+
+```python
+# 创建集合
+set1 = {1, 2, 3, 4, 5}
+set2 = {4, 5, 6, 7, 8}
+
+# 集合运算
+union = set1 | set2        # 并集
+intersection = set1 & set2 # 交集
+difference = set1 - set2   # 差集
+
+# 集合方法
+set1.add(6)               # 添加元素
+set1.remove(1)            # 删除元素
+set1.discard(2)           # 安全删除
+```
+
+## 文件操作
+
+### 文件读写
+
+```python
+# 写入文件
+with open("example.txt", "w", encoding="utf-8") as file:
+    file.write("Hello, World!")
+    file.write("\n这是第二行")
+
+# 读取文件
+with open("example.txt", "r", encoding="utf-8") as file:
+    content = file.read()
+    print(content)
+
+# 逐行读取
+with open("example.txt", "r", encoding="utf-8") as file:
+    for line in file:
+        print(line.strip())
+
+# 读取所有行
+with open("example.txt", "r", encoding="utf-8") as file:
+    lines = file.readlines()
+```
+
+### CSV 文件处理
+
+```python
+import csv
+
+# 写入 CSV
+data = [
+    ["姓名", "年龄", "城市"],
+    ["张三", 25, "北京"],
+    ["李四", 30, "上海"]
+]
+
+with open("data.csv", "w", newline="", encoding="utf-8") as file:
+    writer = csv.writer(file)
+    writer.writerows(data)
+
+# 读取 CSV
+with open("data.csv", "r", encoding="utf-8") as file:
+    reader = csv.reader(file)
+    for row in reader:
+        print(row)
+```
+
+## 异常处理
+
+### 基本异常处理
+
+```python
+# try-except
+try:
+    result = 10 / 0
+except ZeroDivisionError:
+    print("不能除以零")
+except Exception as e:
+    print(f"发生错误: {e}")
+
+# try-except-else-finally
+try:
+    file = open("example.txt", "r")
+    content = file.read()
+except FileNotFoundError:
+    print("文件不存在")
+else:
+    print("文件读取成功")
+finally:
+    print("清理资源")
+```
+
+### 自定义异常
+
+```python
+class CustomError(Exception):
+    def __init__(self, message):
+        self.message = message
+        super().__init__(self.message)
+
+def validate_age(age):
+    if age < 0:
+        raise CustomError("年龄不能为负数")
+    if age > 150:
+        raise CustomError("年龄不能超过150岁")
+    return True
+
+try:
+    validate_age(-5)
+except CustomError as e:
+    print(f"验证失败: {e.message}")
+```
+
+## 模块和包
+
+### 创建模块
+
+```python
+# math_utils.py
+def add(a, b):
+    return a + b
+
+def multiply(a, b):
+    return a * b
+
+def power(a, b):
+    return a ** b
+
+# 使用模块
+import math_utils
+
+result = math_utils.add(5, 3)
+print(result)
+
+# 或者
+from math_utils import add, multiply
+result = add(5, 3)
+```
+
+### 创建包
+
+```python
+# 创建包结构
+# mypackage/
+#     __init__.py
+#     module1.py
+#     module2.py
+
+# __init__.py
+from .module1 import function1
+from .module2 import function2
+
+__all__ = ['function1', 'function2']
+
+# 使用包
+from mypackage import function1, function2
+```
+
+## 常用库
+
+### 数据处理
+
+```python
+# NumPy - 数值计算
+import numpy as np
+
+# 创建数组
+arr = np.array([1, 2, 3, 4, 5])
+matrix = np.array([[1, 2], [3, 4]])
+
+# 数组运算
+result = arr * 2
+sum_result = np.sum(arr)
+
+# Pandas - 数据分析
+import pandas as pd
+
+# 创建 DataFrame
+data = {
+    'Name': ['张三', '李四', '王五'],
+    'Age': [25, 30, 35],
+    'City': ['北京', '上海', '广州']
+}
+df = pd.DataFrame(data)
+
+# 数据操作
+print(df.head())
+print(df.describe())
+filtered_df = df[df['Age'] > 25]
+```
+
+### Web 开发
+
+```python
+# Flask - 轻量级 Web 框架
+from flask import Flask, render_template, request
+
+app = Flask(__name__)
+
+@app.route('/')
+def home():
+    return 'Hello, World!'
+
+@app.route('/user/<name>')
+def user(name):
+    return f'Hello, {name}!'
+
+if __name__ == '__main__':
+    app.run(debug=True)
+
+# Requests - HTTP 库
+import requests
+
+response = requests.get('https://api.github.com/users/octocat')
+data = response.json()
+print(data['name'])
+```
+
+### 数据可视化
+
+```python
+# Matplotlib - 绘图库
+import matplotlib.pyplot as plt
+
+# 创建图表
+x = [1, 2, 3, 4, 5]
+y = [2, 4, 6, 8, 10]
+
+plt.plot(x, y)
+plt.xlabel('X 轴')
+plt.ylabel('Y 轴')
+plt.title('示例图表')
+plt.show()
+
+# Seaborn - 统计图表
+import seaborn as sns
+import pandas as pd
+
+# 创建示例数据
+data = pd.DataFrame({
+    'x': [1, 2, 3, 4, 5],
+    'y': [2, 4, 6, 8, 10]
+})
+
+sns.scatterplot(data=data, x='x', y='y')
+plt.show()
+```
+
+## 最佳实践
+
+### 代码风格
+
+```python
+# PEP 8 风格指南
+def calculate_average(numbers):
+    """
+    计算数字列表的平均值
+
+    Args:
+        numbers (list): 数字列表
+
+    Returns:
+        float: 平均值
+    """
+    if not numbers:
+        return 0
+    return sum(numbers) / len(numbers)
+
+# 使用类型提示
+from typing import List, Optional
+
+def process_data(data: List[int], threshold: Optional[int] = None) -> float:
+    if threshold is None:
+        threshold = 10
+
+    filtered_data = [x for x in data if x > threshold]
+    return sum(filtered_data) / len(filtered_data) if filtered_data else 0
+```
+
+### 测试
+
+```python
+import unittest
+
+class TestCalculator(unittest.TestCase):
+    def test_add(self):
+        self.assertEqual(add(2, 3), 5)
+        self.assertEqual(add(-1, 1), 0)
+
+    def test_multiply(self):
+        self.assertEqual(multiply(2, 3), 6)
+        self.assertEqual(multiply(-2, 3), -6)
+
+if __name__ == '__main__':
+    unittest.main()
+```
+
+## 学习资源
+
+- [Python 官方文档](https://docs.python.org/zh-cn/3/)
+- [Python 教程 - 菜鸟教程](https://www.runoob.com/python/python-tutorial.html)
+- [Python 进阶指南](https://python-guide.readthedocs.io/)
+- [Real Python](https://realpython.com/)
+
+## 常见问题
+
+### Q: Python 2 和 Python 3 有什么区别？
+
+A: Python 3 是 Python 的未来，有更好的 Unicode 支持、语法改进等。建议使用 Python 3。
+
+### Q: 如何提高 Python 代码性能？
+
+A: 使用适当的数据结构、避免不必要的循环、使用生成器、考虑使用 NumPy 等优化库。
+
+### Q: 如何处理 Python 中的内存问题？
+
+A: 使用生成器、及时释放大对象、使用 `del` 语句、监控内存使用情况。
diff --git a/beisi_rag/data/docs/tutorial/language/typescript.md b/beisi_rag/data/docs/tutorial/language/typescript.md
new file mode 100644
index 00000000..fd461227
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/typescript.md
@@ -0,0 +1,688 @@
+---
+sidebar_label: "TypeScript"
+sidebar_position: 1
+slug: typescript
+---
+
+# TypeScript 教程
+
+TypeScript 是 JavaScript 的超集，由 Microsoft 开发。它添加了静态类型检查，让 JavaScript 代码更加安全、可维护，特别适合大型项目的开发。
+
+## TypeScript 的特点
+
+- **静态类型检查**：编译时发现类型错误
+- **更好的 IDE 支持**：智能提示、自动补全、重构
+- **渐进式采用**：可以逐步将 JavaScript 项目迁移到 TypeScript
+- **现代 JavaScript 特性**：支持最新的 ECMAScript 特性
+- **大型项目友好**：适合团队协作和大型项目开发
+
+## 环境搭建
+
+### 安装 TypeScript
+
+```bash
+# 全局安装
+npm install -g typescript
+
+# 或项目本地安装
+npm install --save-dev typescript
+
+# 验证安装
+tsc --version
+```
+
+### 初始化项目
+
+```bash
+# 创建项目目录
+mkdir my-typescript-project
+cd my-typescript-project
+
+# 初始化 package.json
+npm init -y
+
+# 安装 TypeScript
+npm install --save-dev typescript @types/node
+
+# 初始化 TypeScript 配置
+npx tsc --init
+```
+
+### 配置文件
+
+```json
+// tsconfig.json
+{
+  "compilerOptions": {
+    "target": "ES2020", // 编译目标
+    "module": "commonjs", // 模块系统
+    "lib": ["ES2020", "DOM"], // 包含的库
+    "outDir": "./dist", // 输出目录
+    "rootDir": "./src", // 源码目录
+    "strict": true, // 严格模式
+    "esModuleInterop": true, // ES 模块互操作
+    "skipLibCheck": true, // 跳过库检查
+    "forceConsistentCasingInFileNames": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist"]
+}
+```
+
+## 基础类型
+
+### 基本类型
+
+```typescript
+// 数字
+let age: number = 25;
+let height: number = 5.9;
+
+// 字符串
+let name: string = "张三";
+let message: string = `你好，${name}！`;
+
+// 布尔值
+let isStudent: boolean = true;
+let isWorking: boolean = false;
+
+// 数组
+let numbers: number[] = [1, 2, 3, 4, 5];
+let fruits: string[] = ["苹果", "香蕉", "橙子"];
+
+// 元组
+let person: [string, number] = ["张三", 25];
+
+// 枚举
+enum Color {
+  Red = "red",
+  Green = "green",
+  Blue = "blue",
+}
+let favoriteColor: Color = Color.Red;
+
+// 任意类型
+let anything: any = 42;
+anything = "字符串";
+anything = true;
+
+// 空值
+let nothing: void = undefined;
+let nullValue: null = null;
+let undefinedValue: undefined = undefined;
+
+// 永不存在的值
+function throwError(): never {
+  throw new Error("错误");
+}
+```
+
+### 联合类型
+
+```typescript
+// 联合类型
+let id: string | number;
+id = "123";
+id = 456;
+
+// 字面量类型
+let direction: "up" | "down" | "left" | "right";
+direction = "up";
+
+// 类型别名
+type Status = "loading" | "success" | "error";
+let currentStatus: Status = "loading";
+```
+
+## 接口
+
+### 基本接口
+
+```typescript
+// 定义接口
+interface Person {
+  name: string;
+  age: number;
+  email?: string; // 可选属性
+  readonly id: number; // 只读属性
+}
+
+// 使用接口
+let user: Person = {
+  name: "张三",
+  age: 25,
+  id: 1,
+};
+
+// 可选属性
+let user2: Person = {
+  name: "李四",
+  age: 30,
+  id: 2,
+  // email 是可选的，可以不提供
+};
+```
+
+### 函数接口
+
+```typescript
+// 函数类型接口
+interface SearchFunc {
+  (source: string, subString: string): boolean;
+}
+
+let mySearch: SearchFunc = function (src: string, sub: string): boolean {
+  let result = src.search(sub);
+  return result > -1;
+};
+
+// 可索引接口
+interface StringArray {
+  [index: number]: string;
+}
+
+let myArray: StringArray = ["Bob", "Fred"];
+```
+
+### 类接口
+
+```typescript
+// 类接口
+interface ClockInterface {
+  currentTime: Date;
+  setTime(d: Date): void;
+}
+
+class Clock implements ClockInterface {
+  currentTime: Date = new Date();
+  setTime(d: Date) {
+    this.currentTime = d;
+  }
+}
+```
+
+## 类
+
+### 基本类
+
+```typescript
+class Animal {
+  // 属性
+  name: string;
+  private age: number; // 私有属性
+  protected species: string; // 受保护属性
+  public isAlive: boolean = true; // 公共属性
+
+  // 构造函数
+  constructor(name: string, age: number, species: string) {
+    this.name = name;
+    this.age = age;
+    this.species = species;
+  }
+
+  // 方法
+  speak(): string {
+    return `${this.name} makes a sound`;
+  }
+
+  // 私有方法
+  private getAge(): number {
+    return this.age;
+  }
+
+  // 静态方法
+  static create(name: string): Animal {
+    return new Animal(name, 0, "unknown");
+  }
+}
+
+// 使用类
+let dog = new Animal("旺财", 3, "狗");
+console.log(dog.speak());
+```
+
+### 继承
+
+```typescript
+// 基类
+class Vehicle {
+  protected brand: string;
+  protected year: number;
+
+  constructor(brand: string, year: number) {
+    this.brand = brand;
+    this.year = year;
+  }
+
+  start(): string {
+    return `${this.brand} started`;
+  }
+}
+
+// 派生类
+class Car extends Vehicle {
+  private doors: number;
+
+  constructor(brand: string, year: number, doors: number) {
+    super(brand, year);
+    this.doors = doors;
+  }
+
+  // 重写方法
+  start(): string {
+    return `Car ${super.start()}`;
+  }
+
+  // 新方法
+  openTrunk(): string {
+    return "Trunk opened";
+  }
+}
+
+// 使用继承
+let myCar = new Car("Toyota", 2020, 4);
+console.log(myCar.start());
+```
+
+### 抽象类
+
+```typescript
+// 抽象类
+abstract class Shape {
+  protected color: string;
+
+  constructor(color: string) {
+    this.color = color;
+  }
+
+  // 抽象方法
+  abstract getArea(): number;
+  abstract getPerimeter(): number;
+
+  // 具体方法
+  getColor(): string {
+    return this.color;
+  }
+}
+
+// 实现抽象类
+class Circle extends Shape {
+  private radius: number;
+
+  constructor(color: string, radius: number) {
+    super(color);
+    this.radius = radius;
+  }
+
+  getArea(): number {
+    return Math.PI * this.radius * this.radius;
+  }
+
+  getPerimeter(): number {
+    return 2 * Math.PI * this.radius;
+  }
+}
+```
+
+## 泛型
+
+### 基本泛型
+
+```typescript
+// 泛型函数
+function identity<T>(arg: T): T {
+  return arg;
+}
+
+let output = identity<string>("hello");
+let output2 = identity<number>(42);
+
+// 泛型接口
+interface GenericIdentityFn<T> {
+  (arg: T): T;
+}
+
+let myIdentity: GenericIdentityFn<number> = identity;
+
+// 泛型类
+class GenericNumber<T> {
+  zeroValue: T;
+  add: (x: T, y: T) => T;
+}
+
+let myGenericNumber = new GenericNumber<number>();
+myGenericNumber.zeroValue = 0;
+myGenericNumber.add = function (x, y) {
+  return x + y;
+};
+```
+
+### 泛型约束
+
+```typescript
+// 泛型约束
+interface Lengthwise {
+  length: number;
+}
+
+function loggingIdentity<T extends Lengthwise>(arg: T): T {
+  console.log(arg.length);
+  return arg;
+}
+
+// 在泛型约束中使用类型参数
+function getProperty<T, K extends keyof T>(obj: T, key: K): T[K] {
+  return obj[key];
+}
+
+let x = { a: 1, b: 2, c: 3, d: 4 };
+getProperty(x, "a"); // 正确
+getProperty(x, "m"); // 错误
+```
+
+## 模块
+
+### 导出
+
+```typescript
+// math.ts
+export function add(a: number, b: number): number {
+  return a + b;
+}
+
+export function multiply(a: number, b: number): number {
+  return a * b;
+}
+
+export const PI = 3.14159;
+
+// 默认导出
+export default function subtract(a: number, b: number): number {
+  return a - b;
+}
+
+// 重新导出
+export { add as addNumbers } from "./math";
+```
+
+### 导入
+
+```typescript
+// main.ts
+import subtract, { add, multiply, PI } from "./math";
+import * as MathUtils from "./math";
+
+console.log(add(2, 3)); // 5
+console.log(multiply(2, 3)); // 6
+console.log(subtract(5, 2)); // 3
+console.log(PI); // 3.14159
+
+// 使用命名空间导入
+console.log(MathUtils.add(2, 3));
+```
+
+## 装饰器
+
+### 类装饰器
+
+```typescript
+// 装饰器函数
+function sealed(constructor: Function) {
+  Object.seal(constructor);
+  Object.seal(constructor.prototype);
+}
+
+@sealed
+class BugReport {
+  type = "report";
+  title: string;
+
+  constructor(t: string) {
+    this.title = t;
+  }
+}
+```
+
+### 方法装饰器
+
+```typescript
+function enumerable(value: boolean) {
+  return function (
+    target: any,
+    propertyKey: string,
+    descriptor: PropertyDescriptor
+  ) {
+    descriptor.enumerable = value;
+  };
+}
+
+class Greeter {
+  greeting: string;
+  constructor(message: string) {
+    this.greeting = message;
+  }
+
+  @enumerable(false)
+  greet() {
+    return "Hello, " + this.greeting;
+  }
+}
+```
+
+## 高级类型
+
+### 映射类型
+
+```typescript
+// 映射类型
+type Partial<T> = {
+  [P in keyof T]?: T[P];
+};
+
+type Required<T> = {
+  [P in keyof T]-?: T[P];
+};
+
+// 使用映射类型
+interface User {
+  name: string;
+  age: number;
+  email: string;
+}
+
+type PartialUser = Partial<User>;
+type RequiredUser = Required<User>;
+```
+
+### 条件类型
+
+```typescript
+// 条件类型
+type NonNullable<T> = T extends null | undefined ? never : T;
+
+type Example1 = NonNullable<string | null>; // string
+type Example2 = NonNullable<number | undefined>; // number
+```
+
+### 工具类型
+
+```typescript
+// 内置工具类型
+interface Person {
+  name: string;
+  age: number;
+  email: string;
+}
+
+// Partial - 所有属性变为可选
+type PartialPerson = Partial<Person>;
+
+// Pick - 选择特定属性
+type NameAndAge = Pick<Person, "name" | "age">;
+
+// Omit - 排除特定属性
+type WithoutEmail = Omit<Person, "email">;
+
+// Record - 创建记录类型
+type StringRecord = Record<string, string>;
+
+// ReturnType - 获取函数返回类型
+function getUser() {
+  return { name: "John", age: 30 };
+}
+type User = ReturnType<typeof getUser>;
+```
+
+## 错误处理
+
+### 异常处理
+
+```typescript
+// 自定义错误类
+class ValidationError extends Error {
+  constructor(message: string) {
+    super(message);
+    this.name = "ValidationError";
+  }
+}
+
+// 错误处理函数
+function validateAge(age: number): void {
+  if (age < 0) {
+    throw new ValidationError("年龄不能为负数");
+  }
+  if (age > 150) {
+    throw new ValidationError("年龄不能超过150岁");
+  }
+}
+
+// 使用 try-catch
+try {
+  validateAge(-5);
+} catch (error) {
+  if (error instanceof ValidationError) {
+    console.error("验证错误:", error.message);
+  } else {
+    console.error("未知错误:", error);
+  }
+}
+```
+
+## 与 JavaScript 集成
+
+### 类型声明文件
+
+```typescript
+// types.d.ts
+declare module "my-library" {
+  export function doSomething(): void;
+  export const version: string;
+}
+
+// 全局声明
+declare global {
+  interface Window {
+    myGlobalVar: string;
+  }
+}
+
+// 模块声明
+declare module "*.css" {
+  const content: { [className: string]: string };
+  export default content;
+}
+```
+
+### 渐进式迁移
+
+```typescript
+// 1. 添加类型注解
+function greet(name: string): string {
+  return `Hello, ${name}!`;
+}
+
+// 2. 使用 any 类型过渡
+let data: any = fetchData();
+
+// 3. 逐步添加具体类型
+interface UserData {
+  name: string;
+  age: number;
+}
+
+let userData: UserData = data;
+```
+
+## 最佳实践
+
+### 类型设计
+
+```typescript
+// 使用联合类型而不是 any
+type Status = "loading" | "success" | "error";
+
+// 使用接口定义对象结构
+interface ApiResponse<T> {
+  data: T;
+  status: Status;
+  message?: string;
+}
+
+// 使用泛型提高复用性
+function createApiResponse<T>(data: T, status: Status): ApiResponse<T> {
+  return { data, status };
+}
+```
+
+### 代码组织
+
+```typescript
+// 使用命名空间组织代码
+namespace MyApp {
+  export interface User {
+    name: string;
+    age: number;
+  }
+
+  export class UserService {
+    static getUser(id: number): User {
+      // 实现
+      return { name: "John", age: 30 };
+    }
+  }
+}
+
+// 使用模块组织代码
+// user.ts
+export interface User {
+  name: string;
+  age: number;
+}
+
+export class UserService {
+  static getUser(id: number): User {
+    return { name: "John", age: 30 };
+  }
+}
+```
+
+## 学习资源
+
+- [TypeScript 官方文档](https://www.typescriptlang.org/docs/)
+- [TypeScript 中文文档](https://www.tslang.cn/)
+- [TypeScript 教程 - 菜鸟教程](https://www.runoob.com/typescript/ts-tutorial.html)
+- [TypeScript 深入理解](https://jkchao.github.io/typescript-book-chinese/)
+
+## 常见问题
+
+### Q: TypeScript 和 JavaScript 有什么区别？
+
+A: TypeScript 是 JavaScript 的超集，添加了静态类型检查，编译后生成 JavaScript 代码。
+
+### Q: 如何将现有的 JavaScript 项目迁移到 TypeScript？
+
+A: 可以逐步迁移，先添加类型注解，然后逐步完善类型定义。
+
+### Q: TypeScript 会影响性能吗？
+
+A: TypeScript 只在编译时进行类型检查，运行时性能与 JavaScript 相同。
diff --git a/beisi_rag/data/docs/tutorial/language/web/CSS.md b/beisi_rag/data/docs/tutorial/language/web/CSS.md
new file mode 100644
index 00000000..2640a3e1
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/web/CSS.md
@@ -0,0 +1,791 @@
+---
+sidebar_label: "CSS"
+sidebar_position: 2
+slug: css
+---
+
+# CSS 教程
+
+CSS（Cascading Style Sheets，层叠样式表）是一种样式表语言，用于描述 HTML 或 XML 文档的呈现。CSS 是 Web 三大核心技术之一，负责网页的视觉设计和布局。
+
+## CSS 的特点
+
+- **样式与内容分离**：将样式定义与 HTML 结构分离
+- **层叠性**：多个样式规则可以叠加应用
+- **继承性**：子元素可以继承父元素的样式
+- **优先级**：不同选择器有不同的优先级
+- **响应式设计**：支持不同设备和屏幕尺寸
+
+## CSS 基础语法
+
+### 基本语法结构
+
+```css
+/* 选择器 { 属性: 值; } */
+h1 {
+  color: blue;
+  font-size: 24px;
+}
+
+/* 多属性 */
+p {
+  color: red;
+  font-size: 16px;
+  line-height: 1.5;
+  margin: 10px 0;
+}
+```
+
+### 注释
+
+```css
+/* 这是单行注释 */
+
+/*
+这是多行注释
+可以跨越多行
+*/
+```
+
+## 选择器
+
+### 基本选择器
+
+```css
+/* 元素选择器 */
+h1 {
+  color: blue;
+}
+
+/* ID 选择器 */
+#header {
+  background-color: #f0f0f0;
+}
+
+/* 类选择器 */
+.highlight {
+  background-color: yellow;
+}
+
+/* 通用选择器 */
+* {
+  margin: 0;
+  padding: 0;
+}
+```
+
+### 组合选择器
+
+```css
+/* 后代选择器 */
+div p {
+  color: green;
+}
+
+/* 子选择器 */
+div > p {
+  color: red;
+}
+
+/* 相邻兄弟选择器 */
+h1 + p {
+  color: blue;
+}
+
+/* 通用兄弟选择器 */
+h1 ~ p {
+  color: green;
+}
+```
+
+### 属性选择器
+
+```css
+/* 属性存在选择器 */
+[title] {
+  color: blue;
+}
+
+/* 属性值选择器 */
+[type="text"] {
+  border: 1px solid #ccc;
+}
+
+/* 属性值包含选择器 */
+[class*="btn"] {
+  padding: 10px;
+}
+
+/* 属性值开始选择器 */
+[href^="https"] {
+  color: green;
+}
+
+/* 属性值结束选择器 */
+[src$=".jpg"] {
+  border: 2px solid #ccc;
+}
+```
+
+### 伪类选择器
+
+```css
+/* 链接伪类 */
+a:link {
+  color: blue;
+}
+a:visited {
+  color: purple;
+}
+a:hover {
+  color: red;
+}
+a:active {
+  color: green;
+}
+
+/* 结构伪类 */
+p:first-child {
+  font-weight: bold;
+}
+p:last-child {
+  margin-bottom: 0;
+}
+p:nth-child(2) {
+  color: blue;
+}
+p:nth-child(odd) {
+  background-color: #f0f0f0;
+}
+
+/* 表单伪类 */
+input:focus {
+  border-color: blue;
+}
+input:disabled {
+  opacity: 0.5;
+}
+input:checked {
+  background-color: green;
+}
+```
+
+### 伪元素选择器
+
+```css
+/* 首字母 */
+p::first-letter {
+  font-size: 2em;
+  font-weight: bold;
+}
+
+/* 首行 */
+p::first-line {
+  color: red;
+}
+
+/* 前后内容 */
+p::before {
+  content: "开始：";
+  color: green;
+}
+
+p::after {
+  content: "结束。";
+  color: blue;
+}
+```
+
+## 盒模型
+
+### 基本盒模型
+
+```css
+.box {
+  width: 200px; /* 内容宽度 */
+  height: 100px; /* 内容高度 */
+  padding: 20px; /* 内边距 */
+  border: 2px solid #000; /* 边框 */
+  margin: 10px; /* 外边距 */
+  background-color: #f0f0f0;
+}
+```
+
+### 盒模型类型
+
+```css
+/* 标准盒模型 */
+.standard-box {
+  box-sizing: content-box;
+  width: 200px;
+  padding: 20px;
+  border: 2px solid #000;
+  /* 总宽度 = 200 + 40 + 4 = 244px */
+}
+
+/* 边框盒模型 */
+.border-box {
+  box-sizing: border-box;
+  width: 200px;
+  padding: 20px;
+  border: 2px solid #000;
+  /* 总宽度 = 200px */
+}
+```
+
+## 布局
+
+### 文档流
+
+```css
+/* 块级元素 */
+.block {
+  display: block;
+  width: 100%;
+  margin: 10px 0;
+}
+
+/* 内联元素 */
+.inline {
+  display: inline;
+  margin: 0 5px;
+}
+
+/* 内联块元素 */
+.inline-block {
+  display: inline-block;
+  width: 200px;
+  margin: 10px;
+}
+```
+
+### Flexbox 布局
+
+```css
+/* Flex 容器 */
+.flex-container {
+  display: flex;
+  flex-direction: row; /* 主轴方向 */
+  justify-content: center; /* 主轴对齐 */
+  align-items: center; /* 交叉轴对齐 */
+  flex-wrap: wrap; /* 换行 */
+  gap: 20px; /* 间距 */
+}
+
+/* Flex 项目 */
+.flex-item {
+  flex: 1; /* 弹性增长 */
+  flex-basis: 200px; /* 基础大小 */
+  flex-shrink: 1; /* 收缩比例 */
+  flex-grow: 1; /* 增长比例 */
+}
+```
+
+### Grid 布局
+
+```css
+/* Grid 容器 */
+.grid-container {
+  display: grid;
+  grid-template-columns: 1fr 2fr 1fr; /* 列定义 */
+  grid-template-rows: auto 1fr auto; /* 行定义 */
+  gap: 20px; /* 间距 */
+  grid-template-areas:
+    "header header header"
+    "sidebar main aside"
+    "footer footer footer";
+}
+
+/* Grid 项目 */
+.grid-item {
+  grid-column: 1 / 3; /* 跨越列 */
+  grid-row: 1 / 2; /* 跨越行 */
+  grid-area: main; /* 网格区域 */
+}
+```
+
+### 定位
+
+```css
+/* 相对定位 */
+.relative {
+  position: relative;
+  top: 10px;
+  left: 20px;
+}
+
+/* 绝对定位 */
+.absolute {
+  position: absolute;
+  top: 50px;
+  right: 20px;
+}
+
+/* 固定定位 */
+.fixed {
+  position: fixed;
+  top: 0;
+  left: 0;
+  width: 100%;
+  z-index: 1000;
+}
+
+/* 粘性定位 */
+.sticky {
+  position: sticky;
+  top: 0;
+  background-color: white;
+}
+```
+
+## 样式属性
+
+### 文本样式
+
+```css
+.text-style {
+  font-family: Arial, sans-serif; /* 字体族 */
+  font-size: 16px; /* 字体大小 */
+  font-weight: bold; /* 字体粗细 */
+  font-style: italic; /* 字体样式 */
+  line-height: 1.5; /* 行高 */
+  text-align: center; /* 文本对齐 */
+  text-decoration: underline; /* 文本装饰 */
+  text-transform: uppercase; /* 文本转换 */
+  letter-spacing: 2px; /* 字母间距 */
+  word-spacing: 5px; /* 单词间距 */
+}
+```
+
+### 颜色和背景
+
+```css
+.color-background {
+  color: #333; /* 文字颜色 */
+  background-color: #f0f0f0; /* 背景颜色 */
+  background-image: url("bg.jpg"); /* 背景图片 */
+  background-size: cover; /* 背景大小 */
+  background-position: center; /* 背景位置 */
+  background-repeat: no-repeat; /* 背景重复 */
+  background-attachment: fixed; /* 背景固定 */
+}
+```
+
+### 边框和圆角
+
+```css
+.border-style {
+  border: 2px solid #000; /* 边框 */
+  border-radius: 10px; /* 圆角 */
+  border-top: 1px solid red; /* 上边框 */
+  border-left: 3px solid blue; /* 左边框 */
+  box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); /* 阴影 */
+}
+```
+
+### 尺寸和间距
+
+```css
+.size-spacing {
+  width: 300px; /* 宽度 */
+  height: 200px; /* 高度 */
+  max-width: 100%; /* 最大宽度 */
+  min-height: 100px; /* 最小高度 */
+  margin: 20px; /* 外边距 */
+  padding: 15px; /* 内边距 */
+  margin-top: 10px; /* 上外边距 */
+  padding-left: 20px; /* 左内边距 */
+}
+```
+
+## 响应式设计
+
+### 媒体查询
+
+```css
+/* 移动端样式 */
+@media (max-width: 768px) {
+  .container {
+    width: 100%;
+    padding: 10px;
+  }
+
+  .nav {
+    display: none;
+  }
+}
+
+/* 平板样式 */
+@media (min-width: 769px) and (max-width: 1024px) {
+  .container {
+    width: 90%;
+    max-width: 800px;
+  }
+}
+
+/* 桌面端样式 */
+@media (min-width: 1025px) {
+  .container {
+    width: 1200px;
+    margin: 0 auto;
+  }
+}
+```
+
+### 响应式图片
+
+```css
+.responsive-img {
+  max-width: 100%;
+  height: auto;
+}
+
+/* 不同屏幕尺寸的图片 */
+@media (max-width: 600px) {
+  .hero-image {
+    background-image: url("mobile-hero.jpg");
+  }
+}
+
+@media (min-width: 601px) {
+  .hero-image {
+    background-image: url("desktop-hero.jpg");
+  }
+}
+```
+
+## 动画和过渡
+
+### 过渡效果
+
+```css
+.transition {
+  transition: all 0.3s ease;
+  background-color: blue;
+}
+
+.transition:hover {
+  background-color: red;
+  transform: scale(1.1);
+}
+
+/* 具体属性过渡 */
+.specific-transition {
+  transition: background-color 0.5s ease, transform 0.3s ease-in-out;
+}
+```
+
+### 关键帧动画
+
+```css
+/* 定义动画 */
+@keyframes fadeIn {
+  from {
+    opacity: 0;
+    transform: translateY(20px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
+/* 应用动画 */
+.animate {
+  animation: fadeIn 1s ease-in-out;
+}
+
+/* 动画属性 */
+.animation-properties {
+  animation-name: fadeIn;
+  animation-duration: 2s;
+  animation-timing-function: ease;
+  animation-delay: 0.5s;
+  animation-iteration-count: infinite;
+  animation-direction: alternate;
+  animation-fill-mode: both;
+}
+```
+
+### 变换
+
+```css
+.transform {
+  transform: translate(50px, 100px); /* 位移 */
+  transform: rotate(45deg); /* 旋转 */
+  transform: scale(1.5); /* 缩放 */
+  transform: skew(10deg, 5deg); /* 倾斜 */
+
+  /* 组合变换 */
+  transform: translate(50px, 50px) rotate(45deg) scale(1.2);
+
+  /* 3D 变换 */
+  transform: rotateX(45deg) rotateY(30deg);
+  transform-style: preserve-3d;
+  perspective: 1000px;
+}
+```
+
+## CSS 预处理器
+
+### Sass/SCSS
+
+```scss
+// 变量
+$primary-color: #007bff;
+$font-size: 16px;
+
+// 嵌套
+.navbar {
+  background-color: $primary-color;
+
+  .nav-item {
+    padding: 10px;
+
+    &:hover {
+      background-color: darken($primary-color, 10%);
+    }
+  }
+}
+
+// 混合
+@mixin button-style($bg-color, $text-color) {
+  background-color: $bg-color;
+  color: $text-color;
+  padding: 10px 20px;
+  border: none;
+  border-radius: 4px;
+}
+
+.btn-primary {
+  @include button-style($primary-color, white);
+}
+
+// 继承
+%button-base {
+  padding: 10px 20px;
+  border: none;
+  border-radius: 4px;
+  cursor: pointer;
+}
+
+.btn {
+  @extend %button-base;
+}
+```
+
+### Less
+
+```less
+// 变量
+@primary-color: #007bff;
+@font-size: 16px;
+
+// 嵌套
+.navbar {
+  background-color: @primary-color;
+
+  .nav-item {
+    padding: 10px;
+
+    &:hover {
+      background-color: darken(@primary-color, 10%);
+    }
+  }
+}
+
+// 混合
+.button-style(@bg-color, @text-color) {
+  background-color: @bg-color;
+  color: @text-color;
+  padding: 10px 20px;
+  border: none;
+  border-radius: 4px;
+}
+
+.btn-primary {
+  .button-style(@primary-color, white);
+}
+```
+
+## CSS 框架
+
+### Bootstrap
+
+```html
+<!-- Bootstrap 网格系统 -->
+<div class="container">
+  <div class="row">
+    <div class="col-md-6 col-lg-4">
+      <div class="card">
+        <div class="card-body">
+          <h5 class="card-title">卡片标题</h5>
+          <p class="card-text">卡片内容</p>
+          <a href="#" class="btn btn-primary">按钮</a>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+```
+
+### Tailwind CSS
+
+```html
+<!-- Tailwind 实用类 -->
+<div class="max-w-md mx-auto bg-white rounded-xl shadow-md overflow-hidden">
+  <div class="md:flex">
+    <div class="md:shrink-0">
+      <img
+        class="h-48 w-full object-cover md:h-full md:w-48"
+        src="img.jpg"
+        alt="图片"
+      />
+    </div>
+    <div class="p-8">
+      <div
+        class="uppercase tracking-wide text-sm text-indigo-500 font-semibold"
+      >
+        分类
+      </div>
+      <a
+        href="#"
+        class="block mt-1 text-lg leading-tight font-medium text-black hover:underline"
+      >
+        标题
+      </a>
+      <p class="mt-2 text-slate-500">描述内容</p>
+    </div>
+  </div>
+</div>
+```
+
+## 最佳实践
+
+### 代码组织
+
+```css
+/* 1. 重置样式 */
+* {
+  margin: 0;
+  padding: 0;
+  box-sizing: border-box;
+}
+
+/* 2. 基础样式 */
+body {
+  font-family: Arial, sans-serif;
+  line-height: 1.6;
+  color: #333;
+}
+
+/* 3. 布局样式 */
+.container {
+  max-width: 1200px;
+  margin: 0 auto;
+  padding: 0 20px;
+}
+
+/* 4. 组件样式 */
+.button {
+  display: inline-block;
+  padding: 10px 20px;
+  background-color: #007bff;
+  color: white;
+  text-decoration: none;
+  border-radius: 4px;
+}
+
+/* 5. 工具类 */
+.text-center {
+  text-align: center;
+}
+.mb-20 {
+  margin-bottom: 20px;
+}
+.hidden {
+  display: none;
+}
+```
+
+### 性能优化
+
+```css
+/* 使用高效选择器 */
+.header {
+} /* 类选择器 - 高效 */
+#main-content {
+} /* ID 选择器 - 高效 */
+div p {
+} /* 后代选择器 - 中等 */
+div > p {
+} /* 子选择器 - 高效 */
+
+/* 避免复杂选择器 */
+div ul li a span {
+} /* 过于复杂 */
+
+/* 使用 CSS 变量 */
+:root {
+  --primary-color: #007bff;
+  --font-size: 16px;
+}
+
+.button {
+  background-color: var(--primary-color);
+  font-size: var(--font-size);
+}
+```
+
+### 可维护性
+
+```css
+/* 使用有意义的类名 */
+.navbar {
+}
+.navbar-brand {
+}
+.navbar-nav {
+}
+.navbar-item {
+}
+
+/* 使用 BEM 命名法 */
+.block {
+}
+.block__element {
+}
+.block--modifier {
+}
+
+/* 示例 */
+.card {
+}
+.card__header {
+}
+.card__body {
+}
+.card--featured {
+}
+```
+
+## 学习资源
+
+- [MDN CSS 文档](https://developer.mozilla.org/zh-CN/docs/Web/CSS)
+- [CSS 教程 - 菜鸟教程](https://www.runoob.com/css/css-tutorial.html)
+- [W3Schools CSS 教程](https://www.w3schools.com/css/)
+- [CSS-Tricks](https://css-tricks.com/) - CSS 技巧和教程
+
+## 常见问题
+
+### Q: CSS 的优先级是如何计算的？
+
+A: CSS 优先级按以下顺序计算：内联样式 > ID 选择器 > 类选择器 > 元素选择器。具体数值为：内联样式(1000) > ID(100) > 类(10) > 元素(1)。
+
+### Q: 如何实现响应式设计？
+
+A: 使用媒体查询、弹性布局(Flexbox)、网格布局(Grid)和相对单位(rem、em、%)来实现响应式设计。
+
+### Q: CSS 预处理器有什么优势？
+
+A: CSS 预处理器提供了变量、嵌套、混合、继承等功能，让 CSS 代码更加模块化和可维护。
diff --git a/beisi_rag/data/docs/tutorial/language/web/HTML.md b/beisi_rag/data/docs/tutorial/language/web/HTML.md
new file mode 100644
index 00000000..7098b321
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/web/HTML.md
@@ -0,0 +1,580 @@
+---
+sidebar_label: "HTML"
+sidebar_position: 1
+slug: html
+---
+
+# HTML 教程
+
+HTML（HyperText Markup Language，超文本标记语言）是构建网页的标准标记语言。它使用标签来描述网页的结构和内容，是 Web 开发的基础。
+
+## HTML 的特点
+
+- **标记语言**：使用标签来描述内容结构
+- **平台无关**：可以在任何操作系统和浏览器中运行
+- **易于学习**：语法简单，标签直观
+- **标准化**：遵循 W3C 标准
+- **可扩展**：支持自定义标签和属性
+
+## HTML 基础结构
+
+### 基本文档结构
+
+```html
+<!DOCTYPE html>
+<html lang="zh-CN">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>页面标题</title>
+  </head>
+  <body>
+    <h1>欢迎来到我的网站</h1>
+    <p>这是一个段落。</p>
+  </body>
+</html>
+```
+
+### 文档类型声明
+
+```html
+<!-- HTML5 文档类型 -->
+<!DOCTYPE html>
+
+<!-- HTML 4.01 严格模式 -->
+<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01//EN" "http://www.w3.org/TR/html4/strict.dtd">
+
+<!-- XHTML 1.0 严格模式 -->
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
+```
+
+## 常用标签
+
+### 标题标签
+
+```html
+<h1>一级标题</h1>
+<h2>二级标题</h2>
+<h3>三级标题</h3>
+<h4>四级标题</h4>
+<h5>五级标题</h5>
+<h6>六级标题</h6>
+```
+
+### 文本标签
+
+```html
+<!-- 段落 -->
+<p>这是一个段落。</p>
+
+<!-- 换行 -->
+<p>第一行<br />第二行</p>
+
+<!-- 水平线 -->
+<hr />
+
+<!-- 强调文本 -->
+<strong>重要文本</strong>
+<em>强调文本</em>
+<mark>高亮文本</mark>
+
+<!-- 删除和插入 -->
+<del>删除的文本</del>
+<ins>插入的文本</ins>
+
+<!-- 上标和下标 -->
+<p>H<sub>2</sub>O</p>
+<p>E = mc<sup>2</sup></p>
+```
+
+### 链接和图片
+
+```html
+<!-- 链接 -->
+<a href="https://www.example.com">外部链接</a>
+<a href="page.html">内部链接</a>
+<a href="#section1">锚点链接</a>
+<a href="mailto:email@example.com">邮件链接</a>
+<a href="tel:+1234567890">电话链接</a>
+
+<!-- 图片 -->
+<img src="image.jpg" alt="图片描述" width="300" height="200" />
+<img src="logo.png" alt="公司标志" style="width: 100px; height: 50px;" />
+
+<!-- 响应式图片 -->
+<img
+  src="image.jpg"
+  alt="描述"
+  srcset="small.jpg 480w, medium.jpg 800w, large.jpg 1200w"
+  sizes="(max-width: 600px) 480px, (max-width: 1000px) 800px, 1200px"
+/>
+```
+
+### 列表
+
+```html
+<!-- 无序列表 -->
+<ul>
+  <li>项目 1</li>
+  <li>项目 2</li>
+  <li>项目 3</li>
+</ul>
+
+<!-- 有序列表 -->
+<ol>
+  <li>第一步</li>
+  <li>第二步</li>
+  <li>第三步</li>
+</ol>
+
+<!-- 定义列表 -->
+<dl>
+  <dt>术语 1</dt>
+  <dd>术语 1 的定义</dd>
+  <dt>术语 2</dt>
+  <dd>术语 2 的定义</dd>
+</dl>
+
+<!-- 嵌套列表 -->
+<ul>
+  <li>
+    主项目 1
+    <ul>
+      <li>子项目 1.1</li>
+      <li>子项目 1.2</li>
+    </ul>
+  </li>
+  <li>主项目 2</li>
+</ul>
+```
+
+### 表格
+
+```html
+<table border="1">
+  <caption>
+    学生成绩表
+  </caption>
+  <thead>
+    <tr>
+      <th>姓名</th>
+      <th>数学</th>
+      <th>英语</th>
+      <th>总分</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>张三</td>
+      <td>95</td>
+      <td>88</td>
+      <td>183</td>
+    </tr>
+    <tr>
+      <td>李四</td>
+      <td>87</td>
+      <td>92</td>
+      <td>179</td>
+    </tr>
+  </tbody>
+  <tfoot>
+    <tr>
+      <td>平均分</td>
+      <td>91</td>
+      <td>90</td>
+      <td>181</td>
+    </tr>
+  </tfoot>
+</table>
+
+<!-- 表格合并单元格 -->
+<table border="1">
+  <tr>
+    <td rowspan="2">合并行</td>
+    <td>单元格 1</td>
+    <td>单元格 2</td>
+  </tr>
+  <tr>
+    <td colspan="2">合并列</td>
+  </tr>
+</table>
+```
+
+## 表单
+
+### 基本表单
+
+```html
+<form action="/submit" method="post">
+  <fieldset>
+    <legend>用户信息</legend>
+
+    <!-- 文本输入 -->
+    <label for="username">用户名：</label>
+    <input type="text" id="username" name="username" required />
+
+    <!-- 密码输入 -->
+    <label for="password">密码：</label>
+    <input type="password" id="password" name="password" required />
+
+    <!-- 邮箱输入 -->
+    <label for="email">邮箱：</label>
+    <input type="email" id="email" name="email" required />
+
+    <!-- 数字输入 -->
+    <label for="age">年龄：</label>
+    <input type="number" id="age" name="age" min="1" max="120" />
+
+    <!-- 日期输入 -->
+    <label for="birthday">生日：</label>
+    <input type="date" id="birthday" name="birthday" />
+
+    <!-- 单选按钮 -->
+    <fieldset>
+      <legend>性别：</legend>
+      <input type="radio" id="male" name="gender" value="male" />
+      <label for="male">男</label>
+      <input type="radio" id="female" name="gender" value="female" />
+      <label for="female">女</label>
+    </fieldset>
+
+    <!-- 复选框 -->
+    <fieldset>
+      <legend>爱好：</legend>
+      <input type="checkbox" id="reading" name="hobbies" value="reading" />
+      <label for="reading">阅读</label>
+      <input type="checkbox" id="sports" name="hobbies" value="sports" />
+      <label for="sports">运动</label>
+      <input type="checkbox" id="music" name="hobbies" value="music" />
+      <label for="music">音乐</label>
+    </fieldset>
+
+    <!-- 下拉选择 -->
+    <label for="city">城市：</label>
+    <select id="city" name="city">
+      <option value="">请选择城市</option>
+      <option value="beijing">北京</option>
+      <option value="shanghai">上海</option>
+      <option value="guangzhou">广州</option>
+    </select>
+
+    <!-- 文本域 -->
+    <label for="message">留言：</label>
+    <textarea
+      id="message"
+      name="message"
+      rows="4"
+      cols="50"
+      placeholder="请输入您的留言"
+    ></textarea>
+
+    <!-- 文件上传 -->
+    <label for="avatar">头像：</label>
+    <input type="file" id="avatar" name="avatar" accept="image/*" />
+
+    <!-- 隐藏字段 -->
+    <input type="hidden" name="token" value="abc123" />
+
+    <!-- 提交按钮 -->
+    <button type="submit">提交</button>
+    <button type="reset">重置</button>
+  </fieldset>
+</form>
+```
+
+### 表单验证
+
+```html
+<form>
+  <!-- 必填字段 -->
+  <input type="text" required placeholder="必填字段" />
+
+  <!-- 长度限制 -->
+  <input type="text" minlength="3" maxlength="20" placeholder="3-20个字符" />
+
+  <!-- 数值范围 -->
+  <input type="number" min="0" max="100" placeholder="0-100之间的数字" />
+
+  <!-- 正则表达式验证 -->
+  <input type="text" pattern="[0-9]{11}" placeholder="11位手机号" />
+
+  <!-- 自定义验证消息 -->
+  <input
+    type="email"
+    oninvalid="this.setCustomValidity('请输入有效的邮箱地址')"
+    oninput="this.setCustomValidity('')"
+  />
+</form>
+```
+
+## 语义化标签
+
+### HTML5 语义化标签
+
+```html
+<!-- 页面结构 -->
+<header>
+  <nav>
+    <ul>
+      <li><a href="#home">首页</a></li>
+      <li><a href="#about">关于</a></li>
+      <li><a href="#contact">联系</a></li>
+    </ul>
+  </nav>
+</header>
+
+<main>
+  <article>
+    <header>
+      <h1>文章标题</h1>
+      <time datetime="2024-01-01">2024年1月1日</time>
+    </header>
+
+    <section>
+      <h2>章节标题</h2>
+      <p>文章内容...</p>
+    </section>
+
+    <aside>
+      <h3>相关链接</h3>
+      <ul>
+        <li><a href="#">相关文章1</a></li>
+        <li><a href="#">相关文章2</a></li>
+      </ul>
+    </aside>
+  </article>
+</main>
+
+<footer>
+  <p>&copy; 2024 我的网站. 保留所有权利.</p>
+</footer>
+```
+
+### 其他语义化标签
+
+```html
+<!-- 导航 -->
+<nav>
+  <a href="#home">首页</a>
+  <a href="#about">关于</a>
+  <a href="#contact">联系</a>
+</nav>
+
+<!-- 侧边栏 -->
+<aside>
+  <h2>侧边栏</h2>
+  <p>侧边栏内容</p>
+</aside>
+
+<!-- 详细信息 -->
+<details>
+  <summary>点击展开</summary>
+  <p>这里是详细信息内容。</p>
+</details>
+
+<!-- 进度条 -->
+<progress value="70" max="100">70%</progress>
+
+<!-- 标记 -->
+<mark>重要内容</mark>
+
+<!-- 时间 -->
+<time datetime="2024-01-01T12:00:00Z">2024年1月1日中午12点</time>
+```
+
+## 多媒体内容
+
+### 音频
+
+```html
+<!-- 基本音频 -->
+<audio controls>
+  <source src="audio.mp3" type="audio/mpeg" />
+  <source src="audio.ogg" type="audio/ogg" />
+  您的浏览器不支持音频播放。
+</audio>
+
+<!-- 音频属性 -->
+<audio controls autoplay loop muted preload="auto">
+  <source src="background.mp3" type="audio/mpeg" />
+</audio>
+```
+
+### 视频
+
+```html
+<!-- 基本视频 -->
+<video controls width="640" height="360">
+  <source src="video.mp4" type="video/mp4" />
+  <source src="video.webm" type="video/webm" />
+  您的浏览器不支持视频播放。
+</video>
+
+<!-- 视频属性 -->
+<video controls autoplay loop muted poster="thumbnail.jpg">
+  <source src="movie.mp4" type="video/mp4" />
+  <track kind="subtitles" src="subtitles.vtt" srclang="zh" label="中文字幕" />
+</video>
+```
+
+### 嵌入内容
+
+```html
+<!-- iframe 嵌入 -->
+<iframe
+  src="https://www.example.com"
+  width="800"
+  height="600"
+  frameborder="0"
+></iframe>
+
+<!-- 嵌入地图 -->
+<iframe
+  src="https://maps.google.com/embed?pb=..."
+  width="600"
+  height="450"
+  style="border:0;"
+></iframe>
+
+<!-- 嵌入视频 -->
+<iframe
+  src="https://www.youtube.com/embed/VIDEO_ID"
+  width="560"
+  height="315"
+  frameborder="0"
+  allowfullscreen
+></iframe>
+```
+
+## 元数据
+
+### head 标签内容
+
+```html
+<head>
+  <!-- 字符编码 -->
+  <meta charset="UTF-8" />
+
+  <!-- 视口设置 -->
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+
+  <!-- 页面描述 -->
+  <meta name="description" content="这是一个关于HTML教程的页面" />
+  <meta name="keywords" content="HTML,教程,Web开发" />
+  <meta name="author" content="作者姓名" />
+
+  <!-- 搜索引擎优化 -->
+  <meta name="robots" content="index, follow" />
+  <meta name="googlebot" content="index, follow" />
+
+  <!-- 社交媒体标签 -->
+  <meta property="og:title" content="页面标题" />
+  <meta property="og:description" content="页面描述" />
+  <meta property="og:image" content="image.jpg" />
+  <meta property="og:url" content="https://example.com" />
+
+  <!-- 页面标题 -->
+  <title>页面标题</title>
+
+  <!-- 图标 -->
+  <link rel="icon" type="image/x-icon" href="favicon.ico" />
+  <link rel="apple-touch-icon" href="apple-touch-icon.png" />
+
+  <!-- 样式表 -->
+  <link rel="stylesheet" href="styles.css" />
+
+  <!-- 脚本 -->
+  <script src="script.js"></script>
+</head>
+```
+
+## 最佳实践
+
+### 代码规范
+
+```html
+<!-- 使用小写标签名 -->
+<div>内容</div>
+
+<!-- 正确嵌套标签 -->
+<div>
+  <p>段落内容</p>
+</div>
+
+<!-- 使用引号包围属性值 -->
+<img src="image.jpg" alt="图片描述" />
+
+<!-- 自闭合标签 -->
+<img src="image.jpg" alt="描述" />
+<br />
+<hr />
+
+<!-- 缩进和格式 -->
+<div class="container">
+  <header>
+    <h1>标题</h1>
+  </header>
+  <main>
+    <p>内容</p>
+  </main>
+</div>
+```
+
+### 可访问性
+
+```html
+<!-- 使用语义化标签 -->
+<nav role="navigation">
+  <ul>
+    <li><a href="#home">首页</a></li>
+  </ul>
+</nav>
+
+<!-- 添加 alt 属性 -->
+<img src="logo.jpg" alt="公司标志" />
+
+<!-- 使用 label 标签 -->
+<label for="email">邮箱地址：</label>
+<input type="email" id="email" name="email" />
+
+<!-- 添加 ARIA 属性 -->
+<button aria-label="关闭对话框">×</button>
+<div role="alert" aria-live="polite">错误消息</div>
+```
+
+### 性能优化
+
+```html
+<!-- 延迟加载图片 -->
+<img src="image.jpg" alt="描述" loading="lazy" />
+
+<!-- 预加载重要资源 -->
+<link rel="preload" href="font.woff2" as="font" type="font/woff2" crossorigin />
+
+<!-- 预连接到外部域名 -->
+<link rel="preconnect" href="https://fonts.googleapis.com" />
+
+<!-- 使用 CDN -->
+<script src="https://cdn.jsdelivr.net/npm/lodash@4.17.21/lodash.min.js"></script>
+```
+
+## 学习资源
+
+- [MDN HTML 文档](https://developer.mozilla.org/zh-CN/docs/Web/HTML)
+- [HTML 教程 - 菜鸟教程](https://www.runoob.com/html/html-tutorial.html)
+- [W3Schools HTML 教程](https://www.w3schools.com/html/)
+- [HTML 标准规范](https://html.spec.whatwg.org/)
+
+## 常见问题
+
+### Q: HTML 和 XHTML 有什么区别？
+
+A: XHTML 是 HTML 的 XML 版本，语法更严格，要求所有标签都必须正确嵌套和闭合。
+
+### Q: 为什么要使用语义化标签？
+
+A: 语义化标签让代码更易读，有利于 SEO 优化和无障碍访问，也便于维护。
+
+### Q: HTML5 有哪些新特性？
+
+A: HTML5 引入了新的语义化标签、表单控件、多媒体支持、Canvas、Web Storage 等特性。
diff --git a/beisi_rag/data/docs/tutorial/language/web/JavaScript.md b/beisi_rag/data/docs/tutorial/language/web/JavaScript.md
new file mode 100644
index 00000000..aafcd0de
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/web/JavaScript.md
@@ -0,0 +1,649 @@
+---
+sidebar_label: "JavaScript"
+sidebar_position: 3
+slug: javascript
+---
+
+# JavaScript 教程
+
+JavaScript 是一种高级的、解释型的编程语言，主要用于 Web 开发。它是 Web 三大核心技术之一（HTML、CSS、JavaScript），也是世界上最流行的编程语言之一。
+
+## JavaScript 的特点
+
+- **动态类型**：变量类型在运行时确定
+- **解释型语言**：无需编译，直接运行
+- **跨平台**：支持多种操作系统和浏览器
+- **事件驱动**：基于事件和回调的编程模式
+- **函数式编程**：支持函数作为一等公民
+
+## 基础语法
+
+### 变量声明
+
+```javascript
+// var - 函数作用域（不推荐）
+var name = "张三";
+
+// let - 块作用域（推荐）
+let age = 25;
+
+// const - 常量（推荐）
+const PI = 3.14159;
+
+// 变量命名规则
+let userName = "李四"; // 驼峰命名
+let user_age = 30; // 下划线命名
+let $element = document.getElementById("myDiv"); // 特殊字符
+```
+
+### 数据类型
+
+```javascript
+// 基本数据类型
+let number = 42;                    // 数字
+let string = "Hello, World!";      // 字符串
+let boolean = true;                 // 布尔值
+let nullValue = null;               // 空值
+let undefinedValue = undefined;     // 未定义
+let symbol = Symbol('id');          // 符号（ES6）
+
+// 对象类型
+let object = {
+    name: "张三",
+    age: 25,
+    city: "北京"
+};
+
+let array = [1, 2, 3, 4, 5];       // 数组
+let function = function() {         // 函数
+    return "Hello!";
+};
+```
+
+### 字符串操作
+
+```javascript
+let firstName = "张";
+let lastName = "三";
+let fullName = firstName + " " + lastName; // 字符串拼接
+
+// 模板字符串（ES6）
+let message = `你好，${fullName}！你今年${age}岁。`;
+
+// 字符串方法
+let text = "Hello, World!";
+console.log(text.length); // 长度
+console.log(text.toUpperCase()); // 转大写
+console.log(text.toLowerCase()); // 转小写
+console.log(text.indexOf("World")); // 查找位置
+console.log(text.substring(0, 5)); // 截取子串
+```
+
+### 数组操作
+
+```javascript
+let fruits = ["苹果", "香蕉", "橙子"];
+
+// 访问元素
+console.log(fruits[0]); // 第一个元素
+console.log(fruits[fruits.length - 1]); // 最后一个元素
+
+// 添加元素
+fruits.push("葡萄"); // 末尾添加
+fruits.unshift("草莓"); // 开头添加
+
+// 删除元素
+let lastFruit = fruits.pop(); // 删除并返回最后一个
+let firstFruit = fruits.shift(); // 删除并返回第一个
+
+// 数组方法
+let numbers = [1, 2, 3, 4, 5];
+let doubled = numbers.map((x) => x * 2); // 映射
+let evens = numbers.filter((x) => x % 2 === 0); // 过滤
+let sum = numbers.reduce((acc, x) => acc + x, 0); // 归约
+```
+
+## 控制流
+
+### 条件语句
+
+```javascript
+let age = 18;
+
+// if-else
+if (age >= 18) {
+  console.log("成年人");
+} else if (age >= 13) {
+  console.log("青少年");
+} else {
+  console.log("儿童");
+}
+
+// 三元运算符
+let status = age >= 18 ? "成年人" : "未成年人";
+
+// switch 语句
+let day = "Monday";
+switch (day) {
+  case "Monday":
+    console.log("星期一");
+    break;
+  case "Tuesday":
+    console.log("星期二");
+    break;
+  default:
+    console.log("其他天");
+}
+```
+
+### 循环语句
+
+```javascript
+// for 循环
+for (let i = 0; i < 5; i++) {
+  console.log(i);
+}
+
+// for...of 循环（ES6）
+let colors = ["红色", "绿色", "蓝色"];
+for (let color of colors) {
+  console.log(color);
+}
+
+// for...in 循环
+let person = { name: "张三", age: 25 };
+for (let key in person) {
+  console.log(`${key}: ${person[key]}`);
+}
+
+// while 循环
+let count = 0;
+while (count < 3) {
+  console.log(count);
+  count++;
+}
+
+// do-while 循环
+let i = 0;
+do {
+  console.log(i);
+  i++;
+} while (i < 3);
+```
+
+## 函数
+
+### 函数声明
+
+```javascript
+// 函数声明
+function greet(name) {
+  return `Hello, ${name}!`;
+}
+
+// 函数表达式
+const greet2 = function (name) {
+  return `Hello, ${name}!`;
+};
+
+// 箭头函数（ES6）
+const greet3 = (name) => {
+  return `Hello, ${name}!`;
+};
+
+// 简化的箭头函数
+const greet4 = (name) => `Hello, ${name}!`;
+
+// 调用函数
+console.log(greet("张三"));
+```
+
+### 函数参数
+
+```javascript
+// 默认参数
+function introduce(name, age = 25, city = "北京") {
+  return `我是${name}，${age}岁，来自${city}`;
+}
+
+// 剩余参数
+function sum(...numbers) {
+  return numbers.reduce((acc, num) => acc + num, 0);
+}
+
+console.log(sum(1, 2, 3, 4, 5)); // 15
+
+// 解构参数
+function displayUser({ name, age, city }) {
+  console.log(`姓名: ${name}, 年龄: ${age}, 城市: ${city}`);
+}
+
+displayUser({ name: "李四", age: 30, city: "上海" });
+```
+
+### 高阶函数
+
+```javascript
+// 函数作为参数
+function processArray(arr, processor) {
+  return arr.map(processor);
+}
+
+let numbers = [1, 2, 3, 4, 5];
+let doubled = processArray(numbers, (x) => x * 2);
+
+// 函数作为返回值
+function createMultiplier(factor) {
+  return function (number) {
+    return number * factor;
+  };
+}
+
+let double = createMultiplier(2);
+let triple = createMultiplier(3);
+
+console.log(double(5)); // 10
+console.log(triple(5)); // 15
+```
+
+## 对象和类
+
+### 对象操作
+
+```javascript
+// 创建对象
+let person = {
+  name: "张三",
+  age: 25,
+  greet: function () {
+    return `我是${this.name}`;
+  },
+};
+
+// 访问属性
+console.log(person.name);
+console.log(person["age"]);
+console.log(person.greet());
+
+// 修改属性
+person.age = 26;
+person.city = "北京";
+
+// 删除属性
+delete person.city;
+
+// 对象方法简写（ES6）
+let person2 = {
+  name: "李四",
+  age: 30,
+  greet() {
+    return `我是${this.name}`;
+  },
+};
+```
+
+### 类和继承
+
+```javascript
+// 类声明（ES6）
+class Person {
+  constructor(name, age) {
+    this.name = name;
+    this.age = age;
+  }
+
+  greet() {
+    return `我是${this.name}，${this.age}岁`;
+  }
+
+  // 静态方法
+  static createAdult(name) {
+    return new Person(name, 18);
+  }
+}
+
+// 继承
+class Student extends Person {
+  constructor(name, age, studentId) {
+    super(name, age);
+    this.studentId = studentId;
+  }
+
+  study(subject) {
+    return `${this.name}正在学习${subject}`;
+  }
+}
+
+// 使用类
+let student = new Student("王五", 20, "2023001");
+console.log(student.greet());
+console.log(student.study("JavaScript"));
+```
+
+## DOM 操作
+
+### 选择元素
+
+```javascript
+// 选择单个元素
+let element = document.getElementById("myId");
+let element2 = document.querySelector(".myClass");
+let element3 = document.querySelector("#myId");
+
+// 选择多个元素
+let elements = document.getElementsByClassName("myClass");
+let elements2 = document.querySelectorAll(".myClass");
+```
+
+### 修改元素
+
+```javascript
+// 修改内容
+element.textContent = "新文本";
+element.innerHTML = "<strong>粗体文本</strong>";
+
+// 修改属性
+element.setAttribute("class", "newClass");
+element.className = "anotherClass";
+
+// 修改样式
+element.style.color = "red";
+element.style.fontSize = "16px";
+
+// 添加/删除类
+element.classList.add("active");
+element.classList.remove("inactive");
+element.classList.toggle("visible");
+```
+
+### 事件处理
+
+```javascript
+// 添加事件监听器
+element.addEventListener("click", function (event) {
+  console.log("元素被点击了");
+  console.log(event.target);
+});
+
+// 移除事件监听器
+function handleClick(event) {
+  console.log("点击处理");
+}
+element.addEventListener("click", handleClick);
+element.removeEventListener("click", handleClick);
+
+// 事件委托
+document.addEventListener("click", function (event) {
+  if (event.target.matches(".button")) {
+    console.log("按钮被点击了");
+  }
+});
+```
+
+## 异步编程
+
+### Promise
+
+```javascript
+// 创建 Promise
+function fetchData() {
+  return new Promise((resolve, reject) => {
+    setTimeout(() => {
+      resolve("数据获取成功");
+    }, 1000);
+  });
+}
+
+// 使用 Promise
+fetchData()
+  .then((data) => {
+    console.log(data);
+    return "处理数据";
+  })
+  .then((result) => {
+    console.log(result);
+  })
+  .catch((error) => {
+    console.error("错误:", error);
+  });
+```
+
+### async/await
+
+```javascript
+// async 函数
+async function fetchUserData() {
+  try {
+    const response = await fetch("/api/user");
+    const data = await response.json();
+    return data;
+  } catch (error) {
+    console.error("获取用户数据失败:", error);
+    throw error;
+  }
+}
+
+// 使用 async/await
+async function displayUser() {
+  try {
+    const userData = await fetchUserData();
+    console.log("用户数据:", userData);
+  } catch (error) {
+    console.error("显示用户数据失败:", error);
+  }
+}
+```
+
+### Fetch API
+
+```javascript
+// GET 请求
+fetch("/api/users")
+  .then((response) => response.json())
+  .then((data) => console.log(data))
+  .catch((error) => console.error("错误:", error));
+
+// POST 请求
+fetch("/api/users", {
+  method: "POST",
+  headers: {
+    "Content-Type": "application/json",
+  },
+  body: JSON.stringify({
+    name: "张三",
+    email: "zhangsan@example.com",
+  }),
+})
+  .then((response) => response.json())
+  .then((data) => console.log("创建成功:", data));
+```
+
+## 模块系统
+
+### ES6 模块
+
+```javascript
+// math.js - 导出模块
+export function add(a, b) {
+  return a + b;
+}
+
+export function multiply(a, b) {
+  return a * b;
+}
+
+export const PI = 3.14159;
+
+// 默认导出
+export default function subtract(a, b) {
+  return a - b;
+}
+
+// main.js - 导入模块
+import subtract, { add, multiply, PI } from "./math.js";
+
+console.log(add(2, 3)); // 5
+console.log(multiply(2, 3)); // 6
+console.log(subtract(5, 2)); // 3
+console.log(PI); // 3.14159
+```
+
+### CommonJS 模块（Node.js）
+
+```javascript
+// math.js
+function add(a, b) {
+  return a + b;
+}
+
+function multiply(a, b) {
+  return a * b;
+}
+
+module.exports = {
+  add,
+  multiply,
+};
+
+// main.js
+const { add, multiply } = require("./math.js");
+
+console.log(add(2, 3)); // 5
+console.log(multiply(2, 3)); // 6
+```
+
+## 错误处理
+
+### try-catch
+
+```javascript
+try {
+  // 可能出错的代码
+  let result = riskyOperation();
+  console.log(result);
+} catch (error) {
+  // 处理错误
+  console.error("发生错误:", error.message);
+} finally {
+  // 无论是否出错都会执行
+  console.log("清理工作");
+}
+```
+
+### 自定义错误
+
+```javascript
+class ValidationError extends Error {
+  constructor(message) {
+    super(message);
+    this.name = "ValidationError";
+  }
+}
+
+function validateAge(age) {
+  if (age < 0) {
+    throw new ValidationError("年龄不能为负数");
+  }
+  if (age > 150) {
+    throw new ValidationError("年龄不能超过150岁");
+  }
+  return true;
+}
+
+try {
+  validateAge(-5);
+} catch (error) {
+  if (error instanceof ValidationError) {
+    console.error("验证错误:", error.message);
+  } else {
+    console.error("未知错误:", error.message);
+  }
+}
+```
+
+## 最佳实践
+
+### 代码组织
+
+```javascript
+// 使用 IIFE 避免全局污染
+(function () {
+  "use strict";
+
+  // 私有变量
+  let privateVar = "私有数据";
+
+  // 公共接口
+  window.MyModule = {
+    publicMethod: function () {
+      return privateVar;
+    },
+  };
+})();
+
+// 使用命名空间
+const MyApp = {
+  Utils: {
+    formatDate: function (date) {
+      return date.toLocaleDateString();
+    },
+  },
+  Services: {
+    fetchData: function () {
+      return fetch("/api/data");
+    },
+  },
+};
+```
+
+### 性能优化
+
+```javascript
+// 防抖函数
+function debounce(func, wait) {
+  let timeout;
+  return function executedFunction(...args) {
+    const later = () => {
+      clearTimeout(timeout);
+      func(...args);
+    };
+    clearTimeout(timeout);
+    timeout = setTimeout(later, wait);
+  };
+}
+
+// 节流函数
+function throttle(func, limit) {
+  let inThrottle;
+  return function () {
+    const args = arguments;
+    const context = this;
+    if (!inThrottle) {
+      func.apply(context, args);
+      inThrottle = true;
+      setTimeout(() => (inThrottle = false), limit);
+    }
+  };
+}
+```
+
+## 学习资源
+
+- [MDN JavaScript 文档](https://developer.mozilla.org/zh-CN/docs/Web/JavaScript)
+- [JavaScript 教程 - 菜鸟教程](https://www.runoob.com/js/js-tutorial.html)
+- [JavaScript.info](https://zh.javascript.info/)
+- [ES6 入门教程](https://es6.ruanyifeng.com/)
+
+## 常见问题
+
+### Q: JavaScript 和 Java 有什么关系？
+
+A: 除了名字相似，JavaScript 和 Java 是完全不同的编程语言。JavaScript 主要用于 Web 开发，而 Java 是通用编程语言。
+
+### Q: 如何调试 JavaScript 代码？
+
+A: 使用浏览器开发者工具、console.log()、断点调试、错误处理等技术来调试代码。
+
+### Q: JavaScript 是单线程还是多线程？
+
+A: JavaScript 是单线程的，但通过事件循环和异步编程可以实现并发操作。
diff --git a/beisi_rag/data/docs/tutorial/language/web/_category_.json b/beisi_rag/data/docs/tutorial/language/web/_category_.json
new file mode 100644
index 00000000..aecafb60
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/language/web/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "Web",
+  "position": 2
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/practice/_category_.json b/beisi_rag/data/docs/tutorial/practice/_category_.json
new file mode 100644
index 00000000..79261f8d
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/practice/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "练习",
+  "position": 7
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/practice/practice.md b/beisi_rag/data/docs/tutorial/practice/practice.md
new file mode 100644
index 00000000..191ff151
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/practice/practice.md
@@ -0,0 +1,11 @@
+---
+sidebar_label: "练习项目"
+sidebar_position: 1
+slug: projects
+---
+
+# 练习项目
+
+- [GitHub 练习仓库](https://github.com/beisi-tech/beisi-start)
+
+开始你的编程实践之旅吧！记住，最好的学习方式就是动手实践。
diff --git a/beisi_rag/data/docs/tutorial/tools/GitHub.md b/beisi_rag/data/docs/tutorial/tools/GitHub.md
new file mode 100644
index 00000000..757e8d9e
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/GitHub.md
@@ -0,0 +1,169 @@
+---
+sidebar_label: "GitHub"
+sidebar_position: 2
+slug: github
+---
+
+# GitHub 教程
+
+## GitHub 唯一推荐教程
+
+[公司 GitHub 教程仓库](https://github.com/beisi-tech/beisi-github-learning)
+
+[原版 GitHub 教程](https://youtu.be/Yn4WNemTV9Y?si=ChRgVBV2vFmYKGwy)
+
+## GitHub 学生福利获取
+
+[GitHub 学生福利获取](https://blog.csdn.net/m0_59118857/article/details/137478138)
+
+## Github 使用教程
+
+- 用自己的账号登录 github 网站https://github.com/
+- ![图片3.1.png](../../../src/image/图片3.1.png)
+
+2. 加入小组的项目，邀请信已经发到各位登录 github 的邮箱里，请去邮箱查收。
+
+![图片3.2.png](../../../src/image/图片3.2.png)
+
+![图片3.3.png](../../../src/image/图片3.3.png)
+
+点击 View invitation，会看到下面的页面
+
+![图片3.4.png](../../../src/image/图片3.4.png)
+
+点击 Accept 接受邀请
+
+![图片3.5.png](../../../src/image/图片3.5.png)
+
+看到我们项目的仓库“vlogPlus”后，就说明仓库加入成功了！此时你可以往小组仓库里上传、下载、修改里面的文件了。
+
+3. 安装 GitHub Desktop
+
+![图片3.6.png](../../../src/image/图片3.6.png)双击运行 GitHubDesktopSetup.exe
+
+![图片3.7.png](../../../src/image/图片3.7.png)
+
+它将会自动完成安装，
+
+![图片3.8.png](../../../src/image/图片3.8.png)
+
+看到这个页面说明安装完成
+再点击![图片3.9.png]../../../../src/image/图片 3.9.png)
+
+![图片3.10.png](../../../src/image/图片3.10.png)
+
+输入你的 github 用户名和密码，登录
+
+![图片3.11.png](../../../src/image/图片3.11.png)
+
+输入你的名字和邮箱，continue
+
+![图片3.12.png](../../../src/image/图片3.12.png)
+
+这里不用选 yes，点 finish
+
+![图片3.13.png](../../../src/image/图片3.13.png)
+
+在右边可以看到我们小组的仓库
+
+![图片3.14.png](../../../src/image/图片3.14.png)
+
+选中我们小组的仓库，点击下发的 Clone 按钮，
+
+![图片3.15.png](../../../src/image/图片3.15.png)
+
+在 local path 处设置要保存在你电脑上的路径，我这里是放在 D 盘下的 vlogPlus 文件夹下，设置好了后点击 Clone
+
+![图片3.16.png](../../../src/image/图片3.16.png)
+
+看到界面变成了这样，说明 Clone 已经完成了，在 D 盘下确实出现了 VlogPlus 文件夹
+
+![图片3.17.png](../../../src/image/图片3.17.png)
+
+4. 上传自己写好的代码
+   例如我写了一个 helloWorld.java，想把它上传到小组的仓库里，请先将你要上传的这个文件放到你本地计算机的仓库里，本教程的例子
+   ![图片3.18.png](../../../src/image/图片3.18.png)
+
+然后回到 GitHub Desktop 这个软件，会发现它检测到了 changes，也就是你修改了你本地计算机上的仓库，添加了一个 helloWorld.java 这个文件
+
+![图片3.19.png](../../../src/image/图片3.19.png)
+
+在左下角填写描述信息，说一说你做了什么修改，一定要说详细，让我们其他组员能看懂，这是代码版本管理中很重要的一个步骤
+
+![图片3.20.png](../../../src/image/图片3.20.png)
+
+说明写好了之后，点击下面的 commit
+然后点击右上角的![图片3.21.png](../../../src/image/图片3.21.png)
+
+![图片3.22.png](../../../src/image/图片3.22.png)
+
+这样就成功把新文件上传到仓库上啦！
+
+5. 修改、删除、同步本地仓库和 github 仓库
+   修改和删除道理一样，只要对你电脑上的仓库里的内容进行了改变，打开 GitHub Desktop 后，它都会检测到有 changes，只要 commit 然后再 push 就可以更新 github 仓库里的内容了。
+   【重要】同步仓库：每个组员每次敲代码之前都要先进行同步，在小组最新版的代码上进行工作，这样可以减少冲突！
+
+   ![图片3.23.png](../../../src/image/图片3.23.png)
+
+点击右上角的 Fetch
+
+![图片3.24.png](../../../src/image/图片3.24.png)
+
+看到这个界面，说明云端的仓库有新版本，也就是说别的组员更新了新的东西上去了。再点击
+
+![(图片3.25.png](../../../src/image/图片3.25.png)，就可以把云端仓库的更新同步到本地计算机的仓库上![图片3.26.png](../../../src/image/图片3.26.png)
+我们可以看到，别的组员新加的或修改的东西已经同步到了我的本机仓库里了。
+
+确认同步工作做完后，大家再开始做各自的开发任务吧！！每个人都要确保自己每次都是在最新版本上做工哦！
+
+## 使用 GitHub Desktop 进行 Fork 和 Pull Request 协作 💻
+
+1. **Fork 仓库**
+
+   - 登录到 [GitHub](https://github.com/)。
+   - 找到目标仓库页面，点击右上角的 `Fork` 按钮。这将在你的个人账户下创建一个该仓库的副本。
+
+2. **安装与登录 GitHub Desktop**
+
+   - 如果尚未安装，请下载并安装 [GitHub Desktop](https://desktop.github.com/)。
+   - 打开 GitHub Desktop，并使用你的 GitHub 账号登录。
+
+3. **克隆 Fork 后的仓库**
+
+   - 在 GitHub Desktop 中，点击 `File -> Clone Repository`。
+   - 在弹出的窗口中选择 `Your Repositories` 标签页，找到你刚刚 Fork 的仓库，然后点击 `Clone` 将其克隆到本地。
+
+4. **修改代码并提交更改**
+
+   - 在本地编辑器中对代码进行修改。
+   - 返回 GitHub Desktop，查看更改详情。
+   - 按照 Git 提交规范 填写提交信息，确保描述清晰准确。
+   - 点击 `Commit to <branch-name>` 提交更改到本地分支。
+
+5. **推送分支到远程仓库**
+
+   - 提交完成后，点击 `Push Origin` 将本地分支推送到你在 GitHub 上的 Fork 仓库。
+
+6. **发起 Pull Request (PR)**
+
+   - 登录到 GitHub 网页端，进入你 Fork 的仓库页面。
+   - 切换到你刚刚推送的分支，点击 `Compare & pull request` 按钮。
+   - 在 PR 页面中，描述你的更改内容（可以包括改动原因、功能说明等）。
+   - 确认无误后，点击 `Create pull request` 提交 PR。
+
+7. **等待审查与合并**
+
+   - 提交 PR 后，等待原仓库的维护者审查你的更改。
+   - 如果审查过程中有反馈或需要修改，可以在同一分支上继续提交新的更改，这些更改会自动更新到现有的 PR 中。
+   - 审查通过后，维护者会将你的更改合并到主仓库。
+
+8. **同步原仓库更新（Sync Fork）**
+   - 如果原仓库有新的更新，你需要同步你的 Fork 仓库以保持最新。
+   - 登录到 GitHub 网页端，进入你 Fork 的仓库页面。
+   - 在页面上方，点击 **`Sync fork`** 按钮，然后选择 **`Update branch`**。  
+     如果没有看到 `Sync fork` 按钮，请确保你当前在主分支（如 `main` 或 `master`）。
+   - 同步完成后，你的 Fork 仓库将包含原仓库的最新更改。
+
+## GitHub 版本回退教程
+
+[GitHub 版本回退教程](https://www.bilibili.com/video/BV1KE411w7Dc/?share_source=copy_web&vd_source=7f54efe1da20c04e64d8b69684311984)
diff --git a/beisi_rag/data/docs/tutorial/tools/MobaXterm.md b/beisi_rag/data/docs/tutorial/tools/MobaXterm.md
new file mode 100644
index 00000000..539ab403
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/MobaXterm.md
@@ -0,0 +1,607 @@
+---
+sidebar_label: "MobaXterm"
+sidebar_position: 7
+slug: mobaxterm
+---
+
+# MobaXterm 教程
+
+MobaXterm 是一款功能强大的 Windows 终端工具，集成了 SSH、X11、RDP、VNC 等多种远程连接功能，是系统管理员和开发者的得力助手。
+
+## 软件简介
+
+### 主要特点
+
+- 🖥️ **全功能终端**：内置 X server 和 Unix 命令集
+- 🔐 **SSH 客户端**：支持 SSH、Telnet、Rlogin、RDP、VNC
+- 📁 **SFTP 浏览器**：内置图形化文件传输工具
+- 📝 **会话管理**：保存和管理多个远程连接
+- 🔧 **丰富插件**：支持串口、AWS、Docker 等
+- 💻 **多标签界面**：在同一窗口管理多个会话
+- 🎨 **主题定制**：支持多种配色方案
+
+### 版本对比
+
+| 功能            | Home Edition (免费) | Professional Edition (付费) |
+| --------------- | ------------------- | --------------------------- |
+| 基础 SSH/Telnet | ✅                  | ✅                          |
+| SFTP 浏览器     | ✅                  | ✅                          |
+| X11 转发        | ✅                  | ✅                          |
+| 会话数量        | 最多 12 个          | 无限制                      |
+| 密码管理        | ✅                  | ✅ 增强版                   |
+| 宏/脚本         | ✅                  | ✅ 高级功能                 |
+| 技术支持        | 社区                | 官方支持                    |
+
+## 下载与安装
+
+### 下载地址
+
+- 官方网站: https://mobaxterm.mobatek.net/
+- 免费版: [MobaXterm Home Edition](https://mobaxterm.mobatek.net/download-home-edition.html)
+- 专业版: [MobaXterm Professional Edition](https://mobaxterm.mobatek.net/download.html)
+
+### 安装步骤
+
+1. 下载安装包（Installer edition）或便携版（Portable edition）
+2. 双击运行安装程序
+3. 选择安装路径
+4. 点击 "Install" 完成安装
+
+> 💡 提示：便携版无需安装，解压即可使用，适合在 U 盘中携带
+
+## 快速开始
+
+### 创建 SSH 会话
+
+#### 方法一：使用向导创建
+
+1. 启动 MobaXterm
+2. 点击左上角 "Session" 按钮
+3. 选择 "SSH"
+4. 填写连接信息：
+
+```
+Remote host: 192.168.1.100  # 服务器 IP 或域名
+Port: 22                     # SSH 端口，默认 22
+Username: root               # 登录用户名
+```
+
+5. 点击 "OK" 连接
+
+#### 方法二：快速连接
+
+在主界面顶部工具栏：
+
+1. 点击 "Quick connect"
+2. 选择协议: SSH
+3. 输入服务器地址和用户名
+4. 点击 "Connect"
+
+### 使用密钥登录
+
+#### 生成 SSH 密钥
+
+1. 点击菜单 `Tools` → `MobaKeyGen`
+2. 选择密钥类型（推荐 RSA）
+3. 点击 "Generate" 生成密钥
+4. 移动鼠标增加随机性
+5. 设置密钥密码（可选）
+6. 保存私钥和公钥
+
+#### 配置密钥登录
+
+1. 将公钥内容复制到服务器 `~/.ssh/authorized_keys`
+2. 创建 SSH 会话时：
+   - 勾选 "Use private key"
+   - 选择保存的私钥文件
+3. 点击 "OK" 连接
+
+### 保存会话
+
+1. 创建连接后，会话会自动保存
+2. 下次在左侧 "User sessions" 双击即可连接
+3. 右键会话可以：
+   - 编辑会话
+   - 复制会话
+   - 删除会话
+   - 创建快捷方式
+
+## 高级功能
+
+### SFTP 文件传输
+
+#### 使用内置 SFTP 浏览器
+
+1. 连接 SSH 会话后，左侧自动显示 SFTP 浏览器
+2. 双击文件下载到本地
+3. 拖拽文件上传到服务器
+4. 右键文件可以：
+   - 下载/上传
+   - 删除/重命名
+   - 修改权限
+   - 编辑文本文件
+
+#### 批量传输文件
+
+```bash
+# 在 MobaXterm 终端中使用 scp 命令
+# 上传文件
+scp /local/path/file.txt user@server:/remote/path/
+
+# 上传目录
+scp -r /local/path/folder user@server:/remote/path/
+
+# 下载文件
+scp user@server:/remote/path/file.txt /local/path/
+
+# 下载目录
+scp -r user@server:/remote/path/folder /local/path/
+```
+
+### 隧道功能（端口转发）
+
+#### SSH 隧道
+
+在会话设置中配置：
+
+1. 点击 "Network settings" 标签
+2. 配置端口转发：
+
+**本地端口转发**
+
+```
+Local port: 3306
+Remote host: 127.0.0.1
+Remote port: 3306
+```
+
+**远程端口转发**
+
+```
+Remote port: 8080
+Local host: 127.0.0.1
+Local port: 8080
+```
+
+**动态端口转发（SOCKS 代理）**
+
+```
+勾选 "SSH Dynamic Port Forwarding"
+Port: 1080
+```
+
+### X11 转发
+
+#### 启用 X11
+
+1. 在 SSH 会话设置中
+2. 勾选 "X11-Forwarding"
+3. 连接后可以运行 GUI 应用
+
+```bash
+# 在服务器上运行 GUI 应用
+xclock          # 测试 X11
+firefox         # 打开 Firefox
+gedit test.txt  # 编辑文件
+```
+
+### 多窗格分屏
+
+#### 水平分屏
+
+- 快捷键: `Ctrl + Shift + D`
+- 或点击工具栏 "Split Horizontally"
+
+#### 垂直分屏
+
+- 快捷键: `Ctrl + Shift + E`
+- 或点击工具栏 "Split Vertically"
+
+#### 窗格操作
+
+```
+切换窗格: Alt + 方向键
+关闭窗格: Ctrl + Shift + W
+调整大小: Ctrl + 方向键
+```
+
+### 会话同步执行
+
+1. 打开多个 SSH 会话
+2. 点击菜单 `Sessions` → `MultiExec`
+3. 勾选要同步的会话
+4. 输入的命令会在所有选中的会话中执行
+
+```bash
+# 批量更新服务器
+sudo apt update && sudo apt upgrade -y
+
+# 批量重启服务
+systemctl restart nginx
+
+# 批量部署
+cd /var/www && git pull
+```
+
+## 常用配置
+
+### 终端设置
+
+#### 配色方案
+
+1. 点击 `Settings` → `Configuration`
+2. 选择 `Terminal` 标签
+3. 在 "Color scheme" 选择主题：
+   - Monokai
+   - Solarized Dark
+   - Solarized Light
+   - Custom（自定义）
+
+#### 字体设置
+
+```
+Settings → Configuration → Terminal
+Font: Consolas, Courier New, DejaVu Sans Mono
+Size: 10-12
+```
+
+#### 复制粘贴
+
+```
+复制: 选中文本自动复制
+粘贴:
+  - 鼠标右键
+  - Shift + Insert
+  - Ctrl + Shift + V
+```
+
+### 会话配置
+
+#### 自动执行命令
+
+在会话设置中：
+
+1. 点击 "Advanced SSH settings"
+2. 勾选 "Execute command at SSH startup"
+3. 输入命令：
+
+```bash
+cd /var/www/html && ls -la
+```
+
+#### 保持连接
+
+```
+Settings → Configuration → SSH
+勾选 "SSH keepalive"
+Interval: 60 seconds
+```
+
+#### 自动重连
+
+```
+Advanced SSH settings
+勾选 "Autoreconnect to this session"
+```
+
+### 密码管理
+
+#### 主密码保护
+
+1. `Settings` → `Configuration` → `General`
+2. 勾选 "Master password"
+3. 设置主密码
+4. 所有保存的会话密码将加密保护
+
+#### 保存密码
+
+```
+⚠️ 安全提示:
+- 仅在个人计算机上保存密码
+- 使用主密码保护
+- 定期更换密码
+- 敏感服务器使用密钥认证
+```
+
+## 实用技巧
+
+### 快捷键
+
+| 快捷键             | 功能         |
+| ------------------ | ------------ |
+| `Ctrl + Shift + N` | 新建会话     |
+| `Ctrl + Shift + T` | 新建本地终端 |
+| `Ctrl + Shift + D` | 水平分屏     |
+| `Ctrl + Shift + E` | 垂直分屏     |
+| `Ctrl + Tab`       | 切换标签页   |
+| `Ctrl + Shift + W` | 关闭当前标签 |
+| `Ctrl + Shift + F` | 查找         |
+| `Ctrl + Shift + C` | 复制         |
+| `Ctrl + Shift + V` | 粘贴         |
+| `F11`              | 全屏模式     |
+
+### 宏录制
+
+1. 点击 `Tools` → `Macro`
+2. 点击 "Record" 开始录制
+3. 执行要录制的操作
+4. 点击 "Stop" 停止录制
+5. 保存宏并命名
+6. 使用时选择宏并执行
+
+### 命令记录
+
+#### 查看历史命令
+
+1. 点击右侧面板 "Commands" 图标
+2. 查看所有执行过的命令
+3. 双击命令可快速执行
+
+#### 导出命令历史
+
+```bash
+# 命令历史保存在
+%USERPROFILE%\Documents\MobaXterm\home\.bash_history
+```
+
+### 书签功能
+
+#### 创建文件夹书签
+
+1. 在 SFTP 浏览器中右键目录
+2. 选择 "Add to bookmarks"
+3. 设置书签名称
+4. 快速访问常用目录
+
+### 网络工具
+
+#### 内置工具
+
+1. 点击 `Tools` 菜单查看：
+   - Port Scanner（端口扫描）
+   - Network Scanner（网络扫描）
+   - TCP Capture（抓包工具）
+   - Wake On Lan（远程唤醒）
+
+#### 使用端口扫描
+
+```
+Tools → Port Scanner
+Host: 192.168.1.100
+Ports: 1-1000
+点击 "Start scan"
+```
+
+## 插件扩展
+
+### 安装插件
+
+1. 点击 `Settings` → `Configuration`
+2. 选择 `Plugin` 标签
+3. 点击 "Add plugin"
+4. 选择插件文件
+5. 重启 MobaXterm
+
+### 常用插件
+
+- **Cygwin packages**: 添加额外的 Unix 工具
+- **Syntax highlighting**: 代码高亮
+- **Git**: Git 客户端
+- **Docker**: Docker 管理工具
+
+### 安装额外的 Unix 工具
+
+1. 点击 `Settings` → `Configuration`
+2. 选择 `Packages` 标签
+3. 搜索并安装需要的包：
+   - git
+   - vim
+   - wget
+   - curl
+   - python
+   - node
+
+## 最佳实践
+
+### 1. 会话组织
+
+```
+📁 User sessions
+  📁 生产环境
+    🖥️ Web Server 1
+    🖥️ Web Server 2
+    🖥️ Database Server
+  📁 测试环境
+    🖥️ Test Server 1
+    🖥️ Test Server 2
+  📁 开发环境
+    🖥️ Dev Server
+```
+
+### 2. 安全建议
+
+```yaml
+✅ 推荐做法:
+  - 使用 SSH 密钥认证
+  - 启用主密码保护
+  - 定期更新软件
+  - 不保存敏感服务器密码
+  - 使用非标准 SSH 端口
+
+❌ 避免做法:
+  - 在公共计算机上保存密码
+  - 使用弱密码
+  - 禁用 SSH keepalive（可能导致连接断开）
+  - 不备份会话配置
+```
+
+### 3. 性能优化
+
+```yaml
+# 减少内存占用
+Settings → Configuration → General
+勾选 "Light mode"
+
+# 禁用不需要的功能
+Settings → Configuration → Display
+取消勾选不常用的侧边栏工具
+
+# 限制历史记录
+Settings → Configuration → Terminal
+Scrollback: 1000 lines
+```
+
+### 4. 备份配置
+
+#### 导出会话
+
+```
+Sessions → Export sessions
+选择保存位置
+导出为 .mxtsessions 文件
+```
+
+#### 配置文件位置
+
+```
+会话配置: %USERPROFILE%\Documents\MobaXterm\
+持久化目录: %USERPROFILE%\Documents\MobaXterm\home\
+SSH 密钥: %USERPROFILE%\Documents\MobaXterm\home\.ssh\
+```
+
+## 常见问题
+
+### 1. 中文乱码
+
+**解决方案**：
+
+```
+Settings → Configuration → Terminal
+Character encoding: UTF-8
+勾选 "Use Unicode fonts"
+```
+
+### 2. 连接超时
+
+**解决方案**：
+
+```
+Settings → Configuration → SSH
+勾选 "SSH keepalive"
+Interval: 30 seconds
+
+# 或在会话中设置
+Advanced SSH settings
+ServerAliveInterval: 30
+```
+
+### 3. 密钥权限问题
+
+**错误信息**：
+
+```
+WARNING: UNPROTECTED PRIVATE KEY FILE!
+```
+
+**解决方案**：
+
+1. 右键私钥文件 → Properties
+2. Security → Advanced
+3. 禁用继承
+4. 删除其他用户权限
+5. 只保留当前用户的完全控制权限
+
+### 4. X11 转发失败
+
+**解决方案**：
+
+```bash
+# 检查服务器 X11 配置
+sudo nano /etc/ssh/sshd_config
+
+# 确保以下配置启用
+X11Forwarding yes
+X11DisplayOffset 10
+X11UseLocalhost yes
+
+# 重启 SSH 服务
+sudo systemctl restart sshd
+```
+
+### 5. SFTP 上传失败
+
+**可能原因**：
+
+- 权限不足
+- 磁盘空间满
+- 文件名包含特殊字符
+
+**解决方案**：
+
+```bash
+# 检查目录权限
+ls -la /path/to/directory
+
+# 修改权限
+chmod 755 /path/to/directory
+
+# 检查磁盘空间
+df -h
+```
+
+## 与其他工具对比
+
+| 功能     | MobaXterm | PuTTY      | Xshell  | SecureCRT |
+| -------- | --------- | ---------- | ------- | --------- |
+| 价格     | 免费/付费 | 免费       | 付费    | 付费      |
+| 界面     | 现代化    | 简洁       | 现代化  | 专业      |
+| SFTP     | 内置      | 需额外工具 | 内置    | 内置      |
+| X11 转发 | ✅        | 需 Xming   | ✅      | ✅        |
+| 多标签   | ✅        | ❌         | ✅      | ✅        |
+| 会话管理 | ✅ 强大   | 基础       | ✅ 强大 | ✅ 强大   |
+| 便携版   | ✅        | ✅         | ❌      | ❌        |
+| 学习曲线 | 中等      | 简单       | 中等    | 较高      |
+
+## 参考资源
+
+- [MobaXterm 官方网站](https://mobaxterm.mobatek.net/)
+- [官方文档](https://mobaxterm.mobatek.net/documentation.html)
+- [用户论坛](https://mobaxterm.mobatek.net/forum/)
+- [视频教程](https://www.youtube.com/results?search_query=mobaxterm+tutorial)
+- [插件库](https://mobaxterm.mobatek.net/plugins.html)
+
+## 使用场景示例
+
+### 场景 1: 运维管理多台服务器
+
+```yaml
+需求: 管理 10 台 Web 服务器
+方案: 1. 创建会话组织结构
+  2. 使用 SSH 密钥统一认证
+  3. 使用 MultiExec 批量执行命令
+  4. 定期备份会话配置
+```
+
+### 场景 2: 开发环境访问
+
+```yaml
+需求: 访问远程开发服务器，运行 GUI 程序
+方案: 1. 配置 SSH 会话启用 X11 转发
+  2. 设置端口转发访问数据库
+  3. 使用 SFTP 快速传输代码
+  4. 配置宏自动化常用操作
+```
+
+### 场景 3: 应急故障处理
+
+```yaml
+需求: 快速登录服务器排查问题
+方案: 1. 使用快速连接功能
+  2. 多窗格同时查看日志和执行命令
+  3. 使用网络工具诊断问题
+  4. 记录操作历史便于复盘
+```
+
+---
+
+MobaXterm 是一款功能强大且易用的 SSH 客户端，无论是系统管理、开发调试还是日常运维，都能提供优秀的体验。掌握其核心功能和技巧，可以大幅提升工作效率！
diff --git a/beisi_rag/data/docs/tutorial/tools/VS Code.md b/beisi_rag/data/docs/tutorial/tools/VS Code.md
new file mode 100644
index 00000000..6a9b9222
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/VS Code.md	
@@ -0,0 +1,26 @@
+---
+sidebar_label: "VS Code"
+sidebar_position: 1
+slug: vscode
+---
+
+# VS Code 教程
+
+## VS Code 连接远程服务器教程
+
+1. 下载 SSH 远程连接插件
+   ![alt text](../../../src/image/t_image31.png)
+2. 添加远程服务器
+   ![alt text](../../../src/image/t_image32.png)
+3. 输入服务器公网 IP
+   ![alt text](../../../src/image/t_image33.png)
+4. 选择 SSH 配置文件位置，可以保存在本地
+   ![alt text](../../../src/image/t_image34.png)
+
+# Cursor 教程
+
+## 如何重置 cursor 的使用期限
+
+免费使用 Cursor Pro：[点击获取](https://github.com/yuaotian/go-cursor-help)
+
+## Trae 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/_category_.json b/beisi_rag/data/docs/tutorial/tools/_category_.json
new file mode 100644
index 00000000..62650136
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/_category_.json
@@ -0,0 +1,4 @@
+{
+  "label": "工具",
+  "position": 6
+}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/tools/apifox.md b/beisi_rag/data/docs/tutorial/tools/apifox.md
new file mode 100644
index 00000000..4953388f
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/apifox.md
@@ -0,0 +1,13 @@
+---
+sidebar_label: "Apifox"
+sidebar_position: 3
+slug: apifox
+---
+
+# Apifox 使用教程
+
+[Apifox 官方教程](https://www.bilibili.com/video/BV1Jc41147xC/)
+
+[Apifox bilibili 官方账号](https://space.bilibili.com/1102302972)
+
+[Apifox 官方文档](https://www.apifox.cn/doc/)
diff --git a/beisi_rag/data/docs/tutorial/tools/navicat.md b/beisi_rag/data/docs/tutorial/tools/navicat.md
new file mode 100644
index 00000000..6b5c619c
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/navicat.md
@@ -0,0 +1,7 @@
+---
+sidebar_label: "Navicat"
+sidebar_position: 4
+slug: navicat
+---
+
+# Navicat 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/photoshop.md b/beisi_rag/data/docs/tutorial/tools/photoshop.md
new file mode 100644
index 00000000..de0cb585
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/photoshop.md
@@ -0,0 +1,7 @@
+---
+sidebar_label: "Photoshop"
+sidebar_position: 5
+slug: photoshop
+---
+
+# Photoshop 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/prettier.md b/beisi_rag/data/docs/tutorial/tools/prettier.md
new file mode 100644
index 00000000..d69e2118
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/prettier.md
@@ -0,0 +1,73 @@
+---
+sidebar_label: "Prettier"
+sidebar_position: 4
+slug: Prettier
+---
+
+# Prettier教程
+
+<br/>
+
+### Prettier工具使用
+#### 获取Prettier
+全局安装Prettier
+```
+npm install -g prettier
+
+yarn global add prettier
+
+pnpm i -g prettier
+```
+
+#### 使用 Prettier
+打开你的终端/Terminal/命令行，不管在IDE的终端里还是在系统的cmd/powershell/terminal都行
+为了了解Prettier的完整功能列表，我们可以直接运行其help命令。
+```
+prettier -h
+```
+常用的两个功能： <b>检查</b>和<b>改正</b>。对prettier传入对应的flag就可以使用。
+<br/>
+比如我们要检查当前所在文件夹的全部文件，我们可以直接运行：
+```
+prettier . -c
+```
+
+这个命令的意思是：检查当前所在文件夹的全部文件，然后根据配置文件中的规则，检查出错的地方，然后在控制台输出文件名和检查结果。
+
+如果 WARN 较多，则说明文件存在格式问题，可以直接修正。如果出现 ERROR 则通常意味着文件出现格式错误（比如没有关闭 Tag），需要自行手动修正。
+
+直接修正则需要运行 `-w` 参数：
+
+```
+prettier . -w
+```
+
+<br/>
+
+### VSCode 集成 Prettier 工具
+1. 在VSCode中的Extension中输入prettier，找到对应的插件并且下载<br/><br/>
+   ![prettier_image1.png](../../../src/image/prettier_image1.png)<br/><br/>
+2. 点击设置<br/><br/>
+   ![prettier_image2.png](../../../src/image/prettier_image2.png)<br/><br/>
+3. 在设置中，按照下图操作<br/><br/>
+   ![prettier_image3.png](../../../src/image/prettier_image3.png)<br/><br/>
+4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/><br/>
+   ![prettier_image4.png](../../../src/image/prettier_image4.png)<br/><br/>
+
+
+### Prettier 对部分 Dart 代码不生效
+
+Prettier 对 Dart 的支持是**有限的**。默认情况下，Prettier 仅内置了对 Web / JS / TS / CSS / JSON / Markdown 等文件类型的格式化功能，而 **Dart 语言需要单独的工具链**。
+
+1. 现象
+- `.dart` 文件在运行 `prettier . --write` 时被跳过。
+- VSCode 中保存时没有触发格式化，或提示 “no parser could be inferred for file”。
+
+2. 原因
+Prettier 并未内置 Dart 解析器，社区也未正式维护 Dart 插件。Dart 官方提供了独立的格式化工具 `dart format`，与 Prettier 无缝共存但互不影响。
+
+3. 解决方案
+**使用 Dart 自带格式化器**
+   ```bash
+   dart format .
+   ```
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/tools/vpn.md b/beisi_rag/data/docs/tutorial/tools/vpn.md
new file mode 100644
index 00000000..5a17ad79
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tools/vpn.md
@@ -0,0 +1,55 @@
+---
+sidebar_label: "VPN"
+sidebar_position: 6
+slug: vpn
+---
+
+## 访问外网教程
+
+### 第一部分.打开 VPN 环境
+
+1.如果已经自备 VPN ，则打开 VPN，直接跳到教程第二部分；
+
+![图片2.1.png](../../../src/image/t_image11.png)
+
+2..如果没有自备 Vpn，点击链接https://ikuuu.one注册或登录账号，
+
+![图片2.2.png](../../../src/image/t_image12.png)
+
+按照首页教程打开 VPN 环境，
+
+![图片2.3.png](../../../src/image/t_image13.png)
+
+### 第二部分. 打开 CuteCloud
+
+Vpn 环境下打开网址 ure.best，或者点击链接https://ure.best/register?code=hyoLOeHC，注册或登录账号。使用邀请码hyoLOeHC可以获取优惠。
+
+![图片2.4.png](../../../src/image/t_image14.png)
+
+![图片2.5.png](../../../src/image/t_image15.png)
+
+### 第三部分.获取订阅链接
+
+<u>获取订阅链接或者直接用公司提供的。**（价格一样，但含有高级节点）**</u>
+
+![图片2.6.png](../../../src/image/t_image16.png)
+
+### 第四部分.
+
+1.电脑版如图所示，复制订阅到此处，点击下载 ，
+
+![图片2.7.png](../../../src/image/t_image17.png)
+
+<u>（下载成功后，结果如图所示）</u>
+点击代理手动选择地区，
+
+![图片2.8.png](../../../src/image/t_image18.png)
+
+选好地区之后，点击主页，打开系统代理即可使用。
+
+2.手机版如图所示。
+
+### 第五部分.
+
+免费 VPN 网址
+https://ikuuu.one
diff --git a/beisi_rag/data/docs/tutorial/tutorial-intro.md b/beisi_rag/data/docs/tutorial/tutorial-intro.md
new file mode 100644
index 00000000..c2582f9f
--- /dev/null
+++ b/beisi_rag/data/docs/tutorial/tutorial-intro.md
@@ -0,0 +1,18 @@
+---
+sidebar_position: 1
+slug: intro
+---
+
+# Tutorial Intro
+
+## 说明
+
+本项目 `tutorial` 是一个涵盖多种技术栈和工具使用的教程集合，旨在帮助开发者快速入门并掌握主流开发工具与框架。内容涵盖前端、后端、数据库、开发环境配置、AI、云服务等多个方向，适合开发者查阅学习。
+
+教程主要形式为 Markdown 文档，结构清晰，附有示例、配置说明与实际操作步骤，部分链接还引用了外部优质内容资源。
+
+适用对象：
+
+- 编程初学者
+- 想拓展技能的开发者
+- 需要查阅配置方法的工程师
diff --git a/beisi_rag/requirements.txt b/beisi_rag/requirements.txt
new file mode 100644
index 00000000..97986f31
--- /dev/null
+++ b/beisi_rag/requirements.txt
@@ -0,0 +1,14 @@
+dashscope==1.24.9
+dotenv==0.9.9
+faiss-cpu==1.12.0
+fastapi==0.120.3
+importlib-metadata==8.0.0
+jaraco.collections==5.1.0
+langchain==1.0.3
+langchain-community==0.4.1
+langchain-openai==1.0.1
+pip-chill==1.0.3
+platformdirs==4.2.2
+tomli==2.0.1
+unicorn==2.1.4
+uvicorn==0.38.0
diff --git a/beisi_rag/src/chat_qwen_rag.py b/beisi_rag/src/chat_qwen_rag.py
new file mode 100644
index 00000000..d86c5a09
--- /dev/null
+++ b/beisi_rag/src/chat_qwen_rag.py
@@ -0,0 +1,161 @@
+# /Users/profighted/beisi-tech/docs/RAG-Anything/beisi_rag/chat_qwen_rag.py
+import os
+from pathlib import Path
+from dotenv import load_dotenv
+
+from langchain_community.vectorstores import FAISS
+from langchain_community.embeddings import DashScopeEmbeddings
+from langchain_core.prompts import ChatPromptTemplate
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.runnables import RunnableParallel, RunnablePassthrough, RunnableLambda
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage, BaseMessage
+
+from openai import OpenAI
+
+load_dotenv(dotenv_path=Path(__file__).resolve().parents[1] / "config" / ".env")
+
+# 本地向量库目录（确保与 ingest 阶段一致）
+INDEX_DIR = Path(__file__).parent.parent / "vectordb"
+
+# ====== 配置 Qwen 兼容端点 ======
+DASHSCOPE_API_KEY = os.environ.get("DASHSCOPE_API_KEY")
+assert DASHSCOPE_API_KEY, "请先 export DASHSCOPE_API_KEY=你的通义 DashScope Key"
+
+# 如需新加坡地域，改成 https://dashscope-intl.aliyuncs.com/compatible-mode/v1
+DASHSCOPE_BASE_URL = os.environ.get(
+    "DASHSCOPE_BASE_URL",
+    "https://dashscope.aliyuncs.com/compatible-mode/v1",
+)
+
+# 对话模型 & 向量模型（按你账号可用情况调整）
+CHAT_MODEL = os.environ.get("QWEN_CHAT_MODEL", "qwen-plus")           # 也可用 qwen2.5-7b-instruct / qwen-turbo 等
+EMBEDDING_MODEL = os.environ.get("QWEN_EMBED_MODEL", "text-embedding-v3")
+
+
+def load_retriever():
+    """加载 FAISS 检索器（与 ingest 使用同一 Embedding 模型）"""
+    embeddings = DashScopeEmbeddings(
+        dashscope_api_key=DASHSCOPE_API_KEY,
+        model=EMBEDDING_MODEL,
+    )
+    vectordb = FAISS.load_local(str(INDEX_DIR), embeddings, allow_dangerous_deserialization=True)
+    return vectordb.as_retriever(search_type="similarity", search_kwargs={"k": 4})
+
+
+def build_llm_runnable():
+    """
+    用 OpenAI 兼容端点（Qwen）构建一个 LangChain Runnable。
+    避免使用 langchain_openai，降低版本依赖冲突风险。
+    """
+    client = OpenAI(api_key=DASHSCOPE_API_KEY, base_url=DASHSCOPE_BASE_URL)
+
+    def _lc_to_openai_messages(prompt_value) -> list[dict]:
+        """
+        将 LangChain 的 PromptValue / BaseMessage 列表转换为 OpenAI 兼容 messages。
+        """
+        if hasattr(prompt_value, "to_messages"):
+            msgs = prompt_value.to_messages()  # List[BaseMessage]
+        elif isinstance(prompt_value, list) and all(isinstance(m, BaseMessage) for m in prompt_value):
+            msgs = prompt_value
+        else:
+            # 兜底：当成用户单轮输入
+            msgs = [HumanMessage(content=str(prompt_value))]
+
+        out = []
+        for m in msgs:
+            if isinstance(m, SystemMessage):
+                role = "system"
+            elif isinstance(m, HumanMessage):
+                role = "user"
+            elif isinstance(m, AIMessage):
+                role = "assistant"
+            else:
+                role = "user"
+            out.append({"role": role, "content": m.content})
+        return out
+
+    def _invoke(prompt_value: BaseMessage | list[BaseMessage] | str) -> str:
+        messages = _lc_to_openai_messages(prompt_value)
+        resp = client.chat.completions.create(
+            model=CHAT_MODEL,
+            messages=messages,
+            temperature=0.3,
+        )
+        return resp.choices[0].message.content
+
+    return RunnableLambda(_invoke)
+
+
+# RAG_PROMPT = ChatPromptTemplate.from_template(
+#     """你是严谨的检索增强助手。结合<已检索上下文>回答用户问题。
+# - 如果答案不在上下文里，请明确说明“不确定”并给出你能确认的线索。
+# - 用中文输出，尽量给出引用的原句摘要，并在末尾标注引用编号（如 [1][3]）。
+
+# <已检索上下文>
+# {context}
+# </已检索上下文>
+
+# 用户问题：{question}
+# """
+# )
+
+RAG_PROMPT = ChatPromptTemplate.from_template(
+    """你是严谨的检索增强助手。结合<已检索上下文>回答用户问题。
+    -- 如果答案不在上下文里，请明确说明“不确定”并给出你能确认的线索。
+    -- 用中文输出，尽量给出引用的原句摘要，并在末尾标注引用编号（如 [1][3]）。
+        你是严谨的检索增强助手。请**用你自己的话**综合回答，禁止大段原文粘贴。
+    +规则：
+    +1) 先总结，再给出处；答案主体必须是**你自己的表述**。
+    +2) 如需引用原句，每处引用≤50字，并用引号与编号标注，如 “……”[1]。
+    +3) 如果上下文没有明确答案，请说“不确定”，并给出可验证的线索。
+    +4) 输出中文、结构化要点，并在末尾列出参考编号。
+    
+    <已检索上下文>
+    {context}
+    </已检索上下文>
+    
+    用户问题：{question}
+    """
+)
+
+
+
+def format_docs(docs):
+    out = []
+    for i, d in enumerate(docs, 1):
+        meta = d.metadata or {}
+        src = meta.get("source", "unknown")
+        # 摘要最多 500 字符，避免过长提示上下文
+        out.append(f"[{i}] ({src}) {d.page_content[:500]}")
+    return "\n\n".join(out)
+
+
+def main():
+    retriever = load_retriever()
+    llm_runnable = build_llm_runnable()
+
+    # RAG 链：检索 → 拼接上下文 → 提示词 → Qwen(兼容端点) → 解析文本
+    chain = (
+        RunnableParallel(context=retriever | format_docs, question=RunnablePassthrough())
+        | RAG_PROMPT
+        | llm_runnable
+        | StrOutputParser()
+    )
+
+    print("💬 输入你的问题（Ctrl+C 退出）")
+    while True:
+        try:
+            q = input("> ").strip()
+            if not q:
+                continue
+            ans = chain.invoke(q)
+            print("\n" + ans + "\n")
+        except (EOFError, KeyboardInterrupt):
+            print("\n再见～")
+            break
+        except Exception as e:
+            print("❌ 出错：", e)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/beisi_rag/src/ingest_qwen_faiss.py b/beisi_rag/src/ingest_qwen_faiss.py
new file mode 100644
index 00000000..35ba26c3
--- /dev/null
+++ b/beisi_rag/src/ingest_qwen_faiss.py
@@ -0,0 +1,75 @@
+# /Users/profighted/beisi-tech/docs/beisi_rag/ingest_qwen_faiss.py
+import os
+from pathlib import Path
+from dotenv import load_dotenv
+
+from langchain_community.document_loaders import TextLoader, DirectoryLoader
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from langchain_community.vectorstores import FAISS
+from langchain_community.embeddings import DashScopeEmbeddings
+
+load_dotenv()
+
+DATA_DIR = Path(__file__).parent / "data"
+INDEX_DIR = Path(__file__).parent / "vectordb"
+INDEX_DIR.mkdir(exist_ok=True)
+
+MAX_BATCH = 10  # DashScope 限制：一次 <= 10
+
+def load_docs():
+    loader = DirectoryLoader(
+        str(DATA_DIR),
+        glob="**/*",
+        loader_cls=TextLoader,
+        show_progress=True
+    )
+    return loader.load()
+
+def chunked(iterable, n):
+    for i in range(0, len(iterable), n):
+        yield iterable[i:i + n]
+
+def main():
+    # 1) 加载与切分
+    docs = load_docs()
+    splitter = RecursiveCharacterTextSplitter(
+        chunk_size=800,
+        chunk_overlap=120,
+        separators=["\n\n", "\n", "。", "！", "？", "，", " ", ""]
+    )
+    splits = splitter.split_documents(docs)
+    texts = [d.page_content for d in splits]
+    metas = [d.metadata for d in splits]
+
+    # 2) Qwen（DashScope）嵌入
+    api_key = os.environ.get("DASHSCOPE_API_KEY")
+    if not api_key:
+        raise RuntimeError("请先 export DASHSCOPE_API_KEY=你的key")
+
+    embeddings = DashScopeEmbeddings(
+        dashscope_api_key=api_key,
+        model="text-embedding-v3",  # 按你账号可用模型名调整
+    )
+
+    # 3) 建立 FAISS，并以“<=10条/批”的方式喂入
+    if len(texts) == 0:
+        raise RuntimeError("没有可用文本分片，请检查 data/ 是否有可读文件。")
+
+    # 先用第一批初始化索引
+    first_texts = texts[:MAX_BATCH]
+    first_metas = metas[:MAX_BATCH]
+    store = FAISS.from_texts(first_texts, embeddings, metadatas=first_metas)
+
+    # 追加其余批次
+    for batch_texts, batch_metas in zip(
+        chunked(texts[MAX_BATCH:], MAX_BATCH),
+        chunked(metas[MAX_BATCH:], MAX_BATCH),
+    ):
+        store.add_texts(batch_texts, metadatas=batch_metas)
+
+    # 4) 保存索引
+    store.save_local(str(INDEX_DIR))
+    print(f"✅ 完成向量化，共 {len(texts)} 段，索引保存在: {INDEX_DIR}")
+
+if __name__ == "__main__":
+    main()
diff --git a/beisi_rag/src/test.py b/beisi_rag/src/test.py
new file mode 100644
index 00000000..7d306061
--- /dev/null
+++ b/beisi_rag/src/test.py
@@ -0,0 +1,25 @@
+import os
+from openai import OpenAI
+from dotenv import load_dotenv
+load_dotenv()
+
+try:
+    client = OpenAI(
+        # 若没有配置环境变量，请用阿里云百炼API Key将下行替换为：api_key="sk-xxx",
+        # 新加坡和北京地域的API Key不同。获取API Key：https://help.aliyun.com/zh/model-studio/get-api-key
+        api_key=os.getenv("DASHSCOPE_API_KEY"),
+        # 以下是北京地域base_url，如果使用新加坡地域的模型，需要将base_url替换为：https://dashscope-intl.aliyuncs.com/compatible-mode/v1
+        base_url="https://dashscope.aliyuncs.com/compatible-mode/v1",
+    )
+
+    completion = client.chat.completions.create(
+        model="qwen-plus",  # 模型列表：https://help.aliyun.com/zh/model-studio/getting-started/models
+        messages=[
+            {'role': 'system', 'content': 'You are a helpful assistant.'},
+            {'role': 'user', 'content': '你是谁？'}
+            ]
+    )
+    print(completion.choices[0].message.content)
+except Exception as e:
+    print(f"错误信息：{e}")
+    print("请参考文档：https://help.aliyun.com/zh/model-studio/developer-reference/error-code")
\ No newline at end of file
diff --git a/beisi_rag/vectordb/index.faiss b/beisi_rag/vectordb/index.faiss
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diff --git a/my-website/src/components/ChatWidget/chatwidget.module.css b/my-website/src/components/ChatWidget/chatwidget.module.css
new file mode 100644
index 00000000..74e328d3
--- /dev/null
+++ b/my-website/src/components/ChatWidget/chatwidget.module.css
@@ -0,0 +1,36 @@
+.fab{
+  position: fixed; right: 20px; bottom: 20px;
+  width: 56px; height: 56px; border-radius: 50%;
+  border: none; background: #3b82f6; color:#fff; font-weight:700;
+  box-shadow: 0 8px 20px rgba(0,0,0,.15); cursor: pointer; z-index: 9999;
+}
+.panel{
+  position: fixed; right: 20px; bottom: 90px;
+  width: 340px; height: 460px; background:#fff; border-radius: 12px;
+  box-shadow: 0 16px 40px rgba(0,0,0,.2); display:flex; flex-direction:column;
+  overflow:hidden; z-index: 9999;
+}
+.header{
+  padding:12px 14px; font-weight:700; background:#f8fafc;
+  border-bottom:1px solid #e5e7eb; display:flex; justify-content:space-between; align-items:center;
+}
+.switch{ font-size:12px; display:flex; gap:6px; align-items:center; }
+.messages{ flex:1; padding:12px; overflow:auto; background:#fafafa; }
+.msg{ display:flex; margin-bottom:8px; }
+.user{ justify-content:flex-end; }
+.assistant{ justify-content:flex-start; }
+.bubble{
+  max-width: 78%; padding:8px 10px; border-radius:10px; line-height:1.4;
+  background:#e5e7eb; color:#111827; white-space:pre-wrap;
+}
+.user .bubble{ background:#3b82f6; color:#fff; }
+.inputBar{
+  display:flex; gap:8px; padding:10px; border-top:1px solid #e5e7eb; background:#fff;
+}
+.inputBar input{
+  flex:1; height:36px; padding:6px 10px; border:1px solid #d1d5db; border-radius:8px; outline:none;
+}
+.inputBar button{
+  height:36px; padding:0 12px; border:none; border-radius:8px;
+  background:#111827; color:#fff; cursor:pointer;
+}
diff --git a/my-website/src/components/ChatWidget/chatwidget.tsx b/my-website/src/components/ChatWidget/chatwidget.tsx
new file mode 100644
index 00000000..3bc61bdf
--- /dev/null
+++ b/my-website/src/components/ChatWidget/chatwidget.tsx
@@ -0,0 +1,168 @@
+import React, {useMemo, useRef, useState} from 'react';
+import useDocusaurusContext from '@docusaurus/useDocusaurusContext';
+import styles from './chatwidget.module.css';
+
+type Role = 'user' | 'assistant';
+interface Msg { role: Role; text: string; }
+
+const CHAT_ID = 'default';
+
+export default function ChatWidget() {
+  const {siteConfig} = useDocusaurusContext();
+  const API_BASE =
+    (siteConfig as any)?.customFields?.CHAT_API_BASE ?? 'http://localhost:8000';
+
+  const [open, setOpen] = useState(false);
+  const [msgs, setMsgs] = useState<Msg[]>([
+    {role: 'assistant', text: '嗨，我是你的智能助手～'},
+  ]);
+  const [userInput, setUserInput] = useState('');
+  const [loading, setLoading] = useState(false);
+  const [useStream, setUseStream] = useState(false);
+  const listRef = useRef<HTMLDivElement>(null);
+
+  const chatUrl = useMemo(() => `${API_BASE}/chat`, [API_BASE]);
+  const streamUrl = useMemo(() => `${API_BASE}/chat/stream`, [API_BASE]);
+
+  const scrollToBottom = () => {
+    requestAnimationFrame(() => {
+      const el = listRef.current;
+      if (el) el.scrollTop = el.scrollHeight;
+    });
+  };
+
+  const send = async () => {
+    const q = userInput.trim();
+    if (!q || loading) return;
+    setMsgs((m) => [...m, {role: 'user', text: q}]);
+    setUserInput('');
+    setLoading(true);
+
+    try {
+      if (!useStream || !('ReadableStream' in globalThis)) {
+        // --- 非流式 ---
+        const res = await fetch(chatUrl, {
+          method: 'POST',
+          headers: {'Content-Type': 'application/json'},
+          body: JSON.stringify({
+            question: q,
+            top_k: 4,
+            model: 'qwen-plus',
+            temperature: 0.3,
+          }),
+          credentials: 'include',
+        });
+        if (!res.ok) throw new Error(`${res.status} ${res.statusText}`);
+        const data = await res.json();
+        const answer = data?.answer ?? data?.data?.answer ?? '';
+        setMsgs((m) => [...m, {role: 'assistant', text: String(answer)}]);
+      } else {
+        // --- 流式（SSE over fetch） ---
+        const res = await fetch(streamUrl, {
+          method: 'POST',
+          headers: {'Content-Type': 'application/json'},
+          body: JSON.stringify({
+            question: q,
+            top_k: 4,
+            model: 'qwen-plus',
+            temperature: 0.3,
+          }),
+          credentials: 'include',
+        });
+        if (!res.ok || !res.body) throw new Error('SSE 不可用');
+
+        const reader = res.body.getReader();
+        const decoder = new TextDecoder('utf-8');
+        let buf = '';
+
+        while (true) {
+          const {done, value} = await reader.read();
+          if (done) break;
+          buf += decoder.decode(value, {stream: true});
+
+          // 按 SSE 块拆分：每块以 \n\n 结束，且行以 "data: " 开头
+          const chunks = buf.split('\n\n');
+          buf = chunks.pop() ?? '';
+
+          for (const chunk of chunks) {
+            if (!chunk.startsWith('data:')) continue;
+            const payload = chunk.replace(/^data:\s*/, '').trim();
+            if (!payload) continue;        // 最后一条空消息
+            if (payload === '[DONE]') continue;
+
+            let obj: any = null;
+            try { obj = JSON.parse(payload); } catch { /* 纯文本 */ }
+
+            if (obj?.type === 'meta') {
+              // 开始事件，忽略
+            } else if (obj?.type === 'reasoning') {
+              setMsgs((m) => [...m, {role: 'assistant', text: `思考：${obj.text || ''}`}]);
+            } else if (obj?.type === 'sep') {
+              setMsgs((m) => [...m, {role: 'assistant', text: '———'}]);
+            } else if (obj?.type === 'answer') {
+              setMsgs((m) => [...m, {role: 'assistant', text: obj.text || ''}]);
+            } else {
+              // 兼容纯文本
+              setMsgs((m) => [...m, {role: 'assistant', text: String(obj ?? payload)}]);
+            }
+            scrollToBottom();
+          }
+        }
+      }
+    } catch (e: any) {
+      setMsgs((m) => [...m, {role: 'assistant', text: `❗请求失败：${e?.message || e}`}]);
+    } finally {
+      setLoading(false);
+      scrollToBottom();
+    }
+  };
+
+  return (
+    <>
+      <button className={styles.fab} onClick={() => setOpen((o) => !o)}>
+        {open ? '×' : 'Chat'}
+      </button>
+
+      {open && (
+        <div className={styles.panel}>
+          <div className={styles.header}>
+            聊天助手
+            <label className={styles.switch}>
+              <input
+                type="checkbox"
+                checked={useStream}
+                onChange={(e) => setUseStream(e.target.checked)}
+              />
+              <span>流式</span>
+            </label>
+          </div>
+
+          <div className={styles.messages} ref={listRef}>
+            {msgs.map((m, i) => (
+              <div key={i} className={`${styles.msg} ${styles[m.role]}`}>
+                <div className={styles.bubble}>{m.text}</div>
+              </div>
+            ))}
+            {loading && (
+              <div className={`${styles.msg} ${styles.assistant}`}>
+                <div className={styles.bubble}>思考中…</div>
+              </div>
+            )}
+          </div>
+
+          <div className={styles.inputBar}>
+            <input
+              value={userInput}
+              onChange={(e) => setUserInput(e.target.value)}
+              onKeyDown={(e) => (e.key === 'Enter' ? send() : null)}
+              placeholder="输入问题并回车"
+            />
+            <button onClick={send} disabled={loading || !userInput.trim()}>
+              发送
+            </button>
+          </div>
+        </div>
+      )}
+    </>
+  );
+}
diff --git a/my-website/src/theme/Root.tsx b/my-website/src/theme/Root.tsx
new file mode 100644
index 00000000..a74c0ed1
--- /dev/null
+++ b/my-website/src/theme/Root.tsx
@@ -0,0 +1,15 @@
+import React from 'react';
+import {useLocation} from '@docusaurus/router';
+import ChatWidget from '../components/ChatWidget/chatwidget';
+
+export default function Root({children}) {
+  const location = useLocation();
+  const isHome = location.pathname === '/' || location.pathname.endsWith('/index.html');
+
+  return (
+    <>
+      {children}
+      {!isHome && <ChatWidget />}
+    </>
+  );
+}

From 934c6a75769846d8ad1d9a642adcd10a3fbd14fc Mon Sep 17 00:00:00 2001
From: profighted <1412822254@qq.com>
Date: Mon, 3 Nov 2025 01:07:51 +0800
Subject: [PATCH 7/9] =?UTF-8?q?feat:=E6=94=AF=E6=8C=81=E7=AE=80=E5=8D=95?=
 =?UTF-8?q?=E7=9A=84RAG=E6=96=87=E6=A1=A3=E6=9F=A5=E8=AF=A2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 beisi_rag/requirements.txt                          | 6 +++---
 my-website/src/components/ChatWidget/chatwidget.tsx | 8 ++++----
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/beisi_rag/requirements.txt b/beisi_rag/requirements.txt
index 97986f31..c6dfda1b 100644
--- a/beisi_rag/requirements.txt
+++ b/beisi_rag/requirements.txt
@@ -1,7 +1,4 @@
-dashscope==1.24.9
-dotenv==0.9.9
 faiss-cpu==1.12.0
-fastapi==0.120.3
 importlib-metadata==8.0.0
 jaraco.collections==5.1.0
 langchain==1.0.3
@@ -12,3 +9,6 @@ platformdirs==4.2.2
 tomli==2.0.1
 unicorn==2.1.4
 uvicorn==0.38.0
+fastapi
+dotenv
+dashscope
\ No newline at end of file
diff --git a/my-website/src/components/ChatWidget/chatwidget.tsx b/my-website/src/components/ChatWidget/chatwidget.tsx
index 3bc61bdf..de55e4a2 100644
--- a/my-website/src/components/ChatWidget/chatwidget.tsx
+++ b/my-website/src/components/ChatWidget/chatwidget.tsx
@@ -10,7 +10,7 @@ const CHAT_ID = 'default';
 export default function ChatWidget() {
   const {siteConfig} = useDocusaurusContext();
   const API_BASE =
-    (siteConfig as any)?.customFields?.CHAT_API_BASE ?? 'http://localhost:8000';
+    (siteConfig as any)?.customFields?.CHAT_API_BASE ?? 'http://115.190.200.222:8000';
 
   const [open, setOpen] = useState(false);
   const [msgs, setMsgs] = useState<Msg[]>([
@@ -50,14 +50,14 @@ export default function ChatWidget() {
             model: 'qwen-plus',
             temperature: 0.3,
           }),
-          credentials: 'include',
+          // credentials: 'include',
         });
         if (!res.ok) throw new Error(`${res.status} ${res.statusText}`);
         const data = await res.json();
         const answer = data?.answer ?? data?.data?.answer ?? '';
         setMsgs((m) => [...m, {role: 'assistant', text: String(answer)}]);
       } else {
-        // --- 流式（SSE over fetch） ---
+        // 流式
         const res = await fetch(streamUrl, {
           method: 'POST',
           headers: {'Content-Type': 'application/json'},
@@ -67,7 +67,7 @@ export default function ChatWidget() {
             model: 'qwen-plus',
             temperature: 0.3,
           }),
-          credentials: 'include',
+          // credentials: 'include',
         });
         if (!res.ok || !res.body) throw new Error('SSE 不可用');
 

From 12399afea65050f3fd545b5635d9a21af00cb16b Mon Sep 17 00:00:00 2001
From: profighted <1412822254@qq.com>
Date: Mon, 3 Nov 2025 01:16:09 +0800
Subject: [PATCH 8/9] =?UTF-8?q?fix:=E9=9A=90=E8=97=8Fapikey?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 beisi_rag/config/.env | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/beisi_rag/config/.env b/beisi_rag/config/.env
index 39e02014..1e44a6dc 100644
--- a/beisi_rag/config/.env
+++ b/beisi_rag/config/.env
@@ -1,8 +1,7 @@
-export DASHSCOPE_API_KEY="sk-39099f42568a42c6adaf9d4594f1ffe5"
+export DASHSCOPE_API_KEY="***************************************************"
 export OPENAI_API_KEY="$DASHSCOPE_API_KEY"
 export OPENAI_BASE_URL="https://dashscope-intl.aliyuncs.com/compatible-mode/v1"
 export MODEL_NAME="qwen-plus"
 export TOP_K="4"
 
-# curl -H "Authorization: Bearer sk-39099f42568a42c6adaf9d4594f1ffe5" https://dashscope.aliyuncs.com/compatible-mode/v1/models
 

From 51fe688b1d4841b12ea86441a5745955bfdc6bc9 Mon Sep 17 00:00:00 2001
From: profighted <1412822254@qq.com>
Date: Tue, 4 Nov 2025 12:21:55 +0800
Subject: [PATCH 9/9] =?UTF-8?q?fix:=E5=88=A0=E9=99=A4rag=E4=B8=AD=E9=87=8D?=
 =?UTF-8?q?=E5=A4=8D=E7=9A=84doc=E5=86=85=E5=AE=B9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 beisi_rag/data/docs/project/AI Box.md         | 138 ---
 .../data/docs/project/Swift Shoes Store.md    |  36 -
 beisi_rag/data/docs/project/project-intro.md  |  39 -
 ...24\347\224\250\344\273\223\345\272\223.md" |  44 -
 ...20\344\272\244\350\247\204\350\214\203.md" |  38 -
 beisi_rag/data/docs/rule/_category_.json      |   8 -
 beisi_rag/data/docs/rule/readme.en.md         | 267 ------
 beisi_rag/data/docs/rule/readme.md            | 304 -------
 beisi_rag/data/docs/rule/rule-intro.md        | 108 ---
 ...75\345\220\215\345\217\202\350\200\203.md" |  28 -
 ...23\346\236\204\347\244\272\344\276\213.md" |  56 --
 ...41\347\214\256\346\214\207\345\215\227.md" | 228 -----
 .../docs/tutorial/backend/_category_.json     |   4 -
 .../docs/tutorial/backend/database/MySQL.md   |  17 -
 .../tutorial/backend/database/PostgreSQL.md   |  43 -
 .../tutorial/backend/database/_category_.json |   4 -
 beisi_rag/data/docs/tutorial/backend/flask.md | 676 ---------------
 .../data/docs/tutorial/backend/nodejs.md      |  72 --
 .../data/docs/tutorial/devops/_category_.json |   4 -
 .../data/docs/tutorial/devops/aliyun-cdn.md   | 652 ---------------
 beisi_rag/data/docs/tutorial/devops/caddy.md  |   9 -
 beisi_rag/data/docs/tutorial/devops/docker.md |  25 -
 .../docs/tutorial/devops/github-actions.md    | 660 ---------------
 .../data/docs/tutorial/devops/kubernetes.md   |   7 -
 ...21\346\234\215\345\212\241\345\231\250.md" | 207 -----
 .../docs/tutorial/frontend/_category_.json    |   4 -
 .../tutorial/frontend/mobile/_category_.json  |   4 -
 .../docs/tutorial/frontend/mobile/flutter.md  | 111 ---
 .../docs/tutorial/frontend/mobile/uniapp.md   | 125 ---
 .../\345\260\217\347\250\213\345\272\217.md"  |   5 -
 ...00\345\217\221\347\233\270\345\205\263.md" |  11 -
 .../tutorial/frontend/web/_category_.json     |   4 -
 .../docs/tutorial/frontend/web/next.js.md     | 521 ------------
 .../data/docs/tutorial/frontend/web/react.md  | 461 ----------
 .../docs/tutorial/frontend/web/tailwindcss.md | 512 ------------
 .../data/docs/tutorial/frontend/web/vue.md    | 649 --------------
 .../docs/tutorial/language/_category_.json    |   4 -
 beisi_rag/data/docs/tutorial/language/dart.md | 410 ---------
 .../data/docs/tutorial/language/markdown.md   |  86 --
 .../data/docs/tutorial/language/python.md     | 592 -------------
 .../data/docs/tutorial/language/typescript.md | 688 ---------------
 .../data/docs/tutorial/language/web/CSS.md    | 791 ------------------
 .../data/docs/tutorial/language/web/HTML.md   | 580 -------------
 .../docs/tutorial/language/web/JavaScript.md  | 649 --------------
 .../tutorial/language/web/_category_.json     |   4 -
 .../docs/tutorial/practice/_category_.json    |   4 -
 .../data/docs/tutorial/practice/practice.md   |  11 -
 beisi_rag/data/docs/tutorial/tools/GitHub.md  | 169 ----
 .../data/docs/tutorial/tools/MobaXterm.md     | 607 --------------
 beisi_rag/data/docs/tutorial/tools/VS Code.md |  26 -
 .../data/docs/tutorial/tools/_category_.json  |   4 -
 beisi_rag/data/docs/tutorial/tools/apifox.md  |  13 -
 beisi_rag/data/docs/tutorial/tools/navicat.md |   7 -
 .../data/docs/tutorial/tools/photoshop.md     |   7 -
 .../data/docs/tutorial/tools/prettier.md      |  73 --
 beisi_rag/data/docs/tutorial/tools/vpn.md     |  55 --
 .../data/docs/tutorial/tutorial-intro.md      |  18 -
 beisi_rag/src/ingest_qwen_faiss.py            |   2 +-
 58 files changed, 1 insertion(+), 10880 deletions(-)
 delete mode 100644 beisi_rag/data/docs/project/AI Box.md
 delete mode 100644 beisi_rag/data/docs/project/Swift Shoes Store.md
 delete mode 100644 beisi_rag/data/docs/project/project-intro.md
 delete mode 100644 "beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md"
 delete mode 100644 "beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"
 delete mode 100644 beisi_rag/data/docs/rule/_category_.json
 delete mode 100644 beisi_rag/data/docs/rule/readme.en.md
 delete mode 100644 beisi_rag/data/docs/rule/readme.md
 delete mode 100644 beisi_rag/data/docs/rule/rule-intro.md
 delete mode 100644 "beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md"
 delete mode 100644 "beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md"
 delete mode 100644 "beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md"
 delete mode 100644 beisi_rag/data/docs/tutorial/backend/_category_.json
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diff --git a/beisi_rag/data/docs/project/AI Box.md b/beisi_rag/data/docs/project/AI Box.md
deleted file mode 100644
index 9b986cf2..00000000
--- a/beisi_rag/data/docs/project/AI Box.md	
+++ /dev/null
@@ -1,138 +0,0 @@
----
-sidebar_position: 3
-slug: aibox
----
-
-# AI Box
-
-## 项目概述
-
-[AI Box](https://aibox.beisi.tech/) 是一款集成了多种主流 AI 大模型的一站式智能服务平台，为用户提供多维度的 AI 能力整合体验。通过统一界面，用户可以轻松切换不同的 AI 模型，满足各种场景下的智能交互需求。
-
-## 项目背景
-
-> "在未来十年，人工智能不会取代人，但使用人工智能的人将取代不使用人工智能的人。"
-> 
-> "AI is not going to replace managers, but managers who use AI are going to replace managers who don't."
-> 
-> —— 埃里克·布莱恩约弗森 (Erik Brynjolfsson)，斯坦福大学教授
-
-在这一趋势下，AI Box 应运而生，致力于让每个人都能轻松使用人工智能，成为善用 AI 的先行者。
-
-## 痛点分析
-
-当前用户在使用 AI 大模型时面临诸多挑战：
-
-- **平台众多，难以抉择**：众多模型各有优劣，用户难以选择
-- **服务器繁忙，体验不稳定**：单一模型常出现服务不可用
-- **功能单一**：无法满足多样化需求
-- **UI 交互复杂**：操作繁琐，学习成本高
-- **订阅费用昂贵**：主流 AI 服务月费较高
-- **使用门槛高**：需要付费且需科学上网
-
-## 解决方案：AI Box
-
-### 🧠 聪明的 AI Box
-- **多模型智能中枢**：集成主流 AI 大模型，一键切换
-- **记忆功能**：提供个性化服务，越用越好用
-
-### 🛡️ 稳定的 AI Box
-- **多模型访问**：避免"服务器繁忙"
-- **高性能架构**：保障流畅用户体验
-
-### 🛠️ 实用的 AI Box
-- **极简 UI**：以对话为核心，简化交互
-- **跨平台支持**：支持 Android、iOS、Web、Windows、Mac、Linux
-- **多模态交互**：支持文本、图片、PDF、Word、Excel 等格式
-- **智创空间**：丰富的 AI 工具生态
-
-## 功能特点
-
-### 🎯 多模型智能中枢
-
-- 集成 deepseek、通义千问、Kimi 等主流 AI 大模型
-- 一键切换不同模型，满足不同场景需求
-- 统一的交互界面，简化操作流程
-
-### 🔄 多模态交互
-
-- 支持文本、语音、图片等多种输入方式
-- 智能化代码高亮显示
-- 数学公式渲染支持
-
-### 🛠️ 智创空间
-
-- 基于 AI 模型开发的细分领域应用
-- AI 生成 PPT 功能
-- AI 语音转文本工具
-- 持续扩展的实用 AI 工具集
-
-## 支持的 AI 模型
-
-AI Box 整合了市场上主流的 AI 大模型，为用户提供丰富选择：
-
-| 模型名称 | 特点描述                                             |
-| -------- | ---------------------------------------------------- |
-| 通义千问 | 开发的大规模语言模型，擅长中文理解                   |
-| Kimi     | 专注于对话式 AI 体验的新一代大语言模型               |
-| 讯飞星火 | 科大讯飞打造的认知大模型，擅长多轮对话和知识问答     |
-| 智谱清言 | 智谱 AI 开发的对话模型，在中文理解和生成方面表现出色 |
-
-**更多模型持续集成中...**
-
-
-## 技术架构
-
-AI Box 采用现代化的技术栈，确保流畅稳定的用户体验：
-
-### 🏗️ 系统架构
-
-- **前端**: 采用 Flutter 开发，确保跨平台一致的用户体验
-- **后端**: 高性能 Node.js 后端，确保 API 响应迅速
-- **数据库**: 稳定可靠的 MySQL 数据库，保障数据安全
-- **加密技术**: 端到端加密技术，全面保护用户隐私
-
-### ☁️ 云端服务
-
-- Node.js 云计算框架
-- API Gateway 管理系统
-- 智能路由和跨平台管理
-
-## 最新进展
-
-- **项目官网**：[https://beisi.tech/aibox/](https://beisi.tech/aibox/)
-- **软件状态**：内测中，即将上架应用市场
-- **定价**：
-  - 普通用户：39.9元/月
-  - 学生优惠：19.9元/月
-
-## 会员权益
-
-- 无限制使用次数
-- 优先使用高级模型
-- 享受所有功能更新
-
-## 特别感谢
-
-感谢以下机构的支持：
-
-- 阿里云计算有限公司
-- 阿里巴巴达摩院
-- 福州大学相关部门
-- 福州市相关单位
-
-## 联系我们
-
-如有任何问题或建议，欢迎随时与我们联系：
-
-- **邮箱**: 3370942916@qq.com
-- **电话**: 16715077455
-- **地址**: 福建省福州市台江区三通路中亭数字产业中心
-
-### 在线留言
-
-您也可以通过在线留言功能与我们沟通，我们会尽快回复您的问题。
-
----
-
-**AI Box - 让 AI 触手可及，让智能无处不在**
diff --git a/beisi_rag/data/docs/project/Swift Shoes Store.md b/beisi_rag/data/docs/project/Swift Shoes Store.md
deleted file mode 100644
index 636081a4..00000000
--- a/beisi_rag/data/docs/project/Swift Shoes Store.md	
+++ /dev/null
@@ -1,36 +0,0 @@
----
-sidebar_position: 4
-slug: swift-shoes-store
----
-
-# Swift Shoes Store
-
-## 项目概述
-
-[Swift Shoes Store](https://shop.beisi.tech/) 是一个现代化的专业运动鞋电商平台，由福州倍司网络科技有限公司开发和运营。平台专注于为用户提供高品质的运动鞋产品和优质的购物体验。
-
-## 核心特色
-
-### 🛍️ 产品优势
-
-- **品牌精选**：汇集 Salomon 等知名运动品牌
-- **品类齐全**：涵盖各类运动鞋款，满足不同需求
-- **价格透明**：价格透明，用户可自主选择
-
-### 💻 技术特点
-
-- 现代化电商平台架构
-- 响应式设计，支持多设备访问
-- 安全稳定的交易系统
-
-## 联系我们
-
-- **邮箱**: xiaolinbenben@gmail.com
-- **电话**: +86 15715077455
-- **地址**: 福建省福州市
-- **网站**: [https://shop.beisi.tech/](https://shop.beisi.tech/)
-
----
-
-_© 2025 福州倍司网络科技有限公司 版权所有_
-_Powered by Mr.Lin_
diff --git a/beisi_rag/data/docs/project/project-intro.md b/beisi_rag/data/docs/project/project-intro.md
deleted file mode 100644
index d3ca72a0..00000000
--- a/beisi_rag/data/docs/project/project-intro.md
+++ /dev/null
@@ -1,39 +0,0 @@
----
-sidebar_position: 1
-slug: intro
----
-
-# Project Intro
-
-# 项目介绍
-
-## 概述
-
-我们是一支专注于技术创新和产品研发的团队，目前运营着三个核心项目，覆盖应用生态、AI 开发和电子商务等多个领域。每个项目都致力于解决特定场景下的实际问题，为用户和开发者提供优质的产品和服务。
-
-## 技术特色
-
-我们的项目在技术架构上具有以下共同特点：
-
-- **现代化技术栈**：采用 Vue3、Flask 等主流技术
-- **用户体验优先**：注重界面设计和交互体验
-- **可扩展性**：采用微服务架构，可按需扩展
-
-## 适用对象
-
-- **开发者**：应用仓库和 AI Box 为开发者提供创作平台
-- **企业用户**：Swift Shoes Store 服务客户
-- **技术爱好者**：所有对创新技术感兴趣的用户
-
-## 价值理念
-
-我们致力于通过技术创新：
-
-- 降低技术使用门槛
-- 提升开发和用户体验
-- 构建开放的技术生态
-- 推动行业进步和发展
-
----
-
-通过这些项目，我们希望为用户和开发者创造真正的价值，让技术更好地服务于生活和商业。
diff --git "a/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md" "b/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md"
deleted file mode 100644
index d1fe4a7d..00000000
--- "a/beisi_rag/data/docs/project/\345\272\224\347\224\250\344\273\223\345\272\223.md"
+++ /dev/null
@@ -1,44 +0,0 @@
----
-sidebar_position: 2
-slug: app-store
----
-
-# 应用仓库
-
-## 什么是应用仓库？
-
-[应用仓库](https://hsck.beisi.tech/)是一个基于 H5 技术的轻量化应用分发平台，致力于为用户提供"即用即走"的优质应用体验，同时为开发者打造开放、高效的应用生态。
-
-## 🎯 开发背景
-
-- **独立开发者兴起** - 移动互联网发展促进了独立开发者的快速增长
-- **传统应用痛点** - 国内软件广告泛滥、体积臃肿，用户体验下降
-- **平台限制** - 小程序审核严格，开放类目有限，创新受限
-
-## ✨ 核心优势
-
-### 技术实力
-
-- **模块化架构** - 功能组件化，支持个性化定制
-- **成熟稳定** - 基于成熟的 H5 技术栈，性能可靠
-
-## 🛠 技术架构
-
-### 前端技术栈
-
-- **Vue3** - 现代化前端框架，优秀性能表现
-- **模块化组件** - 可复用组件库，提升开发效率
-
-### 后端技术栈
-
-- **Flask 微服务** - 轻量级后端架构，快速响应
-- **跨端部署** - 支持多种环境部署方案
-
-## 🌟 用户价值
-
-- **纯净体验** - 广告拦截，专注核心功能
-- **灵活定制** - 模块化设计，按需使用功能
-
----
-
-应用仓库通过技术创新和生态建设，正在重新定义移动应用的使用方式，为开发者和用户创造真正的价值。
diff --git "a/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md" "b/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"
deleted file mode 100644
index cb35bee7..00000000
--- "a/beisi_rag/data/docs/rule/Commit \346\217\220\344\272\244\350\247\204\350\214\203.md"	
+++ /dev/null
@@ -1,38 +0,0 @@
----
-sidebar_label: "Commit 提交规范"
-sidebar_position: 3
-slug: commit-specification
----
-
-# 项目开发编码规范
-
-## Commit 提交规范
-
-| 类型     | 说明                                           |
-| -------- | ---------------------------------------------- |
-| feat     | 新增功能                                       |
-| fix      | 修复 Bug                                       |
-| docs     | 文档变更                                       |
-| style    | 代码风格调整（不影响功能，比如空格、格式化等） |
-| refactor | 代码重构（既不新增功能，也不修复 bug）         |
-| perf     | 性能优化                                       |
-| test     | 测试相关                                       |
-| chore    | 构建或辅助工具变更（如依赖更新、构建脚本等）   |
-| ci       | CI 配置更新                                    |
-| build    | 打包构建相关                                   |
-| revert   | 撤销上一次的提交                               |
-
-**示范如下：**
-
-```
-feat: 支持用户使用手机号登录
-fix: 修复微信支付回调问题
-docs: 更新安装部署指南
-style: 优化头部布局的代码缩进
-refactor: 重构用户认证模块代码逻辑
-perf: 优化列表渲染性能
-test: 增加订单模块的单元测试
-chore: 升级vue到最新版本
-ci: 更新 Jenkins 流水线配置
-build: 修改 Dockerfile，减小镜像体积
-```
diff --git a/beisi_rag/data/docs/rule/_category_.json b/beisi_rag/data/docs/rule/_category_.json
deleted file mode 100644
index 45ad54ae..00000000
--- a/beisi_rag/data/docs/rule/_category_.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "label": "Rule",
-  "position": 1,
-  "link": {
-    "type": "generated-index",
-    "title": "Rule 文档"
-  }
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/rule/readme.en.md b/beisi_rag/data/docs/rule/readme.en.md
deleted file mode 100644
index 6e3485f6..00000000
--- a/beisi_rag/data/docs/rule/readme.en.md
+++ /dev/null
@@ -1,267 +0,0 @@
----
-sidebar_position: 7
-slug: chinese-copywriting-guidelines-en
----
-
-# Chinese Copywriting Guidelines
-
-Chinese copywriting guidelines for better written communication.
-Other languages:
-
-- [Chinese Simplified](readme.md)
-
----
-
-## Table of Contents
-
-<!-- vim-markdown-toc GFM -->
-
-- [Table of Contents](#table-of-contents)
-  - [Spacing](#spacing)
-    - [Place one space before/after English words](#place-one-space-beforeafter-english-words)
-    - [Place one space before/after numbers](#place-one-space-beforeafter-numbers)
-    - [No space between numbers and units](#no-space-between-numbers-and-units)
-    - [No additional spaces before/after punctuation in fullwidth form](#no-additional-spaces-beforeafter-punctuation-in-fullwidth-form)
-    - [`-ms-text-autospace` to the rescue?](#-ms-text-autospace-to-the-rescue)
-  - [Punctuation](#punctuation)
-    - [Avoid duplicate punctuation](#avoid-duplicate-punctuation)
-  - [Fullwidth and halfwidth](#fullwidth-and-halfwidth)
-    - [Use punctuation in fullwidth form](#use-punctuation-in-fullwidth-form)
-    - [Use numbers in halfwidth form](#use-numbers-in-halfwidth-form)
-    - [Use punctuation in halfwidth form for English sentences](#use-punctuation-in-halfwidth-form-for-english-sentences)
-  - [Nouns](#nouns)
-    - [Avoid jargons](#avoid-jargons)
-  - [Dispute](#dispute)
-    - [Add extra spaces before/after links](#add-extra-spaces-beforeafter-links)
-    - [Use corner brackets for Chinese Simplified](#use-corner-brackets-for-chinese-simplified)
-  - [Tools](#tools)
-  - [Examples of “Who is doing this?”](#examples-of-who-is-doing-this)
-  - [References](#references)
-
-<!-- vim-markdown-toc -->
-
-## Spacing
-
-「有研究显示，打字的时候不喜欢在中文和英文之间加空格的人，感情路都走得很辛苦，有七成的比例会在 34 岁的时候跟自己不爱的人结婚，而其余三成的人最后只能把遗产留给自己的猫。毕竟爱情跟书写都需要适时地留白。
-
-与大家共勉之。」——[vinta/paranoid-auto-spacing](https://github.com/vinta/pangu.js)
-
-### Place one space before/after English words
-
-Good:
-
-> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。
-
-Bad:
-
-> 在 LeanCloud 上，数据存储是围绕`AVObject`进行的。
-
-> 在 LeanCloud 上，数据存储是围绕`AVObject` 进行的。
-
-An example of complete and correct usage:
-
-> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。每个 `AVObject` 都包含了与 JSON 兼容的 key-value 对应的数据。数据是 schema-free 的，你不需要在每个 `AVObject` 上提前指定存在哪些键，只要直接设定对应的 key-value 即可。
-
-Exceptions: For product and brand names, please refer to the writing format of the official definition. For example, use “豆瓣 FM” instead of “豆瓣 FM”.
-
-### Place one space before/after numbers
-
-Good:
-
-> 今天出去买菜花了 5000 元。
-
-Bad:
-
-> 今天出去买菜花了 5000 元。
-
-> 今天出去买菜花了 5000 元。
-
-### No space between numbers and units
-
-Good:
-
-> 我家的光纤入户宽带有 10Gbps，SSD 一共有 10TB。
-
-Bad:
-
-> 我家的光纤入户宽带有 10 Gbps，SSD 一共有 20 TB。
-
-Besides, there should not be any spacing between numbers and degrees/percentages.
-
-Good:
-
-> 今天是 233° 的高温。
-
-> 新 MacBook Pro 有 15% 的 CPU 性能提升。
-
-Bad:
-
-> 今天是 233 ° 的高温。
-
-> 新 MacBook Pro 有 15 % 的 CPU 性能提升。
-
-### No additional spaces before/after punctuation in fullwidth form
-
-Good:
-
-> 刚刚买了一部 iPhone，好开心！
-
-Bad:
-
-> 刚刚买了一部 iPhone ，好开心！
-
-### `-ms-text-autospace` to the rescue?
-
-Microsoft provides a CSS property [`-ms-text-autospace`](<http://msdn.microsoft.com/en-us/library/ie/ms531164(v=vs.85).aspx>) that can specify the autospacing and narrow space width adjustment of text. However it's not popular, and on other platforms such as OS X and iOS we can not use this feature. So it's better for you to keep up the habit.
-
-## Punctuation
-
-### Avoid duplicate punctuation
-
-Good:
-
-> 德国队竟然战胜了巴西队！
-
-> 她竟然对你说「喵」？！
-
-Bad:
-
-> 德国队竟然战胜了巴西队！！
-
-> 德国队竟然战胜了巴西队！！！！！！！！
-
-> 她竟然对你说「喵」？？！！
-
-> 她竟然对你说「喵」？！？！？？！！
-
-## Fullwidth and halfwidth
-
-If you’re not familiar with fullwidth and halfwidth forms please refer to [Halfwidth and fullwidth forms](https://en.wikipedia.org/wiki/Halfwidth_and_fullwidth_forms) on Wikipedia.
-
-### Use punctuation in fullwidth form
-
-Good:
-
-> 嗨！你知道嘛？今天前台的小妹跟我说「喵」了哎！
-
-> 核磁共振成像（NMRI）是什么原理都不知道？JFGI！
-
-Bad:
-
-> 嗨! 你知道嘛? 今天前台的小妹跟我说 "喵" 了哎!
-
-> 嗨!你知道嘛?今天前台的小妹跟我说"喵"了哎!
-
-> 核磁共振成像 (NMRI) 是什么原理都不知道? JFGI!
-
-> 核磁共振成像(NMRI)是什么原理都不知道?JFGI!
-
-### Use numbers in halfwidth form
-
-Good:
-
-> 这件蛋糕只卖 1000 元。
-
-Bad:
-
-> 这件蛋糕只卖 １０００ 元。
-
-Exceptions: fullwidth numbers are acceptable for better visual alignment in graphic design.
-
-### Use punctuation in halfwidth form for English sentences
-
-Good:
-
-> 乔布斯那句话是怎么说的？「Stay hungry, stay foolish.」
-
-> 推荐你阅读《Hackers & Painters: Big Ideas from the Computer Age》，非常的有趣。
-
-Bad:
-
-> 乔布斯那句话是怎么说的？「Stay hungry，stay foolish。」
-
-> 推荐你阅读《Hackers＆Painters：Big Ideas from the Computer Age》，非常的有趣。
-
-## Nouns
-
-### Avoid jargons
-
-Good:
-
-> 我们需要一位熟悉 JavaScript、HTML5，至少理解一种框架（如 Backbone.js、AngularJS、React 等）的前端开发者。
-
-Bad:
-
-> 我们需要一位熟悉 Js、h5，至少理解一种框架（如 backbone、angular、RJS 等）的 FED。
-
-## Dispute
-
-The following usages comprise of personal characteristics. As such, from the perspective of copywriting guidelines, they are still correct regardless of whether they comply with the following rules.
-
-### Add extra spaces before/after links
-
-Usage:
-
-> 请 [提交一个 issue](#) 并分配给相关同事。
-
-> 访问我们网站的最新动态，请 [点击这里](#) 进行订阅！
-
-compared with:
-
-> 请[提交一个 issue](#) 并分配给相关同事。
-
-> 访问我们网站的最新动态，请[点击这里](#)进行订阅！
-
-### Use corner brackets for Chinese Simplified
-
-Usage:
-
-> 「老师，『有条不紊』的『紊』是什么意思？」
-
-compared with:
-
-> “老师，‘有条不紊’的‘紊’是什么意思？”
-
-## Tools
-
-| Repository                                                                                                                      | Language        |
-| ------------------------------------------------------------------------------------------------------------------------------- | --------------- |
-| [vinta/paranoid-auto-spacing](https://github.com/vinta/paranoid-auto-spacing)                                                   | JavaScript      |
-| [huei90/pangu.node](https://github.com/huei90/pangu.node)                                                                       | Node.js         |
-| [huacnlee/auto-correct](https://github.com/huacnlee/auto-correct)                                                               | Ruby            |
-| [sparanoid/space-lover](https://github.com/sparanoid/space-lover)                                                               | PHP (WordPress) |
-| [nauxliu/auto-correct](https://github.com/NauxLiu/auto-correct)                                                                 | PHP             |
-| [hotoo/pangu.vim](https://github.com/hotoo/pangu.vim)                                                                           | Vim             |
-| [sparanoid/grunt-auto-spacing](https://github.com/sparanoid/grunt-auto-spacing)                                                 | Node.js (Grunt) |
-| [hjiang/scripts/add-space-between-latin-and-cjk](https://github.com/hjiang/scripts/blob/master/add-space-between-latin-and-cjk) | Python          |
-
-## Examples of “Who is doing this?”
-
-| Website                                                | Copywriting | UGC     |
-| ------------------------------------------------------ | ----------- | ------- |
-| [Apple China](http://www.apple.com/cn/)                | Yes         | N/A     |
-| [Apple Hong Kong](http://www.apple.com/hk/)            | Yes         | N/A     |
-| [Apple Taiwan](http://www.apple.com/tw/)               | Yes         | N/A     |
-| [Microsoft China](http://www.microsoft.com/zh-cn/)     | Yes         | N/A     |
-| [Microsoft Hong Kong](http://www.microsoft.com/zh-hk/) | Yes         | N/A     |
-| [Microsoft Taiwan](http://www.microsoft.com/zh-tw/)    | Yes         | N/A     |
-| [LeanCloud](https://leancloud.cn/)                     | Yes         | N/A     |
-| [Zhihu](https://www.zhihu.com/)                        | Yes         | Partial |
-| [V2EX](https://www.v2ex.com/)                          | Yes         | Yes     |
-| [SegmentFault](https://segmentfault.com/)              | Yes         | Partial |
-| [Apple4us](http://apple4us.com/)                       | Yes         | N/A     |
-| [Wandoujia](https://www.wandoujia.com/)                | Yes         | N/A     |
-| [Ruby China](https://ruby-china.org/)                  | Yes         | Partial |
-| [PHPHub](https://phphub.org/)                          | Yes         | Partial |
-
-## References
-
-- [Guidelines for Using Capital Letters](http://grammar.about.com/od/punctuationandmechanics/a/Guidelines-For-Using-Capital-Letters.htm)
-- [Letter case - Wikipedia](http://en.wikipedia.org/wiki/Letter_case)
-- [Punctuation - Oxford Dictionaries](http://www.oxforddictionaries.com/words/punctuation)
-- [Punctuation - The Purdue OWL](https://owl.english.purdue.edu/owl/section/1/6/)
-- [How to Use English Punctuation Corrently - wikiHow](http://www.wikihow.com/Use-English-Punctuation-Correctly)
-- [格式 - openSUSE](https://zh.opensuse.org/index.php?title=Help:%E6%A0%BC%E5%BC%8F)
-- [全角和半角 - 维基百科](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)
-- [引号 - 维基百科](http://zh.wikipedia.org/wiki/%E5%BC%95%E8%99%9F)
-- [疑问惊叹号 - 维基百科](http://zh.wikipedia.org/wiki/%E7%96%91%E5%95%8F%E9%A9%9A%E5%98%86%E8%99%9F)
diff --git a/beisi_rag/data/docs/rule/readme.md b/beisi_rag/data/docs/rule/readme.md
deleted file mode 100644
index 8c4532cf..00000000
--- a/beisi_rag/data/docs/rule/readme.md
+++ /dev/null
@@ -1,304 +0,0 @@
----
-sidebar_position: 6
-slug: chinese-copywriting-guidelines
----
-
-# 中文文案排版指北
-
-Other languages:
-
-- [English](readme.en.md)
-
----
-
-## 目录
-
-<!-- vim-markdown-toc GFM -->
-
-- [目录](#目录)
-  - [空格](#空格)
-    - [中英文之间需要增加空格](#中英文之间需要增加空格)
-    - [中文与数字之间需要增加空格](#中文与数字之间需要增加空格)
-    - [数字与单位之间无需增加空格](#数字与单位之间无需增加空格)
-    - [全角标点与其他字符之间不加空格](#全角标点与其他字符之间不加空格)
-    - [`-ms-text-autospace` to the rescue?](#-ms-text-autospace-to-the-rescue)
-  - [标点符号](#标点符号)
-    - [不重复使用标点符号](#不重复使用标点符号)
-  - [全角和半角](#全角和半角)
-    - [使用全角中文标点](#使用全角中文标点)
-    - [数字使用半角字符](#数字使用半角字符)
-    - [遇到完整的英文整句、特殊名词，其內容使用半角标点](#遇到完整的英文整句特殊名词其內容使用半角标点)
-  - [名词](#名词)
-    - [专有名词使用正确的大小写](#专有名词使用正确的大小写)
-    - [不要使用不地道的缩写](#不要使用不地道的缩写)
-  - [争议](#争议)
-    - [链接之间增加空格](#链接之间增加空格)
-    - [简体中文使用直角引号](#简体中文使用直角引号)
-  - [工具](#工具)
-  - [谁在这样做？](#谁在这样做)
-  - [参考文献](#参考文献)
-
-<!-- vim-markdown-toc -->
-
-## 空格
-
-「有研究显示，打字的时候不喜欢在中文和英文之间加空格的人，感情路都走得很辛苦，有七成的比例会在 34 岁的时候跟自己不爱的人结婚，而其余三成的人最后只能把遗产留给自己的猫。毕竟爱情跟书写都需要适时地留白。
-
-与大家共勉之。」——[vinta/paranoid-auto-spacing](https://github.com/vinta/pangu.js)
-
-### 中英文之间需要增加空格
-
-正确：
-
-> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。
-
-错误：
-
-> 在 LeanCloud 上，数据存储是围绕`AVObject`进行的。
-
-> 在 LeanCloud 上，数据存储是围绕`AVObject` 进行的。
-
-完整的正确用法：
-
-> 在 LeanCloud 上，数据存储是围绕 `AVObject` 进行的。每个 `AVObject` 都包含了与 JSON 兼容的 key-value 对应的数据。数据是 schema-free 的，你不需要在每个 `AVObject` 上提前指定存在哪些键，只要直接设定对应的 key-value 即可。
-
-例外：「豆瓣 FM」等产品名词，按照官方所定义的格式书写。
-
-### 中文与数字之间需要增加空格
-
-正确：
-
-> 今天出去买菜花了 5000 元。
-
-错误：
-
-> 今天出去买菜花了 5000 元。
-
-> 今天出去买菜花了 5000 元。
-
-### 数字与单位之间无需增加空格
-
-正确：
-
-> 我家的光纤入户宽带有 10Gbps，SSD 一共有 10TB。
-
-错误：
-
-> 我家的光纤入户宽带有 10 Gbps，SSD 一共有 20 TB。
-
-另外，度／百分比与数字之间不需要增加空格：
-
-正确：
-
-> 今天是 233° 的高温。
-
-> 新 MacBook Pro 有 15% 的 CPU 性能提升。
-
-错误：
-
-> 今天是 233 ° 的高温。
-
-> 新 MacBook Pro 有 15 % 的 CPU 性能提升。
-
-### 全角标点与其他字符之间不加空格
-
-正确：
-
-> 刚刚买了一部 iPhone，好开心！
-
-错误：
-
-> 刚刚买了一部 iPhone ，好开心！
-
-### `-ms-text-autospace` to the rescue?
-
-Microsoft 有个 [`-ms-text-autospace`](<http://msdn.microsoft.com/en-us/library/ie/ms531164(v=vs.85).aspx>) 的 CSS 属性可以实现自动为中英文之间增加空白。不过目前并未普及，另外在其他应用场景，例如 OS X、iOS 的用户界面目前并不存在这个特性，所以请继续保持随手加空格的习惯。
-
-## 标点符号
-
-### 不重复使用标点符号
-
-正确：
-
-> 德国队竟然战胜了巴西队！
-
-> 她竟然对你说「喵」？！
-
-错误：
-
-> 德国队竟然战胜了巴西队！！
-
-> 德国队竟然战胜了巴西队！！！！！！！！
-
-> 她竟然对你说「喵」？？！！
-
-> 她竟然对你说「喵」？！？！？？！！
-
-## 全角和半角
-
-不明白什么是全角（全形）与半角（半形）符号？请查看维基百科词条『[全角和半角](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)』。
-
-### 使用全角中文标点
-
-正确：
-
-> 嗨！你知道嘛？今天前台的小妹跟我说「喵」了哎！
-
-> 核磁共振成像（NMRI）是什么原理都不知道？JFGI！
-
-错误：
-
-> 嗨! 你知道嘛? 今天前台的小妹跟我说 "喵" 了哎!
-
-> 嗨!你知道嘛?今天前台的小妹跟我说"喵"了哎!
-
-> 核磁共振成像 (NMRI) 是什么原理都不知道? JFGI!
-
-> 核磁共振成像(NMRI)是什么原理都不知道?JFGI!
-
-### 数字使用半角字符
-
-正确：
-
-> 这件蛋糕只卖 1000 元。
-
-错误：
-
-> 这件蛋糕只卖 １０００ 元。
-
-例外：在设计稿、宣传海报中如出现极少量数字的情形时，为方便文字对齐，是可以使用全角数字的。
-
-### 遇到完整的英文整句、特殊名词，其內容使用半角标点
-
-正确：
-
-> 乔布斯那句话是怎么说的？「Stay hungry, stay foolish.」
-
-> 推荐你阅读《Hackers & Painters: Big Ideas from the Computer Age》，非常的有趣。
-
-错误：
-
-> 乔布斯那句话是怎么说的？「Stay hungry，stay foolish。」
-
-> 推荐你阅读《Hackers＆Painters：Big Ideas from the Computer Age》，非常的有趣。
-
-## 名词
-
-### 专有名词使用正确的大小写
-
-大小写相关用法原属于英文书写范畴，不属于本 wiki 讨论內容，在这里只对部分易错用法进行简述。
-
-正确：
-
-> 使用 GitHub 登录
-
-> 我们的客户有 GitHub、Foursquare、Microsoft Corporation、Google、Facebook, Inc.。
-
-错误：
-
-> 使用 github 登录
-
-> 使用 GITHUB 登录
-
-> 使用 Github 登录
-
-> 使用 gitHub 登录
-
-> 使用 g ｲん ĤЦ8 登录
-
-> 我们的客户有 github、foursquare、microsoft corporation、google、facebook, inc.。
-
-> 我们的客户有 GITHUB、FOURSQUARE、MICROSOFT CORPORATION、GOOGLE、FACEBOOK, INC.。
-
-> 我们的客户有 Github、FourSquare、MicroSoft Corporation、Google、FaceBook, Inc.。
-
-> 我们的客户有 gitHub、fourSquare、microSoft Corporation、google、faceBook, Inc.。
-
-> 我们的客户有 g ｲん ĤЦ8、ｷ ouЯƧqu ﾑ гє、๓เςг๏ร๏Ŧt ς๏гק๏гคtเ๏ภn、900913、ƒ4ᄃëв๏๏к, IПᄃ.。
-
-注意：当网页中需要配合整体视觉风格而出现全部大写／小写的情形，HTML 中请使用标准的大小写规范进行书写；并通过 `text-transform: uppercase;`／`text-transform: lowercase;` 对表现形式进行定义。
-
-### 不要使用不地道的缩写
-
-正确：
-
-> 我们需要一位熟悉 JavaScript、HTML5，至少理解一种框架（如 Backbone.js、AngularJS、React 等）的前端开发者。
-
-错误：
-
-> 我们需要一位熟悉 Js、h5，至少理解一种框架（如 backbone、angular、RJS 等）的 FED。
-
-## 争议
-
-以下用法略带有个人色彩，即：无论是否遵循下述规则，从语法的角度来讲都是**正确**的。
-
-### 链接之间增加空格
-
-用法：
-
-> 请 [提交一个 issue](#) 并分配给相关同事。
-
-> 访问我们网站的最新动态，请 [点击这里](#) 进行订阅！
-
-对比用法：
-
-> 请[提交一个 issue](#) 并分配给相关同事。
-
-> 访问我们网站的最新动态，请[点击这里](#)进行订阅！
-
-### 简体中文使用直角引号
-
-用法：
-
-> 「老师，『有条不紊』的『紊』是什么意思？」
-
-对比用法：
-
-> “老师，‘有条不紊’的‘紊’是什么意思？”
-
-## 工具
-
-| 仓库                                                                                                                            | 语言            |
-| ------------------------------------------------------------------------------------------------------------------------------- | --------------- |
-| [vinta/paranoid-auto-spacing](https://github.com/vinta/paranoid-auto-spacing)                                                   | JavaScript      |
-| [huei90/pangu.node](https://github.com/huei90/pangu.node)                                                                       | Node.js         |
-| [huacnlee/auto-correct](https://github.com/huacnlee/auto-correct)                                                               | Ruby            |
-| [sparanoid/space-lover](https://github.com/sparanoid/space-lover)                                                               | PHP (WordPress) |
-| [nauxliu/auto-correct](https://github.com/NauxLiu/auto-correct)                                                                 | PHP             |
-| [ricoa/copywriting-correct](https://github.com/ricoa/copywriting-correct)                                                       | PHP             |
-| [hotoo/pangu.vim](https://github.com/hotoo/pangu.vim)                                                                           | Vim             |
-| [sparanoid/grunt-auto-spacing](https://github.com/sparanoid/grunt-auto-spacing)                                                 | Node.js (Grunt) |
-| [hjiang/scripts/add-space-between-latin-and-cjk](https://github.com/hjiang/scripts/blob/master/add-space-between-latin-and-cjk) | Python          |
-
-## 谁在这样做？
-
-| 网站                                              | 文案 | UGC          |
-| ------------------------------------------------- | ---- | ------------ |
-| [Apple 中国](http://www.apple.com/cn/)            | Yes  | N/A          |
-| [Apple 香港](http://www.apple.com/hk/)            | Yes  | N/A          |
-| [Apple 台湾](http://www.apple.com/tw/)            | Yes  | N/A          |
-| [Microsoft 中国](http://www.microsoft.com/zh-cn/) | Yes  | N/A          |
-| [Microsoft 香港](http://www.microsoft.com/zh-hk/) | Yes  | N/A          |
-| [Microsoft 台湾](http://www.microsoft.com/zh-tw/) | Yes  | N/A          |
-| [LeanCloud](https://leancloud.cn/)                | Yes  | N/A          |
-| [知乎](https://www.zhihu.com/)                    | Yes  | 部分用户达成 |
-| [V2EX](https://www.v2ex.com/)                     | Yes  | Yes          |
-| [SegmentFault](https://segmentfault.com/)         | Yes  | 部分用户达成 |
-| [Apple4us](http://apple4us.com/)                  | Yes  | N/A          |
-| [豌豆荚](https://www.wandoujia.com/)              | Yes  | N/A          |
-| [Ruby China](https://ruby-china.org/)             | Yes  | 标题达成     |
-| [PHPHub](https://phphub.org/)                     | Yes  | 标题达成     |
-| [少数派](http://sspai.com/)                       | Yes  | N/A          |
-| [力扣 LeetCode](https://leetcode-cn.com/)         | Yes  | Yes          |
-
-## 参考文献
-
-- [Guidelines for Using Capital Letters](http://grammar.about.com/od/punctuationandmechanics/a/Guidelines-For-Using-Capital-Letters.htm)
-- [Letter case - Wikipedia](http://en.wikipedia.org/wiki/Letter_case)
-- [Punctuation - Oxford Dictionaries](http://www.oxforddictionaries.com/words/punctuation)
-- [Punctuation - The Purdue OWL](https://owl.english.purdue.edu/owl/section/1/6/)
-- [How to Use English Punctuation Corrently - wikiHow](http://www.wikihow.com/Use-English-Punctuation-Correctly)
-- [格式 - openSUSE](https://zh.opensuse.org/index.php?title=Help:%E6%A0%BC%E5%BC%8F)
-- [全角和半角 - 维基百科](http://zh.wikipedia.org/wiki/%E5%85%A8%E5%BD%A2%E5%92%8C%E5%8D%8A%E5%BD%A2)
-- [引号 - 维基百科](http://zh.wikipedia.org/wiki/%E5%BC%95%E8%99%9F)
-- [疑问惊叹号 - 维基百科](http://zh.wikipedia.org/wiki/%E7%96%91%E5%95%8F%E9%A9%9A%E5%98%86%E8%99%9F)
diff --git a/beisi_rag/data/docs/rule/rule-intro.md b/beisi_rag/data/docs/rule/rule-intro.md
deleted file mode 100644
index 6b4ff440..00000000
--- a/beisi_rag/data/docs/rule/rule-intro.md
+++ /dev/null
@@ -1,108 +0,0 @@
----
-sidebar_position: 1
-slug: intro
----
-
-# 开发规范介绍
-
-## 概述
-
-本节汇集了 beisi-tech 团队的开发规范和最佳实践指南，旨在帮助团队成员编写高质量、可维护的代码，提升团队协作效率。
-
-这些规范涵盖了从项目贡献流程、代码提交规范、命名约定到文案排版等多个方面，为团队提供统一的开发标准。
-
-## 规范内容
-
-### 📋 [项目贡献指南](./contributing-guide)
-
-面向所有参与公司项目开发的成员，详细说明了：
-
-- 如何加入 beisi-tech 组织
-- Git 和 GitHub Desktop 的使用
-- 从克隆仓库到提交 PR 的完整开发流程
-- Issue 关联和 PR 修改规范
-- 开发过程中的注意事项
-
-**适用对象**：新员工、所有项目贡献者
-
-### 📝 [Commit 提交规范](./commit-specification)
-
-规定了 Git 提交信息的格式和规范，包括：
-
-- Commit 类型说明（feat、fix、docs、style 等）
-- 提交信息的编写格式
-- Prettier 代码格式化工具的使用
-
-**适用对象**：所有开发人员
-
-### 🏷️ [开发命名参考](./naming-conventions)
-
-涵盖项目中各类命名的最佳实践：
-
-- 文件夹和文件命名规范
-- 变量、函数、类的命名约定
-- 数据库表和字段命名规则
-- API 接口命名规范
-
-**原则**：优先考虑小写、下划线，避免使用中划线
-
-### 📂 [项目结构示例](./project-structure-example)
-
-提供标准的项目目录结构示例：
-
-- 前后端分离项目的目录组织
-- 静态资源、源代码的存放位置
-- 配置文件和文档的规范布局
-
-**作用**：帮助团队保持项目结构的一致性
-
-### ✍️ [中文文案排版指北](./chinese-copywriting-guidelines)
-
-中文技术文档的排版规范：
-
-- 中英文混排的空格规则
-- 标点符号使用规范
-- 数字和单位的书写方式
-- 专有名词的正确写法
-
-**适用场景**：编写文档、README、注释、用户界面文案
-
-## 使用建议
-
-### 对于新成员
-
-1. 首先阅读 **项目贡献指南**，了解开发流程
-2. 熟悉 **Commit 提交规范** 和 **开发命名参考**
-3. 在编写代码前查看相关规范，养成良好习惯
-
-### 对于团队管理者
-
-1. 在代码审查时参照这些规范
-2. 定期更新和完善规范内容
-3. 确保团队成员了解并遵循这些规范
-
-### 对于所有开发者
-
-- 将规范作为日常开发的参考手册
-- 不确定时查阅相关规范
-- 发现问题或有改进建议时及时反馈
-
-## 规范的重要性
-
-遵循统一的开发规范能够：
-
-- ✅ **提高代码可读性**：统一的风格让代码更容易理解
-- ✅ **减少沟通成本**：团队成员使用相同的术语和约定
-- ✅ **降低维护成本**：规范的代码更容易维护和重构
-- ✅ **提升协作效率**：减少因风格不一致导致的冲突
-- ✅ **保证项目质量**：规范的流程确保代码质量
-
-## 持续改进
-
-这些规范会随着团队实践不断优化和完善。如果你有任何建议或发现问题，欢迎：
-
-1. 在相关 Issue 中讨论
-2. 提交 PR 改进规范文档
-3. 联系项目维护人员
-
-让我们一起打造更好的开发规范！💪
diff --git "a/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md" "b/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md"
deleted file mode 100644
index cae193e5..00000000
--- "a/beisi_rag/data/docs/rule/\345\274\200\345\217\221\345\221\275\345\220\215\345\217\202\350\200\203.md"
+++ /dev/null
@@ -1,28 +0,0 @@
----
-sidebar_position: 4
-slug: naming-conventions
----
-
-# 开发命名参考
-
-**原则**：优先考虑小写、下划线，不用中划线。
-
-1. 文件夹 小写 下划线
-
-2. 文件名 小写 下划线
-
-3. 样式名 小写 下划线
-
-4. 类名 首字母大写 驼峰
-
-5. 函数名 驼峰
-
-6. 变量名 驼峰
-
-7. 常量名 全大写 下划线
-
-8. 数据库名 小写 下划线
-
-9. 数据库表 小写 下划线
-
-10. 字段名 小写 下划线
diff --git "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md" "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md"
deleted file mode 100644
index dc1a4e31..00000000
--- "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\347\273\223\346\236\204\347\244\272\344\276\213.md"
+++ /dev/null
@@ -1,56 +0,0 @@
----
-sidebar_position: 5
-slug: project-structure-example
----
-
-# 项目结构示例
-
-├── client/ # 前端代码  
-│ ├── static/ # 静态资源  
-│ ├── src/ # 前端源代码  
-│ │ ├── components/ # 可复用组件  
-│ │ ├── pages/ # 页面组件  
-│ │ ├── assets/ # 样式、图片等  
-│ │ ├── services/ # API 请求  
-│ │ └── utils/ # 工具函数  
-│ └── package.json # 前端依赖  
-├── server/ # 后端代码  
-│ ├── src/ # 后端源代码  
-│ │ ├── controllers/ # 控制器  
-│ │ ├── models/ # 数据模型  
-│ │ ├── routes/ # 路由  
-│ │ ├── middlewares/ # 中间件  
-│ │ ├── services/ # 业务逻辑  
-│ │ ├── config/ # 配置文件  
-│ │ └── utils/ # 工具函数  
-│ └── package.json # 后端依赖  
-└── README.md # 项目说明
-
-## 目录说明
-
-### 前端 (`client/`)
-
-- **`static/`**: 存放静态资源（如图片、字体等）。
-- **`src/`**: 存放前端源代码。
-  - **`components/`**: 存放可复用的 UI 组件。
-  - **`pages/`**: 存放页面组件。
-  - **`assets/`**: 存放样式、图片等资源。
-  - **`services/`**: 存放与后端交互的 API 请求代码。
-  - **`utils/`**: 存放工具函数。
-- **`package.json`**: 前端项目的依赖配置文件。
-
-### 后端 (`server/`)
-
-- **`src/`**: 存放后端源代码。
-  - **`controllers/`**: 存放处理请求的控制器。
-  - **`models/`**: 存放数据模型。
-  - **`routes/`**: 存放路由定义。
-  - **`middlewares/`**: 存放中间件。
-  - **`services/`**: 存放业务逻辑。
-  - **`config/`**: 存放配置文件。
-  - **`utils/`**: 存放工具函数。
-- **`package.json`**: 后端项目的依赖配置文件。
-
-### 根目录
-
-- **`README.md`**: 项目说明文档。
diff --git "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md" "b/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md"
deleted file mode 100644
index c4a0476d..00000000
--- "a/beisi_rag/data/docs/rule/\351\241\271\347\233\256\350\264\241\347\214\256\346\214\207\345\215\227.md"
+++ /dev/null
@@ -1,228 +0,0 @@
----
-sidebar_position: 2
-slug: contributing-guide
----
-
-# 项目贡献指南
-
-欢迎为公司项目贡献代码！本指南将帮助你了解如何参与项目开发，从环境准备到提交 Pull Request 的完整流程。
-
-## 前置准备
-
-### 1. 注册 GitHub 账号并加入组织
-
-1. 如果你还没有 GitHub 账号，请先访问 [GitHub](https://github.com) 注册一个账号
-2. 将你的 GitHub 用户名提供给管理员
-3. 等待管理员将你添加到 **beisi-tech** 组织
-4. 查收邮件并接受组织邀请，成为组织成员
-
-### 2. 安装 Git 工具
-
-**推荐使用 GitHub Desktop**（图形化界面，操作更方便）：
-
-1. 访问 [GitHub Desktop 官网](https://desktop.github.com/) 下载安装
-2. 安装后登录你的 GitHub 账号
-3. GitHub Desktop 会自动配置 Git 环境
-
-**或者使用命令行 Git**：
-
-1. 访问 [Git 官网](https://git-scm.com/) 下载安装
-2. 安装后通过以下命令验证：
-
-```bash
-git --version
-```
-
-## 开发流程
-
-### 第一步：克隆项目仓库
-
-作为 beisi-tech 组织成员，你可以直接克隆组织的仓库：
-
-**使用 GitHub Desktop（推荐）：**
-
-1. 打开 GitHub Desktop
-2. 点击 **File** → **Clone repository**
-3. 在 **GitHub.com** 标签下找到 **beisi-tech/仓库名**
-4. 选择本地保存路径，点击 **Clone**
-
-**使用命令行：**
-
-```bash
-git clone https://github.com/beisi-tech/仓库名.git
-cd 仓库名
-```
-
-### 第二步：同步最新代码
-
-在开始工作前，务必拉取最新代码：
-
-**使用 GitHub Desktop（推荐）：**
-
-1. 打开项目
-2. 点击顶部的 **Fetch origin** 按钮
-3. 如果有更新，点击 **Pull origin** 拉取最新代码
-
-**使用命令行：**
-
-```bash
-# 切换到主分支
-git checkout main
-
-# 拉取最新代码
-git pull origin main
-```
-
-### 第三步：查看 Issue 并开始开发
-
-1. 在 GitHub 项目页面查看分配给你的 Issue
-2. 了解需要完成的任务内容
-3. 作为组织成员，你可以**直接在 main 分支上修改代码**，不需要创建新分支
-
-### 第四步：本地开发
-
-1. 在你的电脑上修改代码
-2. 开发过程中请遵循项目的规范文档：
-   - [Commit 提交规范](./commit-specification)
-   - [开发命名参考](./naming-conventions)
-   - [中文文案排版指北](./chinese-copywriting-guidelines)
-
-### 第五步：提交代码
-
-完成开发后，提交你的修改：
-
-**使用 GitHub Desktop（推荐）：**
-
-1. GitHub Desktop 会自动显示你修改的文件
-2. 在左下角的 **Summary** 填写提交说明（遵循 Commit 规范）
-3. 例如：`feat: 添加新功能描述` 或 `fix: 修复某个问题 fix: #123`
-4. 点击 **Commit to main** 提交
-
-**使用命令行：**
-
-```bash
-# 查看修改的文件
-git status
-
-# 添加修改的文件
-git add .
-
-# 提交代码，遵循 Commit 规范
-git commit -m "feat: 添加新功能描述"
-# 或
-git commit -m "fix: 修复某个问题 fix: #123"
-```
-
-**重要提示：** 如果你的提交是为了关闭某个 Issue，在 commit 信息末尾添加 `fix: #issue编号`，例如：
-
-```bash
-git commit -m "fix: 修复登录按钮样式问题 fix: #123"
-```
-
-这样在 PR 合并后会自动关闭对应的 Issue。
-
-### 第六步：推送到远程仓库
-
-**使用 GitHub Desktop（推荐）：**
-
-点击顶部的 **Push origin** 按钮，将代码推送到远程仓库。
-
-**使用命令行：**
-
-```bash
-git push origin main
-```
-
-### 第七步：创建 Pull Request
-
-推送代码后，需要在网页上创建 Pull Request：
-
-1. 访问项目的 GitHub 页面：`https://github.com/beisi-tech/仓库名`
-2. GitHub 会提示你创建 Pull Request，点击 **Compare & pull request**
-3. 填写 PR 标题和描述：
-   - 标题要简洁明了，说明本次改动的主要内容
-   - 描述中详细说明：
-     - 解决了什么问题
-     - 如何解决的
-     - 相关的 Issue 编号（使用 `Closes #issue编号` 或 `Fix #issue编号`）
-4. 点击 **Create pull request** 提交
-
-> **注意**：GitHub Desktop 不支持直接创建 PR，必须在网页上操作。
-
-### 第八步：等待代码审核
-
-管理员会审核你的 PR：
-
-- **如果审核通过**：恭喜！你的代码将被合并到主分支
-- **如果需要修改**：不要关闭 PR，直接在原分支上继续修改并提交
-
-## PR 修改流程
-
-如果第一次提交的 PR 没有被批准，需要修改代码，按以下步骤操作：
-
-**不要创建新的 PR！** 直接在原来的分支上继续修改：
-
-**使用 GitHub Desktop（推荐）：**
-
-1. 根据审核意见修改代码
-2. 在 GitHub Desktop 中提交修改（填写 commit 信息）
-3. 点击 **Push origin** 推送
-4. 原来的 PR 会自动更新
-
-**使用命令行：**
-
-```bash
-# 修改代码...
-
-# 提交修改
-git add .
-git commit -m "fix: 根据审核意见修改xxx"
-
-# 推送到远程（会自动更新原 PR）
-git push origin main
-```
-
-推送后，原来的 Pull Request 会自动更新，管理员会看到你的新提交。
-
-## 注意事项
-
-### ✅ 推荐做法
-
-- 每个 PR 只解决一个问题，保持改动最小化
-- 提交前先在本地测试，确保代码可以正常运行
-- 遵循项目的代码规范和 Commit 规范
-- 及时同步主仓库的最新代码，避免冲突
-- PR 描述清晰，说明改动原因和实现方式
-
-### ❌ 避免做法
-
-- 不要在一个 PR 中包含多个不相关的改动
-- 不要提交无意义的 commit 信息（如 "update"、"修改"、"fix" 等）
-- 不要在 PR 被拒绝后创建新的 PR，应在原 PR 上继续提交
-- 提交前务必先拉取最新代码，避免冲突
-
-## 关联 Issue
-
-在提交代码时，可以通过以下关键词自动关闭 Issue：
-
-- `fix: #123` 或 `fixes: #123` 或 `fixed: #123`
-- `close: #123` 或 `closes: #123` 或 `closed: #123`
-- `resolve: #123` 或 `resolves: #123` 或 `resolved: #123`
-
-**示例：**
-
-```bash
-git commit -m "fix: 修复登录页面样式错误 fix: #456"
-```
-
-当这个 commit 所在的 PR 被合并后，Issue #456 会自动关闭。
-
-## 获取帮助
-
-如果在贡献过程中遇到问题：
-
-1. 查看项目的 [规范文档](./intro)
-2. 在对应的 Issue 下留言询问
-3. 联系项目维护人员
-
-感谢你的贡献！🎉
diff --git a/beisi_rag/data/docs/tutorial/backend/_category_.json b/beisi_rag/data/docs/tutorial/backend/_category_.json
deleted file mode 100644
index ba192d38..00000000
--- a/beisi_rag/data/docs/tutorial/backend/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "后端",
-  "position": 4
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/backend/database/MySQL.md b/beisi_rag/data/docs/tutorial/backend/database/MySQL.md
deleted file mode 100644
index fd34dcc1..00000000
--- a/beisi_rag/data/docs/tutorial/backend/database/MySQL.md
+++ /dev/null
@@ -1,17 +0,0 @@
----
-sidebar_label: "MySQL"
-sidebar_position: 1
-slug: mysql
----
-
-# MySQL 数据库
-
-1. MySQL 数据库命令：
-   1. 导出数据库命令：`system mysqldump -u root -p hsck_data > 路径\hsck.sql`
-   2. 删除原有数据库并重新创建数据库命令：`mysql -u root -p -e "DROP DATABASE IF EXISTS hsck_data; CREATE DATABASE hsck_data;"`
-   3. 导入数据库命令：`mysql -u root -p hsck_data < "这里替换为你的仓库路径/GoldenStore/后端/数据库文件/hsck_data_0xx.sql"`
-
-## 数据库部分遵循规则
-
-1. 测试 MySQL 数据库密码统一改成 123123
-2. MySQL 数据库版本使用 8.0 版本
diff --git a/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md b/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md
deleted file mode 100644
index 8c68cf67..00000000
--- a/beisi_rag/data/docs/tutorial/backend/database/PostgreSQL.md
+++ /dev/null
@@ -1,43 +0,0 @@
----
-sidebar_label: "PostgreSQL"
-sidebar_position: 2
-slug: postgresql
----
-
-# PostgreSQL 数据库
-
-## 什么是 PostgreSQL
-
-PostgreSQL 是一款开源的关系型数据库管理系统，由加利福尼亚大学伯克利分校的计算机科学与工程系的研究人员开发。它最初由瑞典 PostgreSQL 公司开发，后来由加利福尼亚大学伯克利分校的计算机科学与工程系开发，并于 2003 年以自由软件的形式发布。
-
-## PostgreSQL 的优点
-
-- 开源免费：PostgreSQL 是免费的，并且它的源代码是开放的，任何人都可以查看、修改和再分发。
-- 高性能：PostgreSQL 具有高性能，它可以处理大量的并发连接，并且它的查询处理速度非常快。
-- 丰富的数据类型：PostgreSQL 支持丰富的数据类型，包括数字、字符串、日期/时间、布尔值、数组、JSON、XML、地理位置等。
-- 丰富的功能：PostgreSQL 提供丰富的功能，包括事务处理、视图、触发器、存储过程、复制、分区、索引等。
-- 强大的扩展性：PostgreSQL 提供强大的扩展性，可以根据需要进行扩展，支持多种编程语言。
-- 完善的文档：PostgreSQL 提供完善的文档，包括用户手册、教程、参考手册、FAQ、示例代码等。
-
-## PostgreSQL 的缺点
-
-- 功能不全：PostgreSQL 并不是一个完美的关系型数据库管理系统，它并不支持所有常用的 SQL 功能。
-- 复杂的安装和配置：PostgreSQL 的安装和配置比较复杂，需要进行大量的设置。
-- 缺乏自动备份功能：PostgreSQL 没有自动备份功能，需要手动备份。
-- 缺乏监控功能：PostgreSQL 没有监控功能，需要自己编写脚本来监控数据库。
-
-## PostgreSQL 的适用场景
-
-- 适合大型数据量的数据库：PostgreSQL 适合于处理大量的数据，它可以处理海量的数据，并且它的查询处理速度非常快。
-- 适合复杂的查询：PostgreSQL 适合于复杂的查询，它支持丰富的数据类型，并且支持多种查询语言，包括 SQL、PL/pgSQL、Perl、Python、Tcl 等。
-- 适合多用户的数据库：PostgreSQL 适合于多用户的数据库，它支持事务处理，并且支持多种并发连接。
-- 适合高并发的数据库：PostgreSQL 适合于高并发的数据库，它可以处理大量的并发连接，并且它的查询处理速度非常快。
-- 适合海量数据分析的数据库：PostgreSQL 适合于海量数据分析的数据库，它支持数据分区，并且支持多种数据分析工具，包括 Hadoop、Hive、Pig、Spark 等。
-
-## PostgreSQL 的安装
-
-- 下载安装包：从 PostgreSQL 官方网站下载安装包，下载地址：https://www.postgresql.org/download/。
-- 安装：按照安装包的说明进行安装。
-- 配置：按照 PostgreSQL 的默认配置进行配置。
-- 启动：启动 PostgreSQL 服务。
-- 测试：使用客户端工具连接 PostgreSQL 数据库，并执行简单的 SQL 语句。
diff --git a/beisi_rag/data/docs/tutorial/backend/database/_category_.json b/beisi_rag/data/docs/tutorial/backend/database/_category_.json
deleted file mode 100644
index 96390bd6..00000000
--- a/beisi_rag/data/docs/tutorial/backend/database/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "数据库",
-  "position": 3
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/backend/flask.md b/beisi_rag/data/docs/tutorial/backend/flask.md
deleted file mode 100644
index 3e4a2072..00000000
--- a/beisi_rag/data/docs/tutorial/backend/flask.md
+++ /dev/null
@@ -1,676 +0,0 @@
----
-sidebar_label: "Flask"
-sidebar_position: 2
-slug: flask
----
-
-# Flask 框架教程
-
-Flask 是一个轻量级的 Python Web 框架，被称为"微框架"。它使用 Werkzeug WSGI 工具包和 Jinja2 模板引擎，提供了构建 Web 应用所需的核心功能，同时保持简单和灵活。
-
-### Flask 的特点
-
-- **轻量级**：核心功能简单，易于理解和学习
-- **灵活性**：可以根据需要选择组件和扩展
-- **可扩展性**：丰富的扩展生态系统
-- **开发效率**：快速原型开发和迭代
-- **学习曲线平缓**：适合初学者
-
-## 快速开始
-
-### 环境要求
-
-- Python 3.6 或更高版本
-- pip 包管理器
-
-### 安装 Flask
-
-```bash
-pip install Flask
-```
-
-### 第一个 Flask 应用
-
-```python
-from flask import Flask
-
-app = Flask(__name__)
-
-@app.route('/')
-def hello_world():
-    return 'Hello, World!'
-
-if __name__ == '__main__':
-    app.run(debug=True)
-```
-
-运行应用：
-
-```bash
-python app.py
-```
-
-访问 `http://127.0.0.1:5000` 查看结果。
-
-## 路由和视图
-
-### 基本路由
-
-```python
-from flask import Flask
-
-app = Flask(__name__)
-
-@app.route('/')
-def index():
-    return '首页'
-
-@app.route('/about')
-def about():
-    return '关于我们'
-
-@app.route('/user/<username>')
-def show_user(username):
-    return f'用户: {username}'
-
-@app.route('/post/<int:post_id>')
-def show_post(post_id):
-    return f'文章 ID: {post_id}'
-```
-
-### HTTP 方法
-
-```python
-from flask import request
-
-@app.route('/login', methods=['GET', 'POST'])
-def login():
-    if request.method == 'POST':
-        return '登录处理'
-    else:
-        return '登录页面'
-```
-
-### 路由参数
-
-```python
-@app.route('/user/<username>')
-def show_user(username):
-    return f'用户: {username}'
-
-@app.route('/post/<int:post_id>')
-def show_post(post_id):
-    return f'文章 ID: {post_id}'
-
-@app.route('/path/<path:subpath>')
-def show_subpath(subpath):
-    return f'子路径: {subpath}'
-```
-
-## 模板系统
-
-### Jinja2 模板
-
-```python
-from flask import render_template
-
-@app.route('/hello/<name>')
-def hello(name):
-    return render_template('hello.html', name=name)
-```
-
-```html
-<!-- templates/hello.html -->
-<!DOCTYPE html>
-<html>
-  <head>
-    <title>Hello</title>
-  </head>
-  <body>
-    <h1>Hello, {{ name }}!</h1>
-  </body>
-</html>
-```
-
-### 模板继承
-
-```html
-<!-- templates/base.html -->
-<!DOCTYPE html>
-<html>
-  <head>
-    <title>{% block title %}{% endblock %}</title>
-  </head>
-  <body>
-    <header>
-      <h1>我的网站</h1>
-    </header>
-    <main>{% block content %}{% endblock %}</main>
-    <footer>
-      <p>&copy; 2024 我的网站</p>
-    </footer>
-  </body>
-</html>
-```
-
-```html
-<!-- templates/index.html -->
-{% extends "base.html" %} {% block title %}首页{% endblock %} {% block content
-%}
-<h2>欢迎来到我的网站</h2>
-<p>这是一个使用 Flask 构建的网站。</p>
-{% endblock %}
-```
-
-### 模板控制结构
-
-```html
-<!-- 条件语句 -->
-{% if user %}
-<p>欢迎, {{ user.name }}!</p>
-{% else %}
-<p>请先登录</p>
-{% endif %}
-
-<!-- 循环 -->
-<ul>
-  {% for item in items %}
-  <li>{{ item.name }}</li>
-  {% endfor %}
-</ul>
-
-<!-- 过滤器 -->
-<p>{{ name|upper }}</p>
-<p>{{ date|strftime('%Y-%m-%d') }}</p>
-```
-
-## 请求处理
-
-### 获取请求数据
-
-```python
-from flask import request
-
-@app.route('/login', methods=['POST'])
-def login():
-    username = request.form['username']
-    password = request.form['password']
-    return f'用户名: {username}, 密码: {password}'
-
-@app.route('/api/data')
-def get_data():
-    page = request.args.get('page', 1, type=int)
-    limit = request.args.get('limit', 10, type=int)
-    return f'页码: {page}, 每页: {limit}'
-```
-
-### 文件上传
-
-```python
-from flask import request
-from werkzeug.utils import secure_filename
-import os
-
-UPLOAD_FOLDER = 'uploads'
-ALLOWED_EXTENSIONS = {'txt', 'pdf', 'png', 'jpg', 'jpeg', 'gif'}
-
-app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
-
-def allowed_file(filename):
-    return '.' in filename and \
-           filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
-
-@app.route('/upload', methods=['POST'])
-def upload_file():
-    if 'file' not in request.files:
-        return '没有文件'
-
-    file = request.files['file']
-    if file.filename == '':
-        return '没有选择文件'
-
-    if file and allowed_file(file.filename):
-        filename = secure_filename(file.filename)
-        file.save(os.path.join(app.config['UPLOAD_FOLDER'], filename))
-        return '文件上传成功'
-```
-
-## 响应处理
-
-### 返回 JSON
-
-```python
-from flask import jsonify
-
-@app.route('/api/users')
-def get_users():
-    users = [
-        {'id': 1, 'name': '张三'},
-        {'id': 2, 'name': '李四'}
-    ]
-    return jsonify(users)
-
-@app.route('/api/user/<int:user_id>')
-def get_user(user_id):
-    user = {'id': user_id, 'name': f'用户{user_id}'}
-    return jsonify(user)
-```
-
-### 重定向
-
-```python
-from flask import redirect, url_for
-
-@app.route('/admin')
-def admin():
-    return redirect(url_for('login'))
-
-@app.route('/old-page')
-def old_page():
-    return redirect('/new-page', code=301)
-```
-
-### 错误处理
-
-```python
-@app.errorhandler(404)
-def not_found(error):
-    return render_template('404.html'), 404
-
-@app.errorhandler(500)
-def internal_error(error):
-    return render_template('500.html'), 500
-```
-
-## 会话和 Cookie
-
-### 会话管理
-
-```python
-from flask import session, request
-
-app.secret_key = 'your-secret-key'
-
-@app.route('/login', methods=['POST'])
-def login():
-    username = request.form['username']
-    session['username'] = username
-    return '登录成功'
-
-@app.route('/profile')
-def profile():
-    if 'username' in session:
-        return f'欢迎, {session["username"]}'
-    else:
-        return '请先登录'
-
-@app.route('/logout')
-def logout():
-    session.pop('username', None)
-    return '已退出登录'
-```
-
-### Cookie 处理
-
-```python
-from flask import make_response
-
-@app.route('/set-cookie')
-def set_cookie():
-    resp = make_response('Cookie 已设置')
-    resp.set_cookie('username', 'john')
-    return resp
-
-@app.route('/get-cookie')
-def get_cookie():
-    username = request.cookies.get('username')
-    return f'用户名: {username}'
-```
-
-## 数据库集成
-
-### SQLAlchemy 集成
-
-```bash
-pip install Flask-SQLAlchemy
-```
-
-```python
-from flask import Flask
-from flask_sqlalchemy import SQLAlchemy
-
-app = Flask(__name__)
-app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///example.db'
-app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
-
-db = SQLAlchemy(app)
-
-class User(db.Model):
-    id = db.Column(db.Integer, primary_key=True)
-    username = db.Column(db.String(80), unique=True, nullable=False)
-    email = db.Column(db.String(120), unique=True, nullable=False)
-
-    def __repr__(self):
-        return f'<User {self.username}>'
-
-# 创建表
-with app.app_context():
-    db.create_all()
-
-@app.route('/users')
-def get_users():
-    users = User.query.all()
-    return render_template('users.html', users=users)
-```
-
-### 数据库操作
-
-```python
-# 创建用户
-@app.route('/create-user', methods=['POST'])
-def create_user():
-    username = request.form['username']
-    email = request.form['email']
-
-    user = User(username=username, email=email)
-    db.session.add(user)
-    db.session.commit()
-
-    return '用户创建成功'
-
-# 查询用户
-@app.route('/user/<int:user_id>')
-def get_user(user_id):
-    user = User.query.get_or_404(user_id)
-    return f'用户: {user.username}'
-
-# 更新用户
-@app.route('/update-user/<int:user_id>', methods=['POST'])
-def update_user(user_id):
-    user = User.query.get_or_404(user_id)
-    user.username = request.form['username']
-    user.email = request.form['email']
-    db.session.commit()
-
-    return '用户更新成功'
-
-# 删除用户
-@app.route('/delete-user/<int:user_id>')
-def delete_user(user_id):
-    user = User.query.get_or_404(user_id)
-    db.session.delete(user)
-    db.session.commit()
-
-    return '用户删除成功'
-```
-
-## 表单处理
-
-### Flask-WTF 集成
-
-```bash
-pip install Flask-WTF
-```
-
-```python
-from flask_wtf import FlaskForm
-from wtforms import StringField, PasswordField, SubmitField
-from wtforms.validators import DataRequired, Email
-
-class LoginForm(FlaskForm):
-    username = StringField('用户名', validators=[DataRequired()])
-    password = PasswordField('密码', validators=[DataRequired()])
-    submit = SubmitField('登录')
-
-@app.route('/login', methods=['GET', 'POST'])
-def login():
-    form = LoginForm()
-    if form.validate_on_submit():
-        # 处理登录逻辑
-        return '登录成功'
-    return render_template('login.html', form=form)
-```
-
-```html
-<!-- templates/login.html -->
-<form method="POST">
-  {{ form.hidden_tag() }}
-  <p>
-    {{ form.username.label }}<br />
-    {{ form.username() }}
-  </p>
-  <p>
-    {{ form.password.label }}<br />
-    {{ form.password() }}
-  </p>
-  <p>{{ form.submit() }}</p>
-</form>
-```
-
-## 用户认证
-
-### Flask-Login 集成
-
-```bash
-pip install Flask-Login
-```
-
-```python
-from flask_login import LoginManager, UserMixin, login_user, logout_user, login_required, current_user
-
-login_manager = LoginManager()
-login_manager.init_app(app)
-login_manager.login_view = 'login'
-
-class User(UserMixin, db.Model):
-    id = db.Column(db.Integer, primary_key=True)
-    username = db.Column(db.String(80), unique=True, nullable=False)
-    password_hash = db.Column(db.String(120), nullable=False)
-
-@login_manager.user_loader
-def load_user(user_id):
-    return User.query.get(int(user_id))
-
-@app.route('/login', methods=['GET', 'POST'])
-def login():
-    if request.method == 'POST':
-        username = request.form['username']
-        password = request.form['password']
-
-        user = User.query.filter_by(username=username).first()
-        if user and check_password_hash(user.password_hash, password):
-            login_user(user)
-            return redirect(url_for('dashboard'))
-
-    return render_template('login.html')
-
-@app.route('/dashboard')
-@login_required
-def dashboard():
-    return f'欢迎, {current_user.username}!'
-
-@app.route('/logout')
-@login_required
-def logout():
-    logout_user()
-    return redirect(url_for('index'))
-```
-
-## API 开发
-
-### RESTful API
-
-```python
-from flask import jsonify, request
-
-@app.route('/api/users', methods=['GET'])
-def get_users():
-    users = User.query.all()
-    return jsonify([{
-        'id': user.id,
-        'username': user.username,
-        'email': user.email
-    } for user in users])
-
-@app.route('/api/users', methods=['POST'])
-def create_user():
-    data = request.get_json()
-    user = User(
-        username=data['username'],
-        email=data['email']
-    )
-    db.session.add(user)
-    db.session.commit()
-
-    return jsonify({
-        'id': user.id,
-        'username': user.username,
-        'email': user.email
-    }), 201
-
-@app.route('/api/users/<int:user_id>', methods=['PUT'])
-def update_user(user_id):
-    user = User.query.get_or_404(user_id)
-    data = request.get_json()
-
-    user.username = data['username']
-    user.email = data['email']
-    db.session.commit()
-
-    return jsonify({
-        'id': user.id,
-        'username': user.username,
-        'email': user.email
-    })
-
-@app.route('/api/users/<int:user_id>', methods=['DELETE'])
-def delete_user(user_id):
-    user = User.query.get_or_404(user_id)
-    db.session.delete(user)
-    db.session.commit()
-
-    return '', 204
-```
-
-### API 错误处理
-
-```python
-@app.errorhandler(400)
-def bad_request(error):
-    return jsonify({'error': 'Bad Request'}), 400
-
-@app.errorhandler(404)
-def not_found(error):
-    return jsonify({'error': 'Not Found'}), 404
-
-@app.errorhandler(500)
-def internal_error(error):
-    return jsonify({'error': 'Internal Server Error'}), 500
-```
-
-## 测试
-
-### 单元测试
-
-```python
-import unittest
-from app import app, db, User
-
-class TestApp(unittest.TestCase):
-    def setUp(self):
-        app.config['TESTING'] = True
-        app.config['SQLALCHEMY_DATABASE_URI'] = 'sqlite:///:memory:'
-        self.app = app.test_client()
-        db.create_all()
-
-    def tearDown(self):
-        db.session.remove()
-        db.drop_all()
-
-    def test_index(self):
-        response = self.app.get('/')
-        self.assertEqual(response.status_code, 200)
-
-    def test_create_user(self):
-        response = self.app.post('/api/users', json={
-            'username': 'testuser',
-            'email': 'test@example.com'
-        })
-        self.assertEqual(response.status_code, 201)
-
-if __name__ == '__main__':
-    unittest.main()
-```
-
-## 部署
-
-### 生产环境配置
-
-```python
-# config.py
-import os
-
-class Config:
-    SECRET_KEY = os.environ.get('SECRET_KEY') or 'dev-secret-key'
-    SQLALCHEMY_DATABASE_URI = os.environ.get('DATABASE_URL') or 'sqlite:///app.db'
-    SQLALCHEMY_TRACK_MODIFICATIONS = False
-
-class ProductionConfig(Config):
-    DEBUG = False
-
-class DevelopmentConfig(Config):
-    DEBUG = True
-```
-
-### 使用 Gunicorn 部署
-
-```bash
-pip install gunicorn
-gunicorn -w 4 -b 0.0.0.0:8000 app:app
-```
-
-### Docker 部署
-
-```dockerfile
-FROM python:3.9-slim
-
-WORKDIR /app
-
-COPY requirements.txt .
-RUN pip install -r requirements.txt
-
-COPY . .
-
-EXPOSE 5000
-
-CMD ["gunicorn", "-w", "4", "-b", "0.0.0.0:5000", "app:app"]
-```
-
-## 最佳实践
-
-1. **项目结构**：使用蓝图组织大型应用
-2. **配置管理**：使用配置文件管理不同环境
-3. **错误处理**：实现完善的错误处理机制
-4. **安全性**：使用 CSRF 保护、输入验证
-5. **性能优化**：使用缓存、数据库优化
-
-## 学习资源
-
-- [Flask 官方文档](https://flask.palletsprojects.com/)
-- [Flask 中文文档](https://dormousehole.readthedocs.io/)
-- [Flask 教程 - 菜鸟教程](https://www.runoob.com/flask/flask-tutorial.html)
-- [Flask Mega-Tutorial](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
-
-## 常见问题
-
-### Q: Flask 和 Django 有什么区别？
-
-A: Flask 是微框架，更灵活但需要更多配置；Django 是全功能框架，开箱即用但学习曲线较陡。
-
-### Q: 如何选择 Flask 扩展？
-
-A: 选择官方推荐的扩展，查看文档和社区支持，避免使用过时的扩展。
-
-### Q: 如何优化 Flask 应用性能？
-
-A: 使用缓存、数据库连接池、异步处理、CDN 等技术来优化性能。
diff --git a/beisi_rag/data/docs/tutorial/backend/nodejs.md b/beisi_rag/data/docs/tutorial/backend/nodejs.md
deleted file mode 100644
index cabd3799..00000000
--- a/beisi_rag/data/docs/tutorial/backend/nodejs.md
+++ /dev/null
@@ -1,72 +0,0 @@
----
-sidebar_label: "Nodejs"
-sidebar_position: 1
-slug: nodejs
----
-
-# Node.js 后端开发
-
-## 论如何优雅的使用 npm 包管理工具
-
-> Author:
->
-> First Creation: 2025-03-01
-
-## 常见的 npm 包管理工具
-
-- [npm](https://www.npmjs.com/)
-- [yarn](https://yarnpkg.com/)
-- [pnpm](https://pnpm.io/zh-CN/)
-
-### 不同包管理工具的优缺点
-
-#### npm
-
-优点显而易见：无需配置，随 NodeJS 安装。
-
-但缺点较多：
-
-- 无法更换国内镜像源
-- 每个项目都需要重复下载安装 node_modules
-- 不支持并行下载
-
-#### yarn
-
-和 `npm` 的优缺点几乎一致，但 `yarn` 支持并行下载（下的更快一点罢了）。
-
-#### cnpm
-
-和 `npm` 的优缺点一致，但 `cnpm` 支持更换国内镜像源。
-
-#### pnpm
-
-使用**硬链接**减少磁盘占用，支持并行下载。一般选这个总没错 :)
-
-pnpm 支持切换国内镜像源，命令如下：
-
-```bash
-pnpm config set registry https://registry.npmmirror.com
-```
-
-pnpm 恢复默认镜像源的命令如下：
-
-```bash
-pnpm config set registry https://registry.npmjs.org
-```
-
-## 如何获取这些包管理工具
-
-| 包管理工具 | 获取方式                                                        |
-| ---------- | --------------------------------------------------------------- |
-| npm        | Node.JS 自带                                                    |
-| yarn       | `npm install -g yarn`                                           |
-| cnpm       | `npm install -g cnpm --registry=https://registry.npmmirror.com` |
-| pnpm       | `npm install -g pnpm`                                           |
-
-## Powershell 无法运行 npm 命令？
-
-如果 Powershell 无法运行 npm 命令，请尝试在 Powershell 中运行下面的命令：
-
-```powershell
-Set-ExecutionPolicy Unrestricted -Scope CurrentUser
-```
diff --git a/beisi_rag/data/docs/tutorial/devops/_category_.json b/beisi_rag/data/docs/tutorial/devops/_category_.json
deleted file mode 100644
index 4a1ead68..00000000
--- a/beisi_rag/data/docs/tutorial/devops/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "运维",
-  "position": 5
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md b/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md
deleted file mode 100644
index 4b6a54b8..00000000
--- a/beisi_rag/data/docs/tutorial/devops/aliyun-cdn.md
+++ /dev/null
@@ -1,652 +0,0 @@
----
-sidebar_label: "阿里云 CDN"
-sidebar_position: 6
-slug: aliyun-cdn
----
-
-# 阿里云 CDN 教程
-
-CDN (Content Delivery Network，内容分发网络) 是一种分布式网络架构，通过将内容缓存到全球各地的边缘节点，加速用户访问，提升网站性能。
-
-## CDN 基础概念
-
-### 什么是 CDN
-
-CDN 通过智能调度系统，将用户的请求分配到最近的边缘节点，从而：
-- 🚀 加速内容访问速度
-- 📉 降低源站带宽压力
-- 🛡️ 提供 DDoS 防护
-- 🌍 改善全球访问体验
-
-### 核心概念
-
-- **源站**: 存储原始内容的服务器
-- **边缘节点**: CDN 在各地部署的缓存服务器
-- **回源**: 当边缘节点没有缓存时，向源站获取内容
-- **缓存**: 将内容临时存储在边缘节点
-- **刷新**: 清除边缘节点的缓存内容
-- **预热**: 提前将内容推送到边缘节点
-
-## 开通 CDN 服务
-
-### 1. 前置准备
-
-1. 拥有阿里云账号
-2. 完成实名认证
-3. 域名已备案（中国大陆节点必需）
-4. 准备好源站服务器或 OSS
-
-### 2. 开通步骤
-
-1. 登录 [阿里云控制台](https://www.aliyun.com/)
-2. 搜索 "CDN" 进入 CDN 控制台
-3. 点击 "立即开通"
-4. 选择计费方式：
-   - 按流量计费（适合流量波动大的场景）
-   - 按带宽计费（适合流量稳定的场景）
-5. 确认开通
-
-## 添加加速域名
-
-### 基础配置
-
-1. 进入 CDN 控制台
-2. 点击 "域名管理" → "添加域名"
-3. 填写配置信息：
-
-```
-加速域名: cdn.example.com
-业务类型: 
-  - 图片小文件：适用于网站、电商、游戏等
-  - 大文件下载：适用于软件、游戏安装包等
-  - 视音频点播：适用于音视频点播加速
-  - 全站加速：适用于动态内容或动静态混合场景
-源站信息:
-  - IP 源站：直接填写服务器 IP
-  - OSS 域名：选择 OSS Bucket
-  - 源站域名：填写源站域名
-端口: 80 / 443
-加速区域:
-  - 仅中国大陆
-  - 全球（不含中国大陆）
-  - 全球
-```
-
-### 配置示例
-
-#### 配置静态网站加速
-
-```yaml
-加速域名: static.example.com
-业务类型: 图片小文件
-源站类型: IP 源站
-源站地址: 192.168.1.100
-端口: 80
-加速区域: 全球
-```
-
-#### 配置 OSS 加速
-
-```yaml
-加速域名: cdn.example.com
-业务类型: 图片小文件
-源站类型: OSS 域名
-OSS Bucket: my-bucket.oss-cn-hangzhou.aliyuncs.com
-端口: 80
-加速区域: 仅中国大陆
-```
-
-## HTTPS 配置
-
-### 1. 上传证书
-
-1. 进入域名管理 → 选择域名 → HTTPS 配置
-2. 点击 "修改配置"
-3. 开启 "HTTPS 安全加速"
-4. 证书来源：
-   - **免费证书**：阿里云提供的免费 DV 证书
-   - **云盾证书**：已购买的 SSL 证书
-   - **自定义上传**：上传自己的证书
-
-### 2. 上传自定义证书
-
-```
-证书名称: example.com
-证书内容: 
------BEGIN CERTIFICATE-----
-[证书内容]
------END CERTIFICATE-----
-
-私钥内容:
------BEGIN RSA PRIVATE KEY-----
-[私钥内容]
------END RSA PRIVATE KEY-----
-```
-
-### 3. HTTPS 高级设置
-
-```yaml
-HTTP/2: 开启 # 提升性能
-强制跳转: HTTPS # HTTP 自动跳转到 HTTPS
-TLS 版本: TLSv1.2 及以上
-HSTS: 开启 # 增强安全性
-```
-
-## 缓存配置
-
-### 缓存规则设置
-
-1. 进入域名管理 → 缓存配置 → 缓存过期时间
-2. 添加缓存规则
-
-#### 推荐配置
-
-| 文件类型 | 目录/文件 | 过期时间 | 优先级 |
-|---------|----------|----------|--------|
-| HTML | .html | 1 小时 | 90 |
-| 图片 | .jpg,.png,.gif,.webp | 7 天 | 80 |
-| CSS/JS | .css,.js | 7 天 | 80 |
-| 视频 | .mp4,.avi,.flv | 30 天 | 70 |
-| 字体 | .woff,.woff2,.ttf | 30 天 | 70 |
-| 其他 | / | 1 天 | 60 |
-
-### 配置示例
-
-```
-类型: 目录
-路径: /static/images/
-过期时间: 30 天
-权重: 90
-
-类型: 文件后缀
-路径: jpg,png,gif,webp,svg
-过期时间: 7 天
-权重: 80
-
-类型: 文件后缀
-路径: css,js
-过期时间: 3 天
-权重: 80
-
-类型: 文件后缀
-路径: html,htm
-过期时间: 10 分钟
-权重: 90
-```
-
-### 忽略参数配置
-
-对于带参数的 URL，可以配置是否忽略参数：
-
-```yaml
-# 忽略所有参数（提高缓存命中率）
-保留参数: 关闭
-
-# 保留指定参数
-保留参数: 开启
-保留参数列表: version,lang
-```
-
-## 回源配置
-
-### 回源 HOST
-
-```yaml
-回源 HOST 类型:
-  - 加速域名: 使用 CDN 加速域名作为回源 HOST
-  - 源站域名: 使用源站域名作为回源 HOST
-  - 自定义域名: 自定义回源 HOST
-```
-
-### 回源协议
-
-```yaml
-回源协议:
-  - HTTP: 仅使用 HTTP 回源
-  - HTTPS: 仅使用 HTTPS 回源
-  - 协议跟随: 跟随用户请求协议
-```
-
-### 回源请求头
-
-添加自定义回源请求头：
-
-```
-X-Forwarded-For: $client_ip
-X-Real-IP: $client_ip
-X-CDN-Provider: Aliyun
-```
-
-## 访问控制
-
-### IP 黑白名单
-
-```yaml
-# IP 白名单（仅允许指定 IP 访问）
-类型: 白名单
-IP 列表:
-  - 192.168.1.0/24
-  - 10.0.0.1
-
-# IP 黑名单（禁止指定 IP 访问）
-类型: 黑名单
-IP 列表:
-  - 8.8.8.8
-  - 1.1.1.1
-```
-
-### Referer 防盗链
-
-```yaml
-防盗链类型: 白名单
-允许空 Referer: 否
-Referer 白名单:
-  - *.example.com
-  - example.com
-  - trusted-site.com
-```
-
-### URL 鉴权
-
-#### A 类型鉴权（推荐）
-
-```
-鉴权类型: A 类型
-主 KEY: your-primary-key
-备 KEY: your-backup-key
-有效时间: 1800 秒
-
-生成的 URL 格式:
-http://cdn.example.com/path/file.jpg?auth_key=timestamp-rand-uid-md5hash
-```
-
-#### 鉴权算法
-
-```python
-import hashlib
-import time
-import random
-
-def generate_auth_url(uri, key, expire_time=1800):
-    """
-    生成阿里云 CDN A 类型鉴权 URL
-    
-    :param uri: 资源路径，如 /path/file.jpg
-    :param key: 鉴权密钥
-    :param expire_time: 有效时间（秒）
-    :return: 完整的鉴权 URL
-    """
-    # 生成过期时间戳
-    timestamp = int(time.time()) + expire_time
-    
-    # 生成随机数
-    rand = random.randint(0, 100)
-    
-    # UID（可选，默认为 0）
-    uid = 0
-    
-    # 拼接字符串: uri-timestamp-rand-uid-key
-    sstring = f"{uri}-{timestamp}-{rand}-{uid}-{key}"
-    
-    # 计算 MD5
-    md5hash = hashlib.md5(sstring.encode()).hexdigest()
-    
-    # 生成鉴权参数
-    auth_key = f"{timestamp}-{rand}-{uid}-{md5hash}"
-    
-    # 返回完整 URL
-    return f"{uri}?auth_key={auth_key}"
-
-# 使用示例
-url = generate_auth_url("/video/sample.mp4", "your-secret-key")
-print(f"鉴权 URL: https://cdn.example.com{url}")
-```
-
-### User-Agent 黑白名单
-
-```yaml
-类型: 黑名单
-User-Agent:
-  - *bot*
-  - *spider*
-  - *crawler*
-```
-
-## 性能优化
-
-### 智能压缩
-
-开启 Gzip 压缩，减少传输数据量：
-
-```yaml
-智能压缩: 开启
-压缩文件类型:
-  - text/html
-  - text/css
-  - text/javascript
-  - application/javascript
-  - application/json
-  - application/xml
-```
-
-### 页面优化
-
-```yaml
-HTML 优化: 开启 # 删除注释、压缩空白
-CSS 优化: 开启 # 压缩 CSS 文件
-JavaScript 优化: 开启 # 压缩 JS 文件
-```
-
-### Brotli 压缩
-
-```yaml
-Brotli 压缩: 开启 # 比 Gzip 更高的压缩率
-```
-
-### Range 回源
-
-```yaml
-Range 回源: 开启 # 支持断点续传
-```
-
-## 刷新和预热
-
-### 刷新缓存
-
-#### URL 刷新
-
-```
-刷新类型: URL
-URL 列表:
-https://cdn.example.com/path/file.jpg
-https://cdn.example.com/path/file2.jpg
-
-说明: 每次最多 2000 个 URL，每天限额 2000 个
-```
-
-#### 目录刷新
-
-```
-刷新类型: 目录
-目录列表:
-https://cdn.example.com/images/
-https://cdn.example.com/css/
-
-说明: 每次最多 100 个目录，每天限额 100 个
-```
-
-### 预热内容
-
-```
-URL 列表:
-https://cdn.example.com/popular/video.mp4
-https://cdn.example.com/popular/image.jpg
-
-说明: 每次最多 500 个 URL，每天限额 500 个
-```
-
-### 使用 API 刷新
-
-```python
-#!/usr/bin/env python
-# -*- coding: utf-8 -*-
-
-from aliyunsdkcore.client import AcsClient
-from aliyunsdkcore.request import CommonRequest
-
-def refresh_cdn_cache(urls):
-    """
-    刷新 CDN 缓存
-    
-    :param urls: URL 列表，用 \n 分隔
-    """
-    # 创建 AcsClient 实例
-    client = AcsClient(
-        'your-access-key-id',
-        'your-access-key-secret',
-        'cn-hangzhou'
-    )
-    
-    # 创建 request
-    request = CommonRequest()
-    request.set_accept_format('json')
-    request.set_domain('cdn.aliyuncs.com')
-    request.set_method('POST')
-    request.set_version('2018-05-10')
-    request.set_action_name('RefreshObjectCaches')
-    
-    # 设置参数
-    request.add_query_param('ObjectPath', urls)
-    request.add_query_param('ObjectType', 'File')
-    
-    # 发起请求
-    response = client.do_action_with_exception(request)
-    print(response)
-
-# 使用示例
-urls = """https://cdn.example.com/image1.jpg
-https://cdn.example.com/image2.jpg"""
-
-refresh_cdn_cache(urls)
-```
-
-## DNS 解析配置
-
-### 添加 CNAME 记录
-
-1. 在 CDN 控制台获取 CNAME 地址
-   - 格式：`xxx.xxx.com.w.kunlunsl.com`
-
-2. 在域名 DNS 服务商处添加 CNAME 记录
-
-#### 阿里云 DNS 配置示例
-
-```
-记录类型: CNAME
-主机记录: cdn
-记录值: xxx.xxx.com.w.kunlunsl.com
-解析线路: 默认
-TTL: 10 分钟
-```
-
-#### 验证 CNAME 配置
-
-```bash
-# Windows
-nslookup cdn.example.com
-
-# Linux / macOS
-dig cdn.example.com
-```
-
-## 监控与统计
-
-### 查看实时监控
-
-1. 进入 CDN 控制台 → 数据监控
-2. 查看指标：
-   - 带宽
-   - 流量
-   - 请求次数
-   - QPS
-   - 命中率
-   - 状态码分布
-
-### 访问日志
-
-#### 开启日志服务
-
-```yaml
-日志服务: 开启
-存储位置: OSS Bucket
-日志保存天数: 30 天
-```
-
-#### 下载日志
-
-1. 进入日志管理
-2. 选择时间范围
-3. 下载日志文件
-
-#### 日志格式
-
-```
-[时间] [客户端IP] [域名] [请求URI] [HTTP状态码] [响应大小] [Referer] [User-Agent] [命中情况]
-```
-
-### 使用日志分析
-
-```bash
-# 统计访问最多的 URL
-cat cdn.log | awk '{print $4}' | sort | uniq -c | sort -rn | head -20
-
-# 统计状态码分布
-cat cdn.log | awk '{print $5}' | sort | uniq -c
-
-# 统计缓存命中率
-cat cdn.log | grep "HIT" | wc -l
-cat cdn.log | wc -l
-```
-
-## 常见问题
-
-### 1. 缓存未生效
-
-**可能原因**：
-- 源站设置了 `Cache-Control: no-cache`
-- CDN 缓存规则未正确配置
-- 请求带有变化的参数
-
-**解决方案**：
-```yaml
-# 检查源站响应头
-Cache-Control: max-age=86400
-
-# 设置 CDN 缓存规则
-缓存时间: 1 天
-忽略参数: 开启
-```
-
-### 2. HTTPS 证书错误
-
-**解决方案**：
-1. 检查证书是否过期
-2. 确认证书链完整
-3. 验证私钥与证书匹配
-
-### 3. 回源失败
-
-**检查项**：
-- 源站是否正常
-- 安全组是否允许 CDN 回源 IP
-- 回源 HOST 是否正确
-- 源站端口是否开放
-
-### 4. 访问速度慢
-
-**优化方案**：
-1. 开启智能压缩
-2. 优化缓存规则
-3. 启用 HTTP/2
-4. 预热热门内容
-
-### 5. 流量异常
-
-**排查步骤**：
-1. 查看访问日志
-2. 检查 Referer
-3. 启用防盗链
-4. 设置 IP 黑名单
-
-## 成本优化
-
-### 1. 选择合适的计费方式
-
-```yaml
-# 流量波动大
-计费方式: 按流量
-
-# 流量稳定
-计费方式: 按带宽
-```
-
-### 2. 优化缓存策略
-
-```yaml
-# 提高缓存命中率
-静态资源缓存时间: 7-30 天
-忽略 URL 参数: 开启
-```
-
-### 3. 使用资源包
-
-- 购买流量包或带宽包
-- 享受更优惠的价格
-
-### 4. 清理无用域名
-
-定期检查并删除不再使用的加速域名
-
-## 最佳实践
-
-### 1. 源站优化
-
-```yaml
-# 启用 Gzip 压缩
-gzip on;
-gzip_types text/plain text/css application/json application/javascript;
-
-# 设置合理的 Cache-Control
-location ~* \.(jpg|jpeg|png|gif|ico|css|js)$ {
-    expires 7d;
-    add_header Cache-Control "public, immutable";
-}
-```
-
-### 2. 合理使用 CDN
-
-```
-✅ 适合 CDN 加速:
-- 静态资源（图片、CSS、JS）
-- 下载文件
-- 视频点播
-- 静态网页
-
-❌ 不适合 CDN 加速:
-- 实时性要求极高的内容
-- 频繁更新的动态内容
-- 需要实时鉴权的敏感内容
-```
-
-### 3. 安全配置
-
-```yaml
-# 启用 HTTPS
-HTTPS: 开启
-强制跳转: HTTPS → HTTPS
-
-# 防盗链
-Referer 防盗链: 开启
-URL 鉴权: 开启（重要资源）
-
-# 访问控制
-IP 黑名单: 配置恶意 IP
-User-Agent 黑名单: 阻止爬虫
-```
-
-### 4. 监控告警
-
-```yaml
-# 设置告警规则
-带宽阈值: 超过 100 Mbps 告警
-流量异常: 日流量增长超过 50% 告警
-状态码异常: 5xx 错误率超过 5% 告警
-```
-
-## 参考资源
-
-- [阿里云 CDN 官方文档](https://help.aliyun.com/product/27099.html)
-- [CDN 价格计算器](https://www.aliyun.com/price/product#/cdn/detail)
-- [CDN API 参考](https://help.aliyun.com/document_detail/91161.html)
-- [CDN 最佳实践](https://help.aliyun.com/document_detail/65077.html)
-- [CDN 性能优化指南](https://help.aliyun.com/document_detail/27136.html)
diff --git a/beisi_rag/data/docs/tutorial/devops/caddy.md b/beisi_rag/data/docs/tutorial/devops/caddy.md
deleted file mode 100644
index 40c34009..00000000
--- a/beisi_rag/data/docs/tutorial/devops/caddy.md
+++ /dev/null
@@ -1,9 +0,0 @@
----
-sidebar_label: "Caddy"
-sidebar_position: 2
-slug: caddy
----
-
-# Caddy 教程
-
-- [Caddy 入门教程](https://www.bilibili.com/video/BV1Yq1DYSEHY)
diff --git a/beisi_rag/data/docs/tutorial/devops/docker.md b/beisi_rag/data/docs/tutorial/devops/docker.md
deleted file mode 100644
index e2f74ec4..00000000
--- a/beisi_rag/data/docs/tutorial/devops/docker.md
+++ /dev/null
@@ -1,25 +0,0 @@
----
-sidebar_label: "Docker"
-sidebar_position: 3
-slug: docker
----
-
-# Docker 教程
-
-## 搭建私人 docker 镜像源教程
-
-[搭建私人 docker 镜像源教程](https://www.bilibili.com/video/BV1eYZQYsEpi/)
-
-## 如何使用 Docker
-
-## 可能遇到的问题
-
-1. docker desktop 启动报错：Docker Desktop - Virtual Machine Platform not enabled
-   解决：
-   1. Windows 服务打开 hyper V
-   2. 打开虚拟机平台  
-      ![alt text](../../../src/image/t_image20.png)
-
-## 公司项目架构图
-
-## 使用 Portainer 管理 Docker
diff --git a/beisi_rag/data/docs/tutorial/devops/github-actions.md b/beisi_rag/data/docs/tutorial/devops/github-actions.md
deleted file mode 100644
index 8114599c..00000000
--- a/beisi_rag/data/docs/tutorial/devops/github-actions.md
+++ /dev/null
@@ -1,660 +0,0 @@
----
-sidebar_label: "GitHub Actions"
-sidebar_position: 5
-slug: github-actions
----
-
-# GitHub Actions
-
-GitHub Actions 是 GitHub 提供的持续集成和持续部署(CI/CD)平台,允许你自动化构建、测试和部署流程。
-
-## 基础概念
-
-### 核心组件
-
-- **Workflow(工作流)**: 自动化流程,由一个或多个 job 组成
-- **Job(作业)**: 工作流中的一组步骤,在同一个 runner 上执行
-- **Step(步骤)**: job 中的单个任务,可以运行命令或 action
-- **Action(动作)**: 可重用的最小代码单元
-- **Runner(运行器)**: 执行工作流的服务器
-
-### 工作流文件位置
-
-```
-.github/
-  workflows/
-    ci.yml
-    deploy.yml
-```
-
-## 基础示例
-
-### Hello World 工作流
-
-```yaml
-name: Hello World
-
-on: [push]
-
-jobs:
-  hello:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 打印问候语
-        run: echo "Hello, World!"
-```
-
-### Node.js CI/CD
-
-```yaml
-name: Node.js CI
-
-on:
-  push:
-    branches: [main, develop]
-  pull_request:
-    branches: [main]
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-
-    strategy:
-      matrix:
-        node-version: [16.x, 18.x, 20.x]
-
-    steps:
-      - name: 检出代码
-        uses: actions/checkout@v4
-
-      - name: 设置 Node.js ${{ matrix.node-version }}
-        uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-          cache: "npm"
-
-      - name: 安装依赖
-        run: npm ci
-
-      - name: 运行测试
-        run: npm test
-
-      - name: 构建项目
-        run: npm run build
-```
-
-## 触发事件
-
-### 常用触发器
-
-```yaml
-# 推送触发
-on:
-  push:
-    branches:
-      - main
-      - 'release/**'
-    paths:
-      - 'src/**'
-      - '!src/test/**'
-
-# Pull Request 触发
-on:
-  pull_request:
-    types: [opened, synchronize, reopened]
-
-# 定时触发
-on:
-  schedule:
-    - cron: '0 0 * * *'  # 每天 UTC 时间 0:00
-
-# 手动触发
-on:
-  workflow_dispatch:
-    inputs:
-      environment:
-        description: '部署环境'
-        required: true
-        default: 'staging'
-        type: choice
-        options:
-          - staging
-          - production
-
-# 多个事件
-on: [push, pull_request, workflow_dispatch]
-```
-
-## 实用示例
-
-### 自动部署到服务器
-
-```yaml
-name: Deploy to Server
-
-on:
-  push:
-    branches: [main]
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 检出代码
-        uses: actions/checkout@v4
-
-      - name: 部署到服务器
-        uses: appleboy/ssh-action@master
-        with:
-          host: ${{ secrets.SERVER_HOST }}
-          username: ${{ secrets.SERVER_USER }}
-          key: ${{ secrets.SSH_PRIVATE_KEY }}
-          script: |
-            cd /var/www/myapp
-            git pull origin main
-            npm install
-            npm run build
-            pm2 restart myapp
-```
-
-### Docker 构建和推送
-
-```yaml
-name: Docker Build and Push
-
-on:
-  push:
-    tags:
-      - "v*"
-
-jobs:
-  docker:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 检出代码
-        uses: actions/checkout@v4
-
-      - name: 设置 Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: 登录 Docker Hub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKER_USERNAME }}
-          password: ${{ secrets.DOCKER_PASSWORD }}
-
-      - name: 提取元数据
-        id: meta
-        uses: docker/metadata-action@v5
-        with:
-          images: myusername/myapp
-          tags: |
-            type=semver,pattern={{version}}
-            type=semver,pattern={{major}}.{{minor}}
-
-      - name: 构建并推送
-        uses: docker/build-push-action@v5
-        with:
-          context: .
-          push: true
-          tags: ${{ steps.meta.outputs.tags }}
-          labels: ${{ steps.meta.outputs.labels }}
-          cache-from: type=registry,ref=myusername/myapp:buildcache
-          cache-to: type=registry,ref=myusername/myapp:buildcache,mode=max
-```
-
-### 自动发布
-
-```yaml
-name: Release
-
-on:
-  push:
-    tags:
-      - "v*"
-
-jobs:
-  release:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 检出代码
-        uses: actions/checkout@v4
-
-      - name: 设置 Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: "20.x"
-          registry-url: "https://registry.npmjs.org"
-
-      - name: 安装依赖
-        run: npm ci
-
-      - name: 构建
-        run: npm run build
-
-      - name: 创建 GitHub Release
-        uses: actions/create-release@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        with:
-          tag_name: ${{ github.ref }}
-          release_name: Release ${{ github.ref }}
-          draft: false
-          prerelease: false
-
-      - name: 发布到 NPM
-        run: npm publish
-        env:
-          NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}
-```
-
-### 代码质量检查
-
-```yaml
-name: Code Quality
-
-on: [push, pull_request]
-
-jobs:
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: 设置 Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: "20.x"
-          cache: "npm"
-
-      - name: 安装依赖
-        run: npm ci
-
-      - name: ESLint 检查
-        run: npm run lint
-
-      - name: Prettier 格式检查
-        run: npm run format:check
-
-      - name: TypeScript 类型检查
-        run: npm run type-check
-
-  test:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: 设置 Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version: "20.x"
-          cache: "npm"
-
-      - name: 安装依赖
-        run: npm ci
-
-      - name: 运行测试
-        run: npm test -- --coverage
-
-      - name: 上传覆盖率报告
-        uses: codecov/codecov-action@v3
-        with:
-          token: ${{ secrets.CODECOV_TOKEN }}
-```
-
-### 多环境部署
-
-```yaml
-name: Multi-Environment Deploy
-
-on:
-  push:
-    branches:
-      - develop
-      - staging
-      - main
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    environment:
-      name: ${{ github.ref == 'refs/heads/main' && 'production' || github.ref == 'refs/heads/staging' && 'staging' || 'development' }}
-    steps:
-      - name: 检出代码
-        uses: actions/checkout@v4
-
-      - name: 设置环境变量
-        run: |
-          if [ "${{ github.ref }}" == "refs/heads/main" ]; then
-            echo "ENV=production" >> $GITHUB_ENV
-            echo "SERVER_URL=${{ secrets.PROD_SERVER_URL }}" >> $GITHUB_ENV
-          elif [ "${{ github.ref }}" == "refs/heads/staging" ]; then
-            echo "ENV=staging" >> $GITHUB_ENV
-            echo "SERVER_URL=${{ secrets.STAGING_SERVER_URL }}" >> $GITHUB_ENV
-          else
-            echo "ENV=development" >> $GITHUB_ENV
-            echo "SERVER_URL=${{ secrets.DEV_SERVER_URL }}" >> $GITHUB_ENV
-          fi
-
-      - name: 部署到 ${{ env.ENV }}
-        run: |
-          echo "部署到 ${{ env.ENV }} 环境"
-          echo "服务器地址: ${{ env.SERVER_URL }}"
-```
-
-## Secrets 管理
-
-### 设置 Secrets
-
-1. 进入仓库 Settings
-2. 选择 Secrets and variables → Actions
-3. 点击 New repository secret
-4. 添加名称和值
-
-### 使用 Secrets
-
-```yaml
-steps:
-  - name: 使用密钥
-    env:
-      API_KEY: ${{ secrets.API_KEY }}
-      DATABASE_URL: ${{ secrets.DATABASE_URL }}
-    run: |
-      echo "API Key 已设置"
-      # 密钥不会在日志中显示
-```
-
-## 环境变量
-
-### 定义环境变量
-
-```yaml
-# 工作流级别
-env:
-  NODE_VERSION: "20.x"
-  BUILD_ENV: production
-
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    # Job 级别
-    env:
-      DATABASE_URL: ${{ secrets.DATABASE_URL }}
-    steps:
-      # Step 级别
-      - name: 构建
-        env:
-          API_URL: https://api.example.com
-        run: npm run build
-```
-
-### 默认环境变量
-
-```yaml
-steps:
-  - name: 打印环境信息
-    run: |
-      echo "仓库: ${{ github.repository }}"
-      echo "分支: ${{ github.ref }}"
-      echo "提交: ${{ github.sha }}"
-      echo "触发事件: ${{ github.event_name }}"
-      echo "运行器: ${{ runner.os }}"
-```
-
-## 缓存
-
-### 缓存依赖
-
-```yaml
-steps:
-  - uses: actions/checkout@v4
-
-  - name: 缓存 node_modules
-    uses: actions/cache@v3
-    with:
-      path: ~/.npm
-      key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
-      restore-keys: |
-        ${{ runner.os }}-node-
-
-  - name: 安装依赖
-    run: npm ci
-```
-
-### 缓存构建产物
-
-```yaml
-steps:
-  - name: 缓存构建
-    uses: actions/cache@v3
-    with:
-      path: |
-        build
-        dist
-        .next/cache
-      key: ${{ runner.os }}-build-${{ github.sha }}
-      restore-keys: |
-        ${{ runner.os }}-build-
-```
-
-## 矩阵构建
-
-### 多版本测试
-
-```yaml
-jobs:
-  test:
-    runs-on: ${{ matrix.os }}
-    strategy:
-      matrix:
-        os: [ubuntu-latest, windows-latest, macos-latest]
-        node-version: [16, 18, 20]
-        exclude:
-          - os: macos-latest
-            node-version: 16
-    steps:
-      - uses: actions/checkout@v4
-      - name: 设置 Node.js ${{ matrix.node-version }}
-        uses: actions/setup-node@v4
-        with:
-          node-version: ${{ matrix.node-version }}
-      - run: npm ci
-      - run: npm test
-```
-
-## 条件执行
-
-### 使用 if 条件
-
-```yaml
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    steps:
-      - name: 仅在 main 分支执行
-        if: github.ref == 'refs/heads/main'
-        run: echo "部署到生产环境"
-
-      - name: 仅在 PR 时执行
-        if: github.event_name == 'pull_request'
-        run: echo "这是 Pull Request"
-
-      - name: 成功时执行
-        if: success()
-        run: echo "前面的步骤都成功了"
-
-      - name: 失败时执行
-        if: failure()
-        run: echo "有步骤失败了"
-
-      - name: 总是执行
-        if: always()
-        run: echo "无论如何都会执行"
-```
-
-## 复用工作流
-
-### 创建可复用工作流
-
-```yaml
-# .github/workflows/reusable-deploy.yml
-name: Reusable Deploy
-
-on:
-  workflow_call:
-    inputs:
-      environment:
-        required: true
-        type: string
-      node-version:
-        required: false
-        type: string
-        default: "20.x"
-    secrets:
-      deploy-token:
-        required: true
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    environment: ${{ inputs.environment }}
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with:
-          node-version: ${{ inputs.node-version }}
-      - run: npm ci
-      - run: npm run build
-      - name: 部署
-        env:
-          TOKEN: ${{ secrets.deploy-token }}
-        run: npm run deploy
-```
-
-### 调用可复用工作流
-
-```yaml
-# .github/workflows/main.yml
-name: Main Workflow
-
-on: [push]
-
-jobs:
-  deploy-staging:
-    uses: ./.github/workflows/reusable-deploy.yml
-    with:
-      environment: staging
-      node-version: "20.x"
-    secrets:
-      deploy-token: ${{ secrets.STAGING_TOKEN }}
-
-  deploy-production:
-    uses: ./.github/workflows/reusable-deploy.yml
-    with:
-      environment: production
-    secrets:
-      deploy-token: ${{ secrets.PROD_TOKEN }}
-```
-
-## 最佳实践
-
-### 1. 合理使用缓存
-
-```yaml
-- name: 缓存依赖
-  uses: actions/cache@v3
-  with:
-    path: ~/.npm
-    key: ${{ runner.os }}-npm-${{ hashFiles('**/package-lock.json') }}
-```
-
-### 2. 使用依赖锁定
-
-```yaml
-# 使用 npm ci 而不是 npm install
-- run: npm ci
-```
-
-### 3. 合理设置超时
-
-```yaml
-jobs:
-  build:
-    runs-on: ubuntu-latest
-    timeout-minutes: 30 # 防止作业无限运行
-```
-
-### 4. 使用并发控制
-
-```yaml
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true # 取消进行中的旧运行
-```
-
-### 5. 保护敏感信息
-
-```yaml
-# ❌ 错误
-- run: echo "API_KEY=${{ secrets.API_KEY }}"
-
-# ✅ 正确
-- run: echo "API_KEY=***"
-  env:
-    API_KEY: ${{ secrets.API_KEY }}
-```
-
-## 调试技巧
-
-### 启用调试日志
-
-在仓库设置中添加 secrets:
-
-- `ACTIONS_STEP_DEBUG`: `true`
-- `ACTIONS_RUNNER_DEBUG`: `true`
-
-### 使用 tmate 调试
-
-```yaml
-- name: 调试会话
-  if: failure()
-  uses: mxschmitt/action-tmate@v3
-  timeout-minutes: 30
-```
-
-### 打印上下文信息
-
-```yaml
-- name: 打印上下文
-  run: |
-    echo "GitHub Context:"
-    echo '${{ toJSON(github) }}'
-    echo "Runner Context:"
-    echo '${{ toJSON(runner) }}'
-```
-
-## 常用 Actions
-
-### 官方 Actions
-
-- `actions/checkout@v4` - 检出代码
-- `actions/setup-node@v4` - 设置 Node.js
-- `actions/setup-python@v4` - 设置 Python
-- `actions/setup-go@v4` - 设置 Go
-- `actions/cache@v3` - 缓存依赖
-- `actions/upload-artifact@v3` - 上传构建产物
-- `actions/download-artifact@v3` - 下载构建产物
-
-### 社区 Actions
-
-- `docker/build-push-action@v5` - Docker 构建和推送
-- `codecov/codecov-action@v3` - 代码覆盖率
-- `peter-evans/create-pull-request@v5` - 创建 PR
-- `peaceiris/actions-gh-pages@v3` - 部署到 GitHub Pages
-
-## 参考资源
-
-- [GitHub Actions 官方文档](https://docs.github.com/cn/actions)
-- [Actions Marketplace](https://github.com/marketplace?type=actions)
-- [Awesome Actions](https://github.com/sdras/awesome-actions)
-- [GitHub Actions 示例](https://github.com/actions/starter-workflows)
diff --git a/beisi_rag/data/docs/tutorial/devops/kubernetes.md b/beisi_rag/data/docs/tutorial/devops/kubernetes.md
deleted file mode 100644
index eedf2bf5..00000000
--- a/beisi_rag/data/docs/tutorial/devops/kubernetes.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-sidebar_label: "Kubernetes"
-sidebar_position: 4
-slug: kubernetes
----
-
-# Kubernetes
diff --git "a/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md" "b/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md"
deleted file mode 100644
index bb933b90..00000000
--- "a/beisi_rag/data/docs/tutorial/devops/\344\272\221\346\234\215\345\212\241\345\231\250.md"
+++ /dev/null
@@ -1,207 +0,0 @@
----
-sidebar_label: "云服务器"
-sidebar_position: 1
-slug: cloud-server
----
-
-# 云服务器教程
-
-## 服务器安装 Docker 教程链接
-
-详细教程链接：https://cloud.tencent.com/document/product/213/46000#1H-kXbk9zoqvzYMVPVsBO
-
-## 服务器安装 Git 教程
-
-1. VS Code ssh 连接远程服务器
-2. 打开终端（快捷键：Ctrl + `）
-3. 运行下面的命令
-
-```
-sudo apt-get update
-sudo apt-get install git
-```
-
-## 服务器安装 Docker 教程（适用 Ubuntu 操作系统）
-
-1. 执行以下命令，添加 Docker 软件源。
-   ```
-   sudo apt-get update
-   sudo apt-get install ca-certificates curl -y
-   sudo install -m 0755 -d /etc/apt/keyrings
-   sudo curl -fsSL https://mirrors.cloud.tencent.com/docker-ce/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
-   sudo chmod a+r /etc/apt/keyrings/docker.asc
-   echo   "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://mirrors.cloud.tencent.com/docker-ce/linux/ubuntu/ \
-   $(. /etc/os-release && echo "$VERSION_CODENAME") stable" |   sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
-   sudo apt-get update
-   ```
-2. 执行以下命令，安装 Docker。
-   ```
-   sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
-   ```
-3. 执行以下命令，运行 Docker。
-   ```
-   sudo systemctl start docker
-   ```
-4. 执行以下命令，检查安装结果。
-   ```
-   sudo docker info
-   ```
-5. 返回如下信息，即表示安装成功。  
-   ![安装成功](../../../src/image/t_image19.png)
-
-## 云服务器配置 GitHub SSH 教程
-
-1. 生成 RSA 密钥
-   在终端中运行以下命令：
-   ```bash
-   ssh-keygen -t rsa
-   ```
-2. 获取 RSA 公钥内容
-   ```bash
-   cat ~/.ssh/id_rsa.pub
-   ```
-3. 将公钥配置到 GitHub 上
-   1. 登录 GitHub
-   2. 点击右上角的头像，选择 Settings
-   3. 在左侧菜单中选择 SSH and GPG keys
-   4. 点击 New SSH key
-   5. 输入 Title 和 Key (粘贴公钥内容)
-   6. 点击 Add SSH key
-4. 测试 SSH 连接
-   在终端中运行以下命令：
-   ```bash
-   ssh -T git@github.com
-   ```
-
-## 云服务器部署仓库教程
-
-1.  fork 仓库并修改相关配置
-    1.  fork 仓库
-    2.  修改仓库名称为你的项目名称（可选）
-    3.  复制打包的文件放到 web 目录下
-    4.  修改 yourdomain.com 为你的域名
-        1.  在 Caddyfile 中修改 yourdomain.com 为你的域名
-        2.  在 docker-compose.yml 中修改 yourdomain.com 为你的域名
-    5.  配置 Caddyfile 中的路由规则
-        1.  把 Caddyfile 中的 path/ 改为你的 URL 路径
-2.  登录云服务器
-    1.  VS Code 下载插件 Remote - SSH
-    2.  ssh 连接服务器（请参考 VS Code 教程）
-    3.  安装 docker（请参考 Docker 教程）
-    4.  配置 docker 镜像加速（请参考本文档“可能遇到的问题”第二点）
-    5.  安装 git（请参考 VS Code 教程）
-3.  拉取远程仓库
-
-    1. git 连接远程仓库
-
-       1. 在服务器生成 SSH 秘钥
-          - 单个仓库使用默认密钥:  
-            `ssh-keygen -t ed25519 -C "your_email@example.com"`
-          - 多个仓库需要为每个仓库生成独立密钥:  
-            `ssh-keygen -t ed25519 -C "your_email@example.com" -f ~/.ssh/id_ed25519_repo1`  
-            `ssh-keygen -t ed25519 -C "your_email@example.com" -f ~/.ssh/id_ed25519_repo2`  
-            (直接按 3 次 Enter 使用默认设置)
-       2. 查看并复制公钥
-          - 默认公钥: `cat ~/.ssh/id_ed25519.pub`
-          - 特定仓库公钥: `cat ~/.ssh/id_ed25519_repo1.pub`
-            复制输出的全部内容
-       3. 在 GitHub 中为每个仓库添加 Deploy keys
-          1. 登录 GitHub
-          2. 进入仓库，选择 Settings
-          3. 点击 Deploy keys
-          4. 点击 Add deploy key
-          5. 输入 Title 和 Key (使用对应仓库的公钥)
-          6. 点击 Add key
-       4. 配置 SSH 以使用不同的密钥访问不同仓库
-
-          1. 创建或编辑 SSH 配置文件: `nano ~/.ssh/config`
-          2. 添加如下配置:
-
-             ```
-             # 默认 GitHub 配置
-             Host github.com
-                 HostName github.com
-                 User git
-                 IdentityFile ~/.ssh/id_ed25519
-
-             # 第一个仓库的配置
-             Host github-repo1 # 自定义别名（用于git命令:例如：git@github.com-beisi-tech-main，或者git clone git@github.com-beisi-tech-website:beisi-tech/beisi-tech-website.git）
-                 HostName github.com
-                 User git
-                 IdentityFile ~/.ssh/id_ed25519_repo1
-
-             # 第二个仓库的配置
-             Host github-repo2
-                 HostName github.com
-                 User git
-                 IdentityFile ~/.ssh/id_ed25519_repo2
-             ```
-
-          3. 保存并退出 (Ctrl+O, Enter, Ctrl+X)
-
-       5. 测试各个仓库的连接
-          - 测试默认连接: `ssh -T git@github.com`
-          - 测试特定仓库: `ssh -T git@github.com-repo1`
-            输入 yes 回车
-            看到`Hi yourusername! You've successfully authenticated`表示成功
-
-    2. git clone 远程仓库
-       - 使用默认密钥: `git clone git@github.com:yourusername/yourrepo.git`
-       - 使用特定仓库密钥: `git clone git@github.com-repo1:yourusername/repo1.git`
-
-4.  运行 docker 脚本
-    1.  从终端 cd 到仓库目录
-    2.  构建镜像并运行 `sudo docker-compose up -d`
-5.  访问 URL 地址
-    1.  打开浏览器
-    2.  输入正确的 URL `https://yourdomain.com/path/`
-    3.  应该可以看到你的网页了
-
-## 可能遇到的问题
-
-1.  端口冲突  
-    报错：failed to bind host port for 0.0.0.0:80:172.18.0.2:80/tcp: address already in use
-    1.  查看端口占用情况 `sudo lsof -i :80`
-    2.  如果看到类似这样的输出：
-        ```
-        nginx    1234    root    6u  IPv4  12345      0t0  TCP *:80 (LISTEN)
-        ```
-    3.  关闭端口 `sudo systemctl stop nginx`
-    4.  重新运行 docker 脚本
-2.  配置镜像加速错误
-    1.  检查配置文件是否正确 `sudo cat /etc/docker/daemon.json`
-        应该显示类似：
-        ```
-        {
-            "registry-mirrors": [
-            "https://mirror.ccs.tencentyun.com"
-          ]
-        }
-        ```
-    2.  如果配置不正确，需要创建或者修改配置文件
-        1. 删除配置文件 `sudo rm /etc/docker/daemon.json`
-        2. 创建新的配置文件 `sudo nano /etc/docker/daemon.json`
-        3. 输入配置内容
-           ```
-           {
-               "registry-mirrors": [
-               "https://mirror.beisi.tech/"
-             ]
-           }
-           ```
-        4. 保存并退出 `:wq`
-        5. 检查配置文件是否正确 `sudo docker info | grep -A 5 Mirrors`
-           应该显示类似：
-           ```
-           Registry Mirrors:
-           https://mirror.ccs.tencentyun.com/
-           Live Restore Enabled: false
-           ```
-        6. 重新加载配置 `sudo systemctl daemon-reload`
-        7. 重启 docker `sudo systemctl restart docker`
-    3.  重新运行 docker 脚本
-3.  远程仓库更新了如何重启 docker？
-    1.  cd 到仓库目录
-    2.  git pull 更新代码
-    3.  sudo docker-compose down 停止容器
-    4.  sudo docker-compose up -d 启动容器
diff --git a/beisi_rag/data/docs/tutorial/frontend/_category_.json b/beisi_rag/data/docs/tutorial/frontend/_category_.json
deleted file mode 100644
index 6b2d262e..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "前端",
-  "position": 3
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json b/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json
deleted file mode 100644
index c4f7d322..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/mobile/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "Mobile",
-  "position": 2
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md b/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md
deleted file mode 100644
index dc036d0a..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/mobile/flutter.md
+++ /dev/null
@@ -1,111 +0,0 @@
----
-sidebar_label: "Flutter"
-sidebar_position: 1
-slug: flutter
----
-
-# Flutter 学习教程
-
-Flutter 是一个由 Google 开发的开源 UI 框架，用于构建高性能、跨平台的移动、Web 和桌面应用程序。以下是系统学习 Flutter 的资源和建议，涵盖从入门到进阶的内容。
-
-## 学习路径建议
-
-### 1. 掌握 Dart 语言
-
-Flutter 使用 Dart 作为其编程语言，因此在学习 Flutter 之前，建议先熟悉 Dart 的基本语法和特性。Dart 是一门简单易学的语言，适合初学者。
-
-### 2. 了解 Flutter 基础
-
-学习 Flutter 的核心概念，如 Widget、State 管理、导航、动画等。可以通过官方文档和视频教程快速上手。
-
-### 3. 实践项目
-
-通过构建小型项目（如 Todo 应用、天气应用）来巩固知识，熟悉 Flutter 的开发流程。
-
-### 4. 深入高级主题
-
-学习状态管理（如 Provider、Riverpod、Bloc）、网络请求、数据库操作、性能优化等。
-
-## 官方文档
-
-官方文档是学习 Flutter 的核心资源，内容全面且更新及时：
-
-- [Flutter 中文文档](https://flutter.cn/)：提供 Flutter 的中文教程、API 参考和示例代码，适合快速查找和学习。
-
-- [Flutter 社区 (Pub.dev)](https://pub.dev/)：Flutter 的官方包管理平台，包含丰富的插件和库，开发者可以找到各种功能的包（如网络请求、数据库、UI 组件等）。
-
-- [Flutter 官方教程](https://flutter.dev/docs)：英文版官方文档，包含入门教程、Cookbook（实用代码片段）、Widget 目录等，适合查阅最新特性。
-
-- [Dart 官方文档](https://dart.dev/guides)：详细介绍 Dart 语言的特性、语法和最佳实践，适合深入学习 Dart。
-
-## 其他优质学习资源
-
-### 项目实战
-
-- **Flutter Awesome**：汇集了大量 Flutter 开源项目和 UI 模板，适合通过模仿学习。
-
-- **Flutter Example Apps**：Flutter 官方提供的示例项目，涵盖各种常见应用场景。
-
-- **构建一个 Todo 应用**：推荐初学者从简单的 Todo 应用开始，学习 Flutter 的布局、状态管理和数据持久化。
-
-## 推荐工具和插件
-
-### IDE
-
-- **Visual Studio Code**：推荐安装 Flutter 和 Dart 插件，支持代码补全、调试和热重载。
-- **Android Studio**：提供强大的 Flutter 开发支持，适合 Android 开发者。
-
-### 常用插件 (Pub.dev)
-
-- **http**：用于网络请求。
-- **provider**：轻量级状态管理库。
-- **get_it**：依赖注入库。
-- **sqflite**：本地 SQLite 数据库支持。
-- **flutter_spinkit**：提供多种加载动画。
-
-### 调试工具
-
-- **DevTools**：Flutter 官方调试工具，支持性能分析、Widget 树查看等。
-- **Flipper**：用于调试 Flutter 应用的跨平台工具。
-
-## 社区和交流
-
-- [Flutter 社区中文网](https://flutter.cn/community)：提供中文社区支持，包含博客、活动和开发者交流。
-
-- [Flutter Subreddit](https://www.reddit.com/r/FlutterDev/)：活跃的英文社区，适合讨论问题和获取灵感。
-
-- [Stack Overflow](https://stackoverflow.com/questions/tagged/flutter)：遇到问题时，可以搜索或提问，社区活跃度高。
-
-- **Flutter Meetups**：参加本地的 Flutter 开发者聚会，结识志同道合的开发者。
-
-## 进阶学习建议
-
-### 状态管理
-
-学习主流的状态管理方案：
-
-- **Provider**：简单易用，适合中小型项目。
-- **Riverpod**：Provider 的升级版，支持类型安全。
-- **Bloc**：适合复杂项目，提供强大的状态管理能力。
-
-### 性能优化
-
-- 学习如何减少 Widget 重建。
-- 使用 const 构造函数优化性能。
-- 分析应用性能瓶颈（使用 DevTools）。
-
-### 跨平台开发
-
-- 探索 Flutter 的 Web 和桌面应用开发。
-- 学习平台特定的代码（如 Android/iOS 原生集成）。
-
-### 测试
-
-- 学习单元测试、Widget 测试和集成测试。
-- 使用 flutter_test 包进行测试开发。
-
-## 实战技巧
-
-### Flutter 换源
-
-### 使用模拟器进行调试
diff --git a/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md b/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md
deleted file mode 100644
index 03cdf6e8..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/mobile/uniapp.md
+++ /dev/null
@@ -1,125 +0,0 @@
----
-sidebar_label: "Uniapp"
-sidebar_position: 3
-title: UniApp 教程
-slug: uniapp
----
-
-# UniApp 打包操作指南
-
-## 一、H5 打包流程
-
-### 1. 配置服务器地址
-
-1. **进入项目目录**：  
-   打开 `src/config` 文件夹。
-
-2. **修改服务器地址**：  
-   编辑 `config.js` 文件，将服务器地址配置为实际的 URL ![配置H5服务器URL](../../../../src/image/t_image25.png)。  
-   ![配置H5Web发行](../../../../src/image/t_image26.png)
-
-3. **配置 WEB 发行**：  
-   ![Web发行域名配置界面](../../../../src/image/t_image27.png)
-
-### 2. 执行打包操作
-
-1. **完成配置后执行打包命令**：  
-   点击确认即可打包，然后看终端输入打包目录
-
-2. **生成核心文件**：  
-   打包完成后会生成以下三个核心文件：
-   - `index.html`
-   - `static/`（静态资源目录）
-   - `asserts/`  
-     ![打包生成文件](../../../../src/image/t_image28.png)
-
-## 二、APK 打包流程
-
-### 1. 打包 APK
-
-1. **点击发行的 AP 打包**：  
-   在打包界面选择 **自有证书**。
-
-2. **配置证书信息**：
-
-   - **Key 文件路径**：`golden-storce/前端/sck.keystore`
-   - **证书密码**：`123123`
-   - **私钥密码**：`123123`
-   - **别名**：`hsck`
-
-3. **点击打包**：  
-   完成配置后点击打包按钮，生成 APK 文件。  
-   打包完成后会生成一个 APK 文件。  
-   ![打包生成文件](../../../../src/image/t_image29.png)
-
-### 2. 修改版本号
-
-如果需要修改版本号，请在前端目录下的 `manifest.json` 文件中进行修改。  
-找到对应字段并更新版本号：
-
-![打包生成文件](../../../../src/image/t_image30.png)
-
-### 3.插件市场安装 scss 插件
-
-## 三、导入一个 UI 框架
-
-### 1.插件市场安装 scss 插件
-
-https://ext.dcloud.net.cn/plugin?id=2046
-
-### 2.复制 UI 库到项目
-
-https://ext.dcloud.net.cn/plugin?name=uview-plus
-
-### 3.main.js
-
-以下是在项目中配置 uview-plus 的代码：
-
-```js
-// import uviewPlus from '@/uni_modules/uview-plus'
-// Vue.use(uviewPlus)
-```
-
-请将上述代码添加到你的 Vue 项目中。
-
-### 4.App.vue
-
-将<code>&lt;style&gt;&lt;/style&gt;</code>替换为
-
-&lt;style lang="scss"&gt;
-@import "@/uni_modules/uview-plus/index.scss";
-&lt;/style&gt;
-
-### 5.uni.scss
-
-最前面加入
-@import '@/uni_modules/uview-plus/theme.scss';
-
-### 6.manifest.json
-
-在“map-weixin”和 "map-toutiao"中加入
-"mergeVirtualHostAttributes" : true
-
-### 7.安装依赖库
-
-npm i dayjs
-npm i clipboard
-
-### 8. pages.json
-
-在 pages 同级配置 easycom：
-
-在 `pages.json` 中与 pages 同级配置 `easycom`：
-
-```json
-{
-  "easycom": {
-    "autoscan": true,
-    "custom": {
-      "^u--(.*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue",
-      "up-(.*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue",
-      "u-([^-].*)": "@/uni_modules/uview-plus/components/u-$1/u-$1.vue"
-    }
-  }
-}
-```
diff --git "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md" "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md"
deleted file mode 100644
index c3e8ae1d..00000000
--- "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\260\217\347\250\213\345\272\217.md"
+++ /dev/null
@@ -1,5 +0,0 @@
----
-sidebar_label: "小程序"
-sidebar_position: 4
-slug: mini-program
----
diff --git "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md" "b/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md"
deleted file mode 100644
index 6b02951a..00000000
--- "a/beisi_rag/data/docs/tutorial/frontend/mobile/\345\276\256\344\277\241\345\274\200\345\217\221\347\233\270\345\205\263.md"
+++ /dev/null
@@ -1,11 +0,0 @@
----
-sidebar_label: "微信开发相关"
-sidebar_position: 5
-slug: wechat-dev
----
-
-# 微信开发相关教程
-
-## 获取安装包签名填写到微信开放平台
-
-[获取包签名软件](../../../../src/apk/Gen_Signature_Android.apk)
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/_category_.json b/beisi_rag/data/docs/tutorial/frontend/web/_category_.json
deleted file mode 100644
index f61518e7..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/web/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "Web",
-  "position": 1
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/next.js.md b/beisi_rag/data/docs/tutorial/frontend/web/next.js.md
deleted file mode 100644
index 42579b61..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/web/next.js.md
+++ /dev/null
@@ -1,521 +0,0 @@
----
-sidebar_label: "Next.js"
-sidebar_position: 4
-slug: nextjs
----
-
-# Next.js 教程
-
-Next.js 是一个基于 React 的生产级框架，提供了服务端渲染、静态站点生成、API 路由等功能。它让 React 应用开发更加简单和高效。
-
-## 什么是 Next.js？
-
-Next.js 是 Vercel 开发的 React 框架，提供了许多开箱即用的功能，包括：
-
-- **服务端渲染 (SSR)**：在服务器上渲染 React 组件
-- **静态站点生成 (SSG)**：构建时生成静态页面
-- **API 路由**：在同一个项目中创建 API 端点
-- **自动代码分割**：优化页面加载性能
-- **内置 CSS 支持**：支持 CSS Modules、Sass 等
-
-## 快速开始
-
-### 环境要求
-
-- Node.js 14.6 或更高版本
-- npm、yarn 或 pnpm
-
-### 创建 Next.js 应用
-
-```bash
-npx create-next-app@latest my-app
-cd my-app
-npm run dev
-```
-
-### 手动安装
-
-```bash
-npm install next react react-dom
-```
-
-## 项目结构
-
-```
-my-app/
-├── pages/                 # 页面目录
-│   ├── api/              # API 路由
-│   ├── _app.js           # 应用配置
-│   └── index.js          # 首页
-├── public/               # 静态资源
-├── styles/               # 样式文件
-├── components/           # 组件
-└── package.json
-```
-
-## 页面和路由
-
-### 基本页面
-
-```jsx
-// pages/index.js
-export default function Home() {
-  return (
-    <div>
-      <h1>首页</h1>
-      <p>欢迎来到 Next.js!</p>
-    </div>
-  );
-}
-```
-
-### 动态路由
-
-```jsx
-// pages/posts/[id].js
-import { useRouter } from "next/router";
-
-export default function Post() {
-  const router = useRouter();
-  const { id } = router.query;
-
-  return <p>文章 ID: {id}</p>;
-}
-```
-
-### 嵌套路由
-
-```jsx
-// pages/blog/index.js
-export default function Blog() {
-  return <h1>博客首页</h1>
-}
-
-// pages/blog/[slug].js
-export default function BlogPost() {
-  const router = useRouter()
-  const { slug } = router.query
-
-  return <h1>博客文章: {slug}</h1>
-}
-```
-
-## 数据获取
-
-### getStaticProps (SSG)
-
-```jsx
-// pages/posts.js
-export default function Posts({ posts }) {
-  return (
-    <ul>
-      {posts.map((post) => (
-        <li key={post.id}>{post.title}</li>
-      ))}
-    </ul>
-  );
-}
-
-export async function getStaticProps() {
-  const res = await fetch("https://api.example.com/posts");
-  const posts = await res.json();
-
-  return {
-    props: {
-      posts,
-    },
-  };
-}
-```
-
-### getServerSideProps (SSR)
-
-```jsx
-// pages/user/[id].js
-export default function User({ user }) {
-  return <h1>{user.name}</h1>;
-}
-
-export async function getServerSideProps({ params }) {
-  const res = await fetch(`https://api.example.com/users/${params.id}`);
-  const user = await res.json();
-
-  return {
-    props: {
-      user,
-    },
-  };
-}
-```
-
-### getStaticPaths
-
-```jsx
-// pages/posts/[id].js
-export default function Post({ post }) {
-  return (
-    <div>
-      <h1>{post.title}</h1>
-      <p>{post.content}</p>
-    </div>
-  );
-}
-
-export async function getStaticPaths() {
-  const res = await fetch("https://api.example.com/posts");
-  const posts = await res.json();
-
-  const paths = posts.map((post) => ({
-    params: { id: post.id.toString() },
-  }));
-
-  return {
-    paths,
-    fallback: false,
-  };
-}
-
-export async function getStaticProps({ params }) {
-  const res = await fetch(`https://api.example.com/posts/${params.id}`);
-  const post = await res.json();
-
-  return {
-    props: {
-      post,
-    },
-  };
-}
-```
-
-## API 路由
-
-### 基本 API 路由
-
-```jsx
-// pages/api/hello.js
-export default function handler(req, res) {
-  res.status(200).json({ message: "Hello from API!" });
-}
-```
-
-### 处理不同 HTTP 方法
-
-```jsx
-// pages/api/users.js
-export default function handler(req, res) {
-  if (req.method === "GET") {
-    // 获取用户列表
-    res.status(200).json({ users: [] });
-  } else if (req.method === "POST") {
-    // 创建新用户
-    const { name, email } = req.body;
-    res.status(201).json({ message: "用户创建成功" });
-  } else {
-    res.setHeader("Allow", ["GET", "POST"]);
-    res.status(405).end(`Method ${req.method} Not Allowed`);
-  }
-}
-```
-
-### 动态 API 路由
-
-```jsx
-// pages/api/users/[id].js
-export default function handler(req, res) {
-  const { id } = req.query;
-
-  if (req.method === "GET") {
-    // 获取特定用户
-    res.status(200).json({ id, name: "John Doe" });
-  } else if (req.method === "PUT") {
-    // 更新用户
-    res.status(200).json({ message: "用户更新成功" });
-  } else if (req.method === "DELETE") {
-    // 删除用户
-    res.status(200).json({ message: "用户删除成功" });
-  }
-}
-```
-
-## 样式处理
-
-### CSS Modules
-
-```css
-/* styles/Home.module.css */
-.container {
-  padding: 0 2rem;
-}
-
-.title {
-  margin: 0;
-  line-height: 1.15;
-  font-size: 4rem;
-}
-```
-
-```jsx
-// pages/index.js
-import styles from "../styles/Home.module.css";
-
-export default function Home() {
-  return (
-    <div className={styles.container}>
-      <h1 className={styles.title}>首页</h1>
-    </div>
-  );
-}
-```
-
-### 全局样式
-
-```css
-/* styles/globals.css */
-html,
-body {
-  padding: 0;
-  margin: 0;
-  font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Oxygen, Ubuntu,
-    Cantarell, Fira Sans, Droid Sans, Helvetica Neue, sans-serif;
-}
-
-a {
-  color: inherit;
-  text-decoration: none;
-}
-
-* {
-  box-sizing: border-box;
-}
-```
-
-### Sass 支持
-
-```bash
-npm install sass
-```
-
-```scss
-// styles/Home.module.scss
-.container {
-  padding: 0 2rem;
-
-  .title {
-    margin: 0;
-    line-height: 1.15;
-    font-size: 4rem;
-  }
-}
-```
-
-## 图片优化
-
-### next/image 组件
-
-```jsx
-import Image from "next/image";
-
-export default function Profile() {
-  return (
-    <Image src="/profile.jpg" alt="Profile" width={500} height={500} priority />
-  );
-}
-```
-
-### 响应式图片
-
-```jsx
-import Image from "next/image";
-
-export default function ResponsiveImage() {
-  return (
-    <div>
-      <Image
-        src="/hero.jpg"
-        alt="Hero image"
-        width={800}
-        height={600}
-        layout="responsive"
-      />
-    </div>
-  );
-}
-```
-
-## 字体优化
-
-### 使用 Google Fonts
-
-```jsx
-import Head from "next/head";
-
-export default function Home() {
-  return (
-    <>
-      <Head>
-        <link
-          href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&display=swap"
-          rel="stylesheet"
-        />
-      </Head>
-      <h1 style={{ fontFamily: "Inter, sans-serif" }}>首页</h1>
-    </>
-  );
-}
-```
-
-### 使用 next/font
-
-```jsx
-import { Inter } from "next/font/google";
-
-const inter = Inter({ subsets: ["latin"] });
-
-export default function Home() {
-  return <h1 className={inter.className}>首页</h1>;
-}
-```
-
-## 环境变量
-
-### 创建环境变量文件
-
-```bash
-# .env.local
-DATABASE_URL=postgresql://user:password@localhost:5432/mydb
-NEXT_PUBLIC_API_URL=https://api.example.com
-```
-
-### 使用环境变量
-
-```jsx
-// pages/api/data.js
-export default function handler(req, res) {
-  const dbUrl = process.env.DATABASE_URL;
-  const apiUrl = process.env.NEXT_PUBLIC_API_URL;
-
-  res.status(200).json({
-    message: "环境变量已配置",
-    apiUrl,
-  });
-}
-```
-
-## 中间件
-
-### 创建中间件
-
-```jsx
-// middleware.js
-import { NextResponse } from "next/server";
-
-export function middleware(request) {
-  // 检查用户认证
-  const token = request.cookies.get("token");
-
-  if (!token && request.nextUrl.pathname.startsWith("/dashboard")) {
-    return NextResponse.redirect(new URL("/login", request.url));
-  }
-
-  return NextResponse.next();
-}
-
-export const config = {
-  matcher: ["/dashboard/:path*"],
-};
-```
-
-## 部署
-
-### Vercel 部署
-
-```bash
-npm install -g vercel
-vercel
-```
-
-### 构建生产版本
-
-```bash
-npm run build
-npm start
-```
-
-### Docker 部署
-
-```dockerfile
-FROM node:18-alpine
-
-WORKDIR /app
-
-COPY package*.json ./
-RUN npm ci --only=production
-
-COPY . .
-RUN npm run build
-
-EXPOSE 3000
-
-CMD ["npm", "start"]
-```
-
-## 性能优化
-
-### 代码分割
-
-```jsx
-import dynamic from "next/dynamic";
-
-const DynamicComponent = dynamic(() => import("../components/Heavy"), {
-  loading: () => <p>加载中...</p>,
-});
-
-export default function Home() {
-  return <DynamicComponent />;
-}
-```
-
-### 预加载
-
-```jsx
-import Link from "next/link";
-
-export default function Navigation() {
-  return (
-    <nav>
-      <Link href="/about" prefetch={false}>
-        关于我们
-      </Link>
-    </nav>
-  );
-}
-```
-
-## 最佳实践
-
-1. **页面结构**：合理组织页面和组件
-2. **数据获取**：选择合适的渲染策略
-3. **性能优化**：使用图片优化、代码分割
-4. **SEO**：合理使用元数据和结构化数据
-5. **类型安全**：使用 TypeScript
-
-## 学习资源
-
-- [Next.js 官方文档](https://nextjs.org/docs)
-- [Next.js 中文文档](https://nextjs.org/docs/getting-started)
-- [Next.js 教程 - 菜鸟教程](https://www.runoob.com/nextjs/nextjs-tutorial.html)
-- [Next.js 最佳实践](https://nextjs.org/docs/best-practices)
-
-## 常见问题
-
-### Q: 什么时候使用 SSG 还是 SSR？
-
-A: SSG 适合静态内容，构建时生成；SSR 适合动态内容，每次请求时生成。
-
-### Q: 如何优化 Next.js 应用性能？
-
-A: 使用图片优化、代码分割、预加载、缓存等技术。
-
-### Q: 如何处理 SEO？
-
-A: 使用正确的元数据、结构化数据、sitemap 等。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/react.md b/beisi_rag/data/docs/tutorial/frontend/web/react.md
deleted file mode 100644
index 61ef35a1..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/web/react.md
+++ /dev/null
@@ -1,461 +0,0 @@
----
-sidebar_label: "React"
-sidebar_position: 1
-slug: react
----
-
-# React 教程
-
-React 是一个用于构建用户界面的 JavaScript 库，由 Facebook 开发并维护。它采用组件化开发模式，让开发者能够构建可复用的 UI 组件。
-
-## 什么是 React？
-
-React 是一个声明式、高效且灵活的用于构建用户界面的 JavaScript 库。它让你可以通过组合小组件来构建复杂的 UI。
-
-### React 的核心概念
-
-- **组件化**：将 UI 拆分为独立、可复用的组件
-- **虚拟 DOM**：提高性能的虚拟 DOM 机制
-- **单向数据流**：数据从父组件流向子组件
-- **JSX**：JavaScript 的语法扩展
-
-## 快速开始
-
-### 环境要求
-
-- Node.js 14.0 或更高版本
-- npm 或 yarn 包管理器
-
-### 创建 React 应用
-
-使用 Create React App 创建新项目：
-
-```bash
-npx create-react-app my-app
-cd my-app
-npm start
-```
-
-### 手动安装 React
-
-```bash
-npm install react react-dom
-```
-
-## 基础语法
-
-### 第一个组件
-
-```jsx
-import React from "react";
-
-function Welcome(props) {
-  return <h1>Hello, {props.name}!</h1>;
-}
-
-export default Welcome;
-```
-
-### 类组件
-
-```jsx
-import React, { Component } from "react";
-
-class Welcome extends Component {
-  render() {
-    return <h1>Hello, {this.props.name}!</h1>;
-  }
-}
-
-export default Welcome;
-```
-
-### 函数组件（推荐）
-
-```jsx
-import React from "react";
-
-const Welcome = ({ name }) => {
-  return <h1>Hello, {name}!</h1>;
-};
-
-export default Welcome;
-```
-
-## 状态管理
-
-### useState Hook
-
-```jsx
-import React, { useState } from "react";
-
-function Counter() {
-  const [count, setCount] = useState(0);
-
-  return (
-    <div>
-      <p>You clicked {count} times</p>
-      <button onClick={() => setCount(count + 1)}>Click me</button>
-    </div>
-  );
-}
-```
-
-### useEffect Hook
-
-```jsx
-import React, { useState, useEffect } from "react";
-
-function Example() {
-  const [count, setCount] = useState(0);
-
-  useEffect(() => {
-    document.title = `You clicked ${count} times`;
-  });
-
-  return (
-    <div>
-      <p>You clicked {count} times</p>
-      <button onClick={() => setCount(count + 1)}>Click me</button>
-    </div>
-  );
-}
-```
-
-## 事件处理
-
-```jsx
-function Button() {
-  const handleClick = (e) => {
-    e.preventDefault();
-    console.log("Button clicked!");
-  };
-
-  return <button onClick={handleClick}>Click me</button>;
-}
-```
-
-## 条件渲染
-
-```jsx
-function Greeting({ isLoggedIn }) {
-  if (isLoggedIn) {
-    return <h1>Welcome back!</h1>;
-  }
-  return <h1>Please sign up.</h1>;
-}
-```
-
-## 列表渲染
-
-```jsx
-function TodoList({ todos }) {
-  return (
-    <ul>
-      {todos.map((todo) => (
-        <li key={todo.id}>{todo.text}</li>
-      ))}
-    </ul>
-  );
-}
-```
-
-## 表单处理
-
-```jsx
-import React, { useState } from "react";
-
-function NameForm() {
-  const [value, setValue] = useState("");
-
-  const handleSubmit = (event) => {
-    alert("A name was submitted: " + value);
-    event.preventDefault();
-  };
-
-  return (
-    <form onSubmit={handleSubmit}>
-      <label>
-        Name:
-        <input
-          type="text"
-          value={value}
-          onChange={(e) => setValue(e.target.value)}
-        />
-      </label>
-      <input type="submit" value="Submit" />
-    </form>
-  );
-}
-```
-
-## 组件通信
-
-### 父子组件通信
-
-```jsx
-// 父组件
-function App() {
-  const [message, setMessage] = useState("Hello from parent");
-
-  return (
-    <div>
-      <ChildComponent message={message} />
-    </div>
-  );
-}
-
-// 子组件
-function ChildComponent({ message }) {
-  return <p>{message}</p>;
-}
-```
-
-### 兄弟组件通信
-
-```jsx
-import React, { createContext, useContext, useState } from "react";
-
-const ThemeContext = createContext();
-
-function App() {
-  const [theme, setTheme] = useState("light");
-
-  return (
-    <ThemeContext.Provider value={{ theme, setTheme }}>
-      <Header />
-      <Main />
-    </ThemeContext.Provider>
-  );
-}
-
-function Header() {
-  const { theme, setTheme } = useContext(ThemeContext);
-
-  return (
-    <header>
-      <button onClick={() => setTheme(theme === "light" ? "dark" : "light")}>
-        Toggle Theme
-      </button>
-    </header>
-  );
-}
-```
-
-## 生命周期
-
-### 函数组件生命周期
-
-```jsx
-import React, { useEffect } from "react";
-
-function MyComponent() {
-  useEffect(() => {
-    // 组件挂载后执行
-    console.log("Component mounted");
-
-    return () => {
-      // 组件卸载前执行
-      console.log("Component will unmount");
-    };
-  }, []);
-
-  useEffect(() => {
-    // 每次渲染后执行
-    console.log("Component updated");
-  });
-
-  return <div>My Component</div>;
-}
-```
-
-## 性能优化
-
-### React.memo
-
-```jsx
-import React, { memo } from "react";
-
-const MyComponent = memo(({ name }) => {
-  return <div>{name}</div>;
-});
-```
-
-### useMemo
-
-```jsx
-import React, { useMemo } from "react";
-
-function ExpensiveComponent({ items }) {
-  const expensiveValue = useMemo(() => {
-    return items.reduce((sum, item) => sum + item.value, 0);
-  }, [items]);
-
-  return <div>{expensiveValue}</div>;
-}
-```
-
-### useCallback
-
-```jsx
-import React, { useCallback, useState } from "react";
-
-function ParentComponent() {
-  const [count, setCount] = useState(0);
-
-  const handleClick = useCallback(() => {
-    setCount((c) => c + 1);
-  }, []);
-
-  return <ChildComponent onClick={handleClick} />;
-}
-```
-
-## 路由
-
-### React Router 基础
-
-```bash
-npm install react-router-dom
-```
-
-```jsx
-import { BrowserRouter, Routes, Route, Link } from "react-router-dom";
-
-function App() {
-  return (
-    <BrowserRouter>
-      <nav>
-        <Link to="/">Home</Link>
-        <Link to="/about">About</Link>
-      </nav>
-
-      <Routes>
-        <Route path="/" element={<Home />} />
-        <Route path="/about" element={<About />} />
-      </Routes>
-    </BrowserRouter>
-  );
-}
-```
-
-## 状态管理
-
-### Redux 基础
-
-```bash
-npm install redux react-redux
-```
-
-```jsx
-import { createStore } from "redux";
-import { Provider, useSelector, useDispatch } from "react-redux";
-
-// Reducer
-const counterReducer = (state = { count: 0 }, action) => {
-  switch (action.type) {
-    case "INCREMENT":
-      return { count: state.count + 1 };
-    case "DECREMENT":
-      return { count: state.count - 1 };
-    default:
-      return state;
-  }
-};
-
-// Store
-const store = createStore(counterReducer);
-
-// Component
-function Counter() {
-  const count = useSelector((state) => state.count);
-  const dispatch = useDispatch();
-
-  return (
-    <div>
-      <p>{count}</p>
-      <button onClick={() => dispatch({ type: "INCREMENT" })}>+</button>
-      <button onClick={() => dispatch({ type: "DECREMENT" })}>-</button>
-    </div>
-  );
-}
-
-function App() {
-  return (
-    <Provider store={store}>
-      <Counter />
-    </Provider>
-  );
-}
-```
-
-## 测试
-
-### Jest 和 React Testing Library
-
-```bash
-npm install --save-dev @testing-library/react @testing-library/jest-dom
-```
-
-```jsx
-import { render, screen, fireEvent } from "@testing-library/react";
-import Counter from "./Counter";
-
-test("increments counter on button click", () => {
-  render(<Counter />);
-  const button = screen.getByText("+");
-  fireEvent.click(button);
-  expect(screen.getByText("1")).toBeInTheDocument();
-});
-```
-
-## 部署
-
-### 构建生产版本
-
-```bash
-npm run build
-```
-
-### 部署到 Vercel
-
-```bash
-npm install -g vercel
-vercel
-```
-
-### 部署到 Netlify
-
-```bash
-npm install -g netlify-cli
-netlify deploy --prod --dir=build
-```
-
-## 最佳实践
-
-1. **组件设计**：保持组件小而专注
-2. **状态管理**：合理使用 useState 和 useEffect
-3. **性能优化**：使用 React.memo、useMemo、useCallback
-4. **代码组织**：按功能组织文件结构
-5. **类型安全**：使用 TypeScript 或 PropTypes
-
-## 学习资源
-
-- [React 官方文档](https://react.dev/)
-- [React 中文文档](https://zh-hans.react.dev/)
-- [React 教程 - 菜鸟教程](https://www.runoob.com/react/react-tutorial.html)
-- [React 进阶指南](https://react.iamkasong.com/)
-
-## 常见问题
-
-### Q: 什么时候使用类组件还是函数组件？
-
-A: 现在推荐使用函数组件和 Hooks，除非你需要使用一些类组件特有的生命周期方法。
-
-### Q: 如何优化 React 应用性能？
-
-A: 使用 React.memo、useMemo、useCallback，避免不必要的重新渲染，合理使用 key 属性。
-
-### Q: 如何处理异步操作？
-
-A: 使用 useEffect 处理副作用，结合 async/await 或 Promise 处理异步数据。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md b/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md
deleted file mode 100644
index 55ef6809..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/web/tailwindcss.md
+++ /dev/null
@@ -1,512 +0,0 @@
----
-sidebar_label: "TailwindCSS"
-sidebar_position: 2
-slug: tailwindcss
----
-
-# TailwindCSS 教程
-
-TailwindCSS 是一个功能类优先的 CSS 框架，它提供了大量预定义的实用类，让你能够快速构建现代化的用户界面，而无需编写自定义 CSS。
-
-## 什么是 TailwindCSS？
-
-TailwindCSS 是一个高度可定制的、低级别的 CSS 框架，它提供了构建现代 Web 应用所需的所有构建块。与传统的 CSS 框架不同，TailwindCSS 不提供预构建的组件，而是提供实用类来构建自定义设计。
-
-### TailwindCSS 的特点
-
-- **实用类优先**：使用预定义的实用类快速构建界面
-- **高度可定制**：可以轻松自定义颜色、字体、间距等
-- **响应式设计**：内置响应式断点系统
-- **组件友好**：与 React、Vue 等框架完美配合
-- **性能优化**：只包含使用的样式，文件体积小
-
-## 快速开始
-
-### 环境要求
-
-- Node.js 12.0 或更高版本
-- npm 或 yarn 包管理器
-
-### 安装 TailwindCSS
-
-```bash
-npm install -D tailwindcss postcss autoprefixer
-npx tailwindcss init -p
-```
-
-### 配置 TailwindCSS
-
-```javascript
-// tailwind.config.js
-module.exports = {
-  content: ["./src/**/*.{js,jsx,ts,tsx}", "./public/index.html"],
-  theme: {
-    extend: {},
-  },
-  plugins: [],
-};
-```
-
-### 添加 TailwindCSS 指令
-
-```css
-/* src/index.css */
-@tailwind base;
-@tailwind components;
-@tailwind utilities;
-```
-
-## 基础语法
-
-### 实用类
-
-```html
-<!-- 文本样式 -->
-<h1 class="text-4xl font-bold text-blue-600">大标题</h1>
-<p class="text-lg text-gray-700">段落文本</p>
-
-<!-- 布局 -->
-<div class="flex items-center justify-center">
-  <div class="w-64 h-32 bg-red-500 rounded-lg"></div>
-</div>
-
-<!-- 间距 -->
-<div class="p-4 m-2 space-y-4">
-  <div class="p-2 bg-blue-100">内容 1</div>
-  <div class="p-2 bg-green-100">内容 2</div>
-</div>
-```
-
-### 响应式设计
-
-```html
-<!-- 移动端优先的响应式设计 -->
-<div class="w-full md:w-1/2 lg:w-1/3 xl:w-1/4">
-  <h2 class="text-lg md:text-xl lg:text-2xl">响应式标题</h2>
-  <p class="text-sm md:text-base lg:text-lg">响应式文本</p>
-</div>
-
-<!-- 隐藏/显示元素 -->
-<div class="hidden md:block">在中等屏幕及以上显示</div>
-<div class="block md:hidden">只在移动端显示</div>
-```
-
-## 颜色系统
-
-### 预定义颜色
-
-```html
-<!-- 背景颜色 -->
-<div class="bg-red-500">红色背景</div>
-<div class="bg-blue-600">蓝色背景</div>
-<div class="bg-green-400">绿色背景</div>
-
-<!-- 文本颜色 -->
-<p class="text-gray-800">深灰色文本</p>
-<p class="text-purple-600">紫色文本</p>
-
-<!-- 边框颜色 -->
-<div class="border-2 border-yellow-400">黄色边框</div>
-```
-
-### 颜色透明度
-
-```html
-<!-- 透明度 -->
-<div class="bg-blue-500 bg-opacity-50">50% 透明度的蓝色</div>
-<div class="bg-red-600 bg-opacity-25">25% 透明度的红色</div>
-
-<!-- 使用 opacity 类 -->
-<div class="bg-green-500 opacity-75">75% 透明度</div>
-```
-
-## 布局系统
-
-### Flexbox
-
-```html
-<!-- Flex 容器 -->
-<div class="flex">
-  <div class="flex-1">弹性项目 1</div>
-  <div class="flex-1">弹性项目 2</div>
-</div>
-
-<!-- Flex 方向 -->
-<div class="flex flex-col">
-  <div>垂直排列项目 1</div>
-  <div>垂直排列项目 2</div>
-</div>
-
-<!-- 对齐 -->
-<div class="flex items-center justify-between">
-  <div>左对齐</div>
-  <div>右对齐</div>
-</div>
-```
-
-### Grid 布局
-
-```html
-<!-- Grid 容器 -->
-<div class="grid grid-cols-3 gap-4">
-  <div class="bg-blue-100 p-4">项目 1</div>
-  <div class="bg-green-100 p-4">项目 2</div>
-  <div class="bg-red-100 p-4">项目 3</div>
-</div>
-
-<!-- 响应式 Grid -->
-<div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
-  <div class="bg-gray-100 p-4">响应式项目</div>
-</div>
-```
-
-## 组件构建
-
-### 按钮组件
-
-```html
-<!-- 基础按钮 -->
-<button
-  class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded"
->
-  点击我
-</button>
-
-<!-- 不同样式的按钮 -->
-<button
-  class="bg-green-500 hover:bg-green-700 text-white font-bold py-2 px-4 rounded-lg"
->
-  成功按钮
-</button>
-
-<button
-  class="bg-red-500 hover:bg-red-700 text-white font-bold py-2 px-4 rounded-full"
->
-  危险按钮
-</button>
-```
-
-### 卡片组件
-
-```html
-<div class="max-w-sm rounded overflow-hidden shadow-lg">
-  <img class="w-full" src="/img/card-top.jpg" alt="Card image" />
-  <div class="px-6 py-4">
-    <div class="font-bold text-xl mb-2">卡片标题</div>
-    <p class="text-gray-700 text-base">
-      这是卡片的描述文本，可以包含多行内容。
-    </p>
-  </div>
-  <div class="px-6 pt-4 pb-2">
-    <span
-      class="inline-block bg-gray-200 rounded-full px-3 py-1 text-sm font-semibold text-gray-700 mr-2 mb-2"
-    >
-      #标签1
-    </span>
-    <span
-      class="inline-block bg-gray-200 rounded-full px-3 py-1 text-sm font-semibold text-gray-700 mr-2 mb-2"
-    >
-      #标签2
-    </span>
-  </div>
-</div>
-```
-
-### 表单组件
-
-```html
-<form class="w-full max-w-sm">
-  <div class="mb-4">
-    <label class="block text-gray-700 text-sm font-bold mb-2" for="username">
-      用户名
-    </label>
-    <input
-      class="shadow appearance-none border rounded w-full py-2 px-3 text-gray-700 leading-tight focus:outline-none focus:shadow-outline"
-      id="username"
-      type="text"
-      placeholder="请输入用户名"
-    />
-  </div>
-  <div class="mb-6">
-    <label class="block text-gray-700 text-sm font-bold mb-2" for="password">
-      密码
-    </label>
-    <input
-      class="shadow appearance-none border rounded w-full py-2 px-3 text-gray-700 mb-3 leading-tight focus:outline-none focus:shadow-outline"
-      id="password"
-      type="password"
-      placeholder="请输入密码"
-    />
-  </div>
-  <div class="flex items-center justify-between">
-    <button
-      class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded focus:outline-none focus:shadow-outline"
-      type="button"
-    >
-      登录
-    </button>
-    <a
-      class="inline-block align-baseline font-bold text-sm text-blue-500 hover:text-blue-800"
-      href="#"
-    >
-      忘记密码？
-    </a>
-  </div>
-</form>
-```
-
-## 响应式设计
-
-### 断点系统
-
-```html
-<!-- 移动端优先 -->
-<div class="w-full sm:w-1/2 md:w-1/3 lg:w-1/4 xl:w-1/5">响应式宽度</div>
-
-<!-- 文本大小响应式 -->
-<h1 class="text-2xl sm:text-3xl md:text-4xl lg:text-5xl">响应式标题</h1>
-
-<!-- 间距响应式 -->
-<div class="p-2 sm:p-4 md:p-6 lg:p-8">响应式内边距</div>
-```
-
-### 显示/隐藏
-
-```html
-<!-- 在不同屏幕尺寸下显示/隐藏 -->
-<div class="hidden sm:block">在 sm 及以上显示</div>
-<div class="block sm:hidden">只在移动端显示</div>
-<div class="hidden md:block lg:hidden">只在 md 显示</div>
-```
-
-## 动画和过渡
-
-### 过渡效果
-
-```html
-<!-- 基础过渡 -->
-<button
-  class="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded transition duration-300"
->
-  悬停效果
-</button>
-
-<!-- 变换效果 -->
-<div class="transform hover:scale-105 transition duration-300">
-  <img src="/image.jpg" alt="图片" class="w-full" />
-</div>
-
-<!-- 旋转效果 -->
-<div class="transform hover:rotate-45 transition duration-500">悬停旋转</div>
-```
-
-### 动画
-
-```html
-<!-- 淡入动画 -->
-<div class="animate-fade-in">淡入内容</div>
-
-<!-- 弹跳动画 -->
-<div class="animate-bounce">弹跳效果</div>
-
-<!-- 脉冲动画 -->
-<div class="animate-pulse">脉冲效果</div>
-```
-
-## 自定义配置
-
-### 扩展主题
-
-```javascript
-// tailwind.config.js
-module.exports = {
-  theme: {
-    extend: {
-      colors: {
-        "brand-blue": "#1e40af",
-        "brand-green": "#059669",
-      },
-      fontFamily: {
-        sans: ["Inter", "sans-serif"],
-        serif: ["Georgia", "serif"],
-      },
-      spacing: {
-        18: "4.5rem",
-        88: "22rem",
-      },
-    },
-  },
-};
-```
-
-### 自定义组件
-
-```css
-/* 在 CSS 文件中定义组件 */
-@layer components {
-  .btn-primary {
-    @apply bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded;
-  }
-
-  .card {
-    @apply bg-white rounded-lg shadow-md p-6;
-  }
-
-  .input-field {
-    @apply w-full px-3 py-2 border border-gray-300 rounded-md focus:outline-none focus:ring-2 focus:ring-blue-500;
-  }
-}
-```
-
-### 自定义实用类
-
-```css
-@layer utilities {
-  .text-shadow {
-    text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.1);
-  }
-
-  .scrollbar-hide {
-    -ms-overflow-style: none;
-    scrollbar-width: none;
-  }
-
-  .scrollbar-hide::-webkit-scrollbar {
-    display: none;
-  }
-}
-```
-
-## 与框架集成
-
-### React 集成
-
-```jsx
-// React 组件
-import React from "react";
-
-const Button = ({ children, variant = "primary", size = "md" }) => {
-  const baseClasses =
-    "font-bold rounded focus:outline-none focus:shadow-outline";
-
-  const variantClasses = {
-    primary: "bg-blue-500 hover:bg-blue-700 text-white",
-    secondary: "bg-gray-500 hover:bg-gray-700 text-white",
-    danger: "bg-red-500 hover:bg-red-700 text-white",
-  };
-
-  const sizeClasses = {
-    sm: "py-1 px-2 text-sm",
-    md: "py-2 px-4",
-    lg: "py-3 px-6 text-lg",
-  };
-
-  return (
-    <button
-      className={`${baseClasses} ${variantClasses[variant]} ${sizeClasses[size]}`}
-    >
-      {children}
-    </button>
-  );
-};
-
-export default Button;
-```
-
-### Vue 集成
-
-```vue
-<template>
-  <div class="max-w-md mx-auto bg-white rounded-xl shadow-md overflow-hidden">
-    <div class="md:flex">
-      <div class="md:shrink-0">
-        <img
-          class="h-48 w-full object-cover md:h-full md:w-48"
-          :src="imageUrl"
-          :alt="title"
-        />
-      </div>
-      <div class="p-8">
-        <div
-          class="uppercase tracking-wide text-sm text-indigo-500 font-semibold"
-        >
-          {{ category }}
-        </div>
-        <a
-          href="#"
-          class="block mt-1 text-lg leading-tight font-medium text-black hover:underline"
-        >
-          {{ title }}
-        </a>
-        <p class="mt-2 text-slate-500">{{ description }}</p>
-      </div>
-    </div>
-  </div>
-</template>
-
-<script>
-export default {
-  props: {
-    title: String,
-    description: String,
-    imageUrl: String,
-    category: String,
-  },
-};
-</script>
-```
-
-## 性能优化
-
-### 内容配置
-
-```javascript
-// tailwind.config.js
-module.exports = {
-  content: [
-    "./src/**/*.{js,jsx,ts,tsx}",
-    "./public/index.html",
-    // 确保包含所有使用 TailwindCSS 的文件
-  ],
-  // 其他配置...
-};
-```
-
-### 生产构建
-
-```bash
-# 构建生产版本
-npm run build
-
-# 或者使用 TailwindCSS CLI
-npx tailwindcss -i ./src/input.css -o ./dist/output.css --watch
-```
-
-## 最佳实践
-
-1. **组件化思维**：将重复的样式组合成组件
-2. **响应式优先**：移动端优先设计
-3. **性能考虑**：只使用需要的样式
-4. **可维护性**：使用有意义的类名组合
-5. **一致性**：建立设计系统
-
-## 学习资源
-
-- [TailwindCSS 官方文档](https://tailwindcss.com/docs)
-- [TailwindCSS 中文文档](https://www.tailwindcss.cn/)
-- [TailwindUI](https://tailwindui.com/) - 官方组件库
-- [Headless UI](https://headlessui.com/) - 无样式组件库
-
-## 常见问题
-
-### Q: TailwindCSS 和 Bootstrap 有什么区别？
-
-A: TailwindCSS 是实用类优先，更灵活；Bootstrap 是组件优先，开箱即用。
-
-### Q: 如何自定义 TailwindCSS 主题？
-
-A: 在 `tailwind.config.js` 中的 `theme.extend` 中扩展主题配置。
-
-### Q: TailwindCSS 会影响性能吗？
-
-A: 正确配置后，TailwindCSS 只会包含使用的样式，文件体积很小，性能很好。
diff --git a/beisi_rag/data/docs/tutorial/frontend/web/vue.md b/beisi_rag/data/docs/tutorial/frontend/web/vue.md
deleted file mode 100644
index 5445c10a..00000000
--- a/beisi_rag/data/docs/tutorial/frontend/web/vue.md
+++ /dev/null
@@ -1,649 +0,0 @@
----
-sidebar_label: "Vue"
-sidebar_position: 2
-slug: vue
----
-
-# Vue.js 教程
-
-Vue.js 是一个渐进式 JavaScript 框架，用于构建用户界面。它被设计为可以自底向上逐层应用，核心库只关注视图层，易于上手，便于与第三方库或既有项目整合。
-
-## 什么是 Vue.js？
-
-Vue.js 是一套用于构建用户界面的渐进式框架。与其它大型框架不同的是，Vue 被设计为可以自底向上逐层应用。Vue 的核心库只关注视图层，不仅易于上手，还便于与第三方库或既有项目整合。
-
-### Vue.js 的特点
-
-- **渐进式框架**：可以逐步采用，不需要重写整个项目
-- **响应式数据绑定**：数据变化时视图自动更新
-- **组件化开发**：可复用的组件系统
-- **虚拟 DOM**：高效的渲染性能
-- **单文件组件**：.vue 文件包含模板、脚本和样式
-
-## 快速开始
-
-### 环境要求
-
-- Node.js 12.0 或更高版本
-- npm 或 yarn 包管理器
-
-### 创建 Vue 应用
-
-使用 Vue CLI 创建新项目：
-
-```bash
-npm install -g @vue/cli
-vue create my-project
-cd my-project
-npm run serve
-```
-
-### 使用 Vite 创建项目（推荐）
-
-```bash
-npm create vue@latest my-project
-cd my-project
-npm install
-npm run dev
-```
-
-### CDN 引入
-
-```html
-<script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-```
-
-## 基础语法
-
-### 第一个 Vue 应用
-
-```html
-<!DOCTYPE html>
-<html>
-  <head>
-    <title>Vue 3 App</title>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-  </head>
-  <body>
-    <div id="app">
-      <h1>{{ message }}</h1>
-    </div>
-
-    <script>
-      const { createApp } = Vue;
-
-      createApp({
-        data() {
-          return {
-            message: "Hello Vue!",
-          };
-        },
-      }).mount("#app");
-    </script>
-  </body>
-</html>
-```
-
-### 模板语法
-
-```html
-<template>
-  <div>
-    <!-- 文本插值 -->
-    <p>{{ message }}</p>
-
-    <!-- 原始 HTML -->
-    <div v-html="rawHtml"></div>
-
-    <!-- 属性绑定 -->
-    <div v-bind:id="dynamicId"></div>
-    <div :id="dynamicId"></div>
-
-    <!-- 条件渲染 -->
-    <p v-if="seen">现在你看到我了</p>
-
-    <!-- 列表渲染 -->
-    <ul>
-      <li v-for="item in items" :key="item.id">{{ item.text }}</li>
-    </ul>
-
-    <!-- 事件监听 -->
-    <button v-on:click="doThis">点击我</button>
-    <button @click="doThis">点击我</button>
-  </div>
-</template>
-```
-
-## 组件系统
-
-### 单文件组件
-
-```vue
-<template>
-  <div class="hello">
-    <h1>{{ msg }}</h1>
-    <button @click="increment">Count: {{ count }}</button>
-  </div>
-</template>
-
-<script>
-export default {
-  name: "HelloWorld",
-  props: {
-    msg: String,
-  },
-  data() {
-    return {
-      count: 0,
-    };
-  },
-  methods: {
-    increment() {
-      this.count++;
-    },
-  },
-};
-</script>
-
-<style scoped>
-.hello {
-  color: #42b983;
-}
-</style>
-```
-
-### 组件注册
-
-```javascript
-// 全局注册
-import { createApp } from "vue";
-import MyComponent from "./MyComponent.vue";
-
-const app = createApp({});
-app.component("my-component", MyComponent);
-
-// 局部注册
-export default {
-  components: {
-    MyComponent,
-  },
-};
-```
-
-### 组件通信
-
-#### 父子组件通信
-
-```vue
-<!-- 父组件 -->
-<template>
-  <div>
-    <child-component :message="parentMessage" @update="handleUpdate" />
-  </div>
-</template>
-
-<script>
-import ChildComponent from "./ChildComponent.vue";
-
-export default {
-  components: {
-    ChildComponent,
-  },
-  data() {
-    return {
-      parentMessage: "Hello from parent",
-    };
-  },
-  methods: {
-    handleUpdate(newMessage) {
-      this.parentMessage = newMessage;
-    },
-  },
-};
-</script>
-```
-
-```vue
-<!-- 子组件 -->
-<template>
-  <div>
-    <p>{{ message }}</p>
-    <button @click="updateParent">Update Parent</button>
-  </div>
-</template>
-
-<script>
-export default {
-  props: {
-    message: String,
-  },
-  methods: {
-    updateParent() {
-      this.$emit("update", "Updated from child");
-    },
-  },
-};
-</script>
-```
-
-#### 跨组件通信
-
-```javascript
-// 使用 provide/inject
-// 祖先组件
-export default {
-  provide() {
-    return {
-      theme: 'dark'
-    }
-  }
-}
-
-// 后代组件
-export default {
-  inject: ['theme'],
-  created() {
-    console.log(this.theme) // 'dark'
-  }
-}
-```
-
-## 响应式数据
-
-### 响应式基础
-
-```javascript
-import { ref, reactive, computed, watch } from "vue";
-
-export default {
-  setup() {
-    // ref 用于基本类型
-    const count = ref(0);
-
-    // reactive 用于对象
-    const state = reactive({
-      name: "Vue",
-      version: "3.0",
-    });
-
-    // 计算属性
-    const doubleCount = computed(() => count.value * 2);
-
-    // 监听器
-    watch(count, (newVal, oldVal) => {
-      console.log(`count changed from ${oldVal} to ${newVal}`);
-    });
-
-    return {
-      count,
-      state,
-      doubleCount,
-    };
-  },
-};
-```
-
-### 生命周期钩子
-
-```javascript
-import { onMounted, onUpdated, onUnmounted } from "vue";
-
-export default {
-  setup() {
-    onMounted(() => {
-      console.log("组件已挂载");
-    });
-
-    onUpdated(() => {
-      console.log("组件已更新");
-    });
-
-    onUnmounted(() => {
-      console.log("组件已卸载");
-    });
-  },
-};
-```
-
-## 路由
-
-### Vue Router 基础
-
-```bash
-npm install vue-router@4
-```
-
-```javascript
-// router/index.js
-import { createRouter, createWebHistory } from "vue-router";
-import Home from "../views/Home.vue";
-import About from "../views/About.vue";
-
-const routes = [
-  {
-    path: "/",
-    name: "Home",
-    component: Home,
-  },
-  {
-    path: "/about",
-    name: "About",
-    component: About,
-  },
-];
-
-const router = createRouter({
-  history: createWebHistory(),
-  routes,
-});
-
-export default router;
-```
-
-```vue
-<!-- App.vue -->
-<template>
-  <div id="app">
-    <nav>
-      <router-link to="/">Home</router-link>
-      <router-link to="/about">About</router-link>
-    </nav>
-    <router-view />
-  </div>
-</template>
-```
-
-### 路由守卫
-
-```javascript
-// 全局前置守卫
-router.beforeEach((to, from, next) => {
-  if (to.meta.requiresAuth) {
-    // 检查用户是否已登录
-    if (isAuthenticated()) {
-      next();
-    } else {
-      next("/login");
-    }
-  } else {
-    next();
-  }
-});
-```
-
-## 状态管理
-
-### Vuex 基础
-
-```bash
-npm install vuex@next
-```
-
-```javascript
-// store/index.js
-import { createStore } from "vuex";
-
-export default createStore({
-  state: {
-    count: 0,
-  },
-  mutations: {
-    increment(state) {
-      state.count++;
-    },
-    decrement(state) {
-      state.count--;
-    },
-  },
-  actions: {
-    increment({ commit }) {
-      commit("increment");
-    },
-  },
-  getters: {
-    doubleCount: (state) => state.count * 2,
-  },
-});
-```
-
-### Pinia（推荐）
-
-```bash
-npm install pinia
-```
-
-```javascript
-// stores/counter.js
-import { defineStore } from "pinia";
-
-export const useCounterStore = defineStore("counter", {
-  state: () => ({
-    count: 0,
-  }),
-  actions: {
-    increment() {
-      this.count++;
-    },
-  },
-  getters: {
-    doubleCount: (state) => state.count * 2,
-  },
-});
-```
-
-## 表单处理
-
-### 双向绑定
-
-```vue
-<template>
-  <form @submit.prevent="handleSubmit">
-    <input v-model="form.name" placeholder="姓名" />
-    <input v-model="form.email" placeholder="邮箱" />
-    <button type="submit">提交</button>
-  </form>
-</template>
-
-<script>
-export default {
-  data() {
-    return {
-      form: {
-        name: "",
-        email: "",
-      },
-    };
-  },
-  methods: {
-    handleSubmit() {
-      console.log("Form submitted:", this.form);
-    },
-  },
-};
-</script>
-```
-
-### 表单验证
-
-```vue
-<template>
-  <form @submit.prevent="handleSubmit">
-    <div>
-      <input
-        v-model="form.email"
-        :class="{ error: errors.email }"
-        placeholder="邮箱"
-      />
-      <span v-if="errors.email" class="error-message">
-        {{ errors.email }}
-      </span>
-    </div>
-    <button type="submit" :disabled="!isValid">提交</button>
-  </form>
-</template>
-
-<script>
-export default {
-  data() {
-    return {
-      form: {
-        email: "",
-      },
-      errors: {},
-    };
-  },
-  computed: {
-    isValid() {
-      return Object.keys(this.errors).length === 0;
-    },
-  },
-  watch: {
-    "form.email"(value) {
-      this.validateEmail(value);
-    },
-  },
-  methods: {
-    validateEmail(email) {
-      const emailRegex = /^[^\s@]+@[^\s@]+\.[^\s@]+$/;
-      if (!emailRegex.test(email)) {
-        this.errors.email = "请输入有效的邮箱地址";
-      } else {
-        delete this.errors.email;
-      }
-    },
-    handleSubmit() {
-      if (this.isValid) {
-        console.log("Form submitted:", this.form);
-      }
-    },
-  },
-};
-</script>
-```
-
-## HTTP 请求
-
-### Axios 集成
-
-```bash
-npm install axios
-```
-
-```javascript
-// api/index.js
-import axios from "axios";
-
-const api = axios.create({
-  baseURL: "https://api.example.com",
-  timeout: 5000,
-});
-
-export default api;
-```
-
-```vue
-<template>
-  <div>
-    <ul v-if="users.length">
-      <li v-for="user in users" :key="user.id">
-        {{ user.name }}
-      </li>
-    </ul>
-    <p v-else>加载中...</p>
-  </div>
-</template>
-
-<script>
-import api from "@/api";
-
-export default {
-  data() {
-    return {
-      users: [],
-    };
-  },
-  async mounted() {
-    try {
-      const response = await api.get("/users");
-      this.users = response.data;
-    } catch (error) {
-      console.error("获取用户列表失败:", error);
-    }
-  },
-};
-</script>
-```
-
-## 测试
-
-### Vue Test Utils
-
-```bash
-npm install --save-dev @vue/test-utils jest
-```
-
-```javascript
-import { mount } from "@vue/test-utils";
-import HelloWorld from "@/components/HelloWorld.vue";
-
-describe("HelloWorld.vue", () => {
-  test("renders props.msg when passed", () => {
-    const msg = "new message";
-    const wrapper = mount(HelloWorld, {
-      props: { msg },
-    });
-    expect(wrapper.text()).toMatch(msg);
-  });
-});
-```
-
-## 部署
-
-### 构建生产版本
-
-```bash
-npm run build
-```
-
-### 部署到 Vercel
-
-```bash
-npm install -g vercel
-vercel
-```
-
-### 部署到 Netlify
-
-```bash
-npm install -g netlify-cli
-netlify deploy --prod --dir=dist
-```
-
-## 最佳实践
-
-1. **组件设计**：保持组件单一职责
-2. **状态管理**：合理使用 Vuex 或 Pinia
-3. **性能优化**：使用 v-memo、keep-alive
-4. **代码组织**：按功能模块组织代码
-5. **类型安全**：使用 TypeScript
-
-## 学习资源
-
-- [Vue.js 官方文档](https://vuejs.org/)
-- [Vue.js 中文文档](https://cn.vuejs.org/)
-- [Vue.js 教程 - 菜鸟教程](https://www.runoob.com/vue2/vue-tutorial.html)
-- [Vue Mastery](https://www.vuemastery.com/)
-
-## 常见问题
-
-### Q: Vue 2 和 Vue 3 有什么区别？
-
-A: Vue 3 引入了 Composition API、更好的 TypeScript 支持、更小的包体积和更好的性能。
-
-### Q: 什么时候使用 Vuex 还是 Pinia？
-
-A: 新项目推荐使用 Pinia，它更简单、类型安全，并且与 Vue 3 的 Composition API 配合更好。
-
-### Q: 如何优化 Vue 应用性能？
-
-A: 使用 v-memo、keep-alive、懒加载、代码分割等技术来优化性能。
diff --git a/beisi_rag/data/docs/tutorial/language/_category_.json b/beisi_rag/data/docs/tutorial/language/_category_.json
deleted file mode 100644
index 69213d12..00000000
--- a/beisi_rag/data/docs/tutorial/language/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "语言",
-  "position": 2
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/language/dart.md b/beisi_rag/data/docs/tutorial/language/dart.md
deleted file mode 100644
index beaffdd1..00000000
--- a/beisi_rag/data/docs/tutorial/language/dart.md
+++ /dev/null
@@ -1,410 +0,0 @@
----
-sidebar_label: "Dart"
-sidebar_position: 5
-slug: dart
----
-
-# Dart 教程
-
-Dart 是 Google 开发的一门现代化、面向对象且具备空安全（null safety）的编程语言，常与 Flutter 一起用于跨平台应用开发（iOS/Android/Web/桌面）。Dart 同时适用于服务端、脚本和命令行工具开发。
-
-## Dart 的特点
-
-- 强类型 + 空安全：在编译期发现更多问题
-- 现代语法：简洁、可读性强，支持表达式函数、可选参数等
-- 高性能：AOT 编译原生代码、JIT 支持热重载
-- 异步友好：内置 `Future`/`Stream`，支持 `async/await`
-- 跨平台：配合 Flutter 覆盖多端，也可用于后端与 CLI
-
-## 环境与工具
-
-### 安装 Dart SDK
-
-- 推荐安装 Flutter（包含 Dart SDK）：参考 Flutter 官方安装文档
-- 或单独安装 Dart SDK：访问 `https://dart.dev/get-dart`
-
-验证安装：
-
-```bash
-dart --version
-```
-
-### 常用命令
-
-```bash
-# 运行 Dart 文件
-dart run bin/main.dart
-
-# 创建新的 Dart 控制台项目
-dart create -t console dart_demo
-
-# 代码格式化
-dart format .
-
-# 静态检查
-dart analyze
-```
-
-## 语法基础
-
-### 变量与常量
-
-```dart
-// 明确类型
-type name = value;
-int age = 18;
-String username = 'alice';
-
-// 使用 var/const/final
-var city = 'Beijing';     // 推断为 String
-final createdAt = DateTime.now(); // 运行期常量
-const pi = 3.1415926;     // 编译期常量
-
-// 可空与非空（空安全）
-int? maybeNumber;         // 可为 null
-int count = 0;            // 非空，必须初始化
-```
-
-### 内置类型与字面量
-
-```dart
-int a = 1;
-double b = 2.5;
-bool ok = true;
-String s = 'hello';
-
-// 字符串插值
-String greet = 'Hi, $s, a+b=${a + b}';
-
-// 集合
-List<int> numbers = [1, 2, 3];
-Set<String> tags = {'a', 'b'};
-Map<String, int> score = {'Tom': 90, 'Jerry': 88};
-```
-
-### 控制流
-
-```dart
-if (a > 0) {
-  // ...
-} else if (a == 0) {
-} else {}
-
-for (var i = 0; i < 3; i++) {
-  // ...
-}
-
-for (final n in numbers) {
-  // ...
-}
-
-while (a < 5) {
-  a++;
-}
-
-do {
-  a--;
-} while (a > 0);
-```
-
-### 函数与参数
-
-```dart
-// 普通函数
-int add(int x, int y) {
-  return x + y;
-}
-
-// 表达式函数
-int sub(int x, int y) => x - y;
-
-// 可选命名参数（带默认值）
-String formatUser(String name, {int age = 18, String city = 'Beijing'}) {
-  return '$name, $age, $city';
-}
-
-// 可选位置参数
-String join(String a, [String b = '', String c = '']) => '$a$b$c';
-
-// 匿名函数/高阶函数
-void apply(List<int> list, int Function(int) f) {
-  for (var i = 0; i < list.length; i++) {
-    list[i] = f(list[i]);
-  }
-}
-```
-
-## 面向对象
-
-### 类与构造函数
-
-```dart
-class Person {
-  final String name;
-  int age;
-
-  // 常规构造
-  Person(this.name, this.age);
-
-  // 命名构造函数
-  Person.fromJson(Map<String, dynamic> json)
-      : name = json['name'],
-        age = json['age'];
-
-  // 工厂构造（可返回缓存或子类）
-  factory Person.empty() => Person('unknown', 0);
-
-  void birthday() => age++;
-  @override
-  String toString() => 'Person(name: $name, age: $age)';
-}
-```
-
-### 继承、接口、抽象
-
-```dart
-abstract class Animal {
-  void speak();
-}
-
-class Dog extends Animal {
-  @override
-  void speak() => print('Woof');
-}
-
-// Dart 没有单独的 interface 关键字，任何类都可作为接口被 implements
-class Loggable {
-  void log(String msg) => print('[LOG] $msg');
-}
-
-class LoggerDog extends Dog implements Loggable {
-  @override
-  void log(String msg) => print('[Dog] $msg');
-}
-```
-
-### Mixins 与扩展方法
-
-```dart
-mixin Walkable {
-  void walk() => print('Walking');
-}
-
-class Cat with Walkable {}
-
-extension StringX on String {
-  String capitalize() => isEmpty ? this : this[0].toUpperCase() + substring(1);
-}
-```
-
-## 集合与可迭代
-
-```dart
-final list = <int>[1, 2, 3];
-list.add(4);
-final doubled = list.map((e) => e * 2).toList();
-final filtered = list.where((e) => e.isEven).toList();
-
-final set = <String>{'a', 'b'}..add('a'); // 仍为 {a,b}
-
-final map = <String, int>{'a': 1, 'b': 2};
-map['c'] = 3;
-map.update('a', (v) => v + 10, ifAbsent: () => 0);
-```
-
-## 空安全与可空类型
-
-```dart
-int? maybe;
-// 空判断
-final v = maybe ?? 0;       // null 合并
-// 条件访问
-print(maybe?.toString());   // maybe 为 null 时结果为 null
-// 断言非空（谨慎使用）
-int sure = maybe!;          // 若 maybe 为 null 将抛异常
-```
-
-## 异步编程：Future 与 Stream
-
-### Future 与 async/await
-
-```dart
-Future<int> fetchNumber() async {
-  await Future.delayed(Duration(milliseconds: 300));
-  return 42;
-}
-
-Future<void> main() async {
-  try {
-    final n = await fetchNumber();
-    print('result: $n');
-  } catch (e) {
-    print('error: $e');
-  }
-}
-```
-
-### Stream（数据流）
-
-```dart
-Stream<int> counter(int max) async* {
-  for (var i = 1; i <= max; i++) {
-    await Future.delayed(Duration(milliseconds: 100));
-    yield i;
-  }
-}
-
-void listenDemo() async {
-  await for (final v in counter(5)) {
-    print('tick: $v');
-  }
-}
-```
-
-## 错误与异常
-
-```dart
-int safeParse(String s) {
-  try {
-    return int.parse(s);
-  } on FormatException {
-    return -1;
-  } catch (e, st) {
-    // 其它错误
-    print('error: $e');
-    print(st);
-    rethrow; // 需要时可继续上抛
-  } finally {
-    // 收尾工作
-  }
-}
-```
-
-## 包管理（pub）
-
-`pubspec.yaml` 示例：
-
-```yaml
-name: dart_demo
-description: Demo project
-version: 0.1.0
-environment:
-  sdk: ">=3.0.0 <4.0.0"
-dependencies:
-  http: ^1.2.0
-dev_dependencies:
-  test: ^1.25.0
-```
-
-常用命令：
-
-```bash
-# 获取依赖
-dart pub get
-
-# 升级依赖
-dart pub upgrade
-
-# 运行测试
-dart test
-```
-
-使用第三方包：
-
-```dart
-import 'package:http/http.dart' as http;
-
-Future<void> fetchTodo() async {
-  final res = await http.get(Uri.parse('https://jsonplaceholder.typicode.com/todos/1'));
-  if (res.statusCode == 200) {
-    print(res.body);
-  }
-}
-```
-
-## CLI 项目示例
-
-项目结构：
-
-```
-project/
-├─ bin/
-│  └─ main.dart
-├─ lib/
-│  └─ utils.dart
-└─ pubspec.yaml
-```
-
-`bin/main.dart`：
-
-```dart
-import 'package:project/utils.dart';
-
-void main(List<String> args) {
-  print('Args: $args');
-  print(sum([1, 2, 3]));
-}
-```
-
-`lib/utils.dart`：
-
-```dart
-int sum(List<int> nums) => nums.fold(0, (a, b) => a + b);
-```
-
-运行：
-
-```bash
-dart run bin/main.dart a b c
-```
-
-## 并发模型：Isolates（了解）
-
-Dart 通过 Isolate 提供多线程并行能力，每个 Isolate 有独立内存，通过消息传递通信：
-
-```dart
-import 'dart:isolate';
-
-void worker(SendPort send) {
-  send.send('hello from isolate');
-}
-
-Future<void> spawnDemo() async {
-  final receive = ReceivePort();
-  await Isolate.spawn(worker, receive.sendPort);
-  receive.listen((msg) {
-    print(msg);
-    receive.close();
-  });
-}
-```
-
-## 与 Flutter 的关系
-
-- Flutter 使用 Dart 构建跨平台 UI
-- 学习 Dart 语法与异步编程，将帮助更快掌握 Flutter
-- 常配合：`dart devtools`、`flutter pub` 等工具链
-
-## 最佳实践
-
-- 开启分析与格式化：`dart analyze`、`dart format`
-- 善用空安全：优先非空类型，必要时使用可空与 null 合并
-- 纯函数与不可变：尽量减少副作用，提高可测试性
-- 分层与模块化：清晰的包与库划分，避免循环依赖
-- 单元测试优先：使用 `package:test` 覆盖核心逻辑
-
-## 学习资源
-
-- 官方文档：`https://dart.dev/`
-- 语言导览：`https://dart.dev/language`
-- 包搜索：`https://pub.dev/`
-- 异步指南：`https://dart.dev/codelabs/async-await`
-
-## 常见问题
-
-- Q: Dart 与 Java/Kotlin/TS 的关系？
-  - A: 语法风格相近（强类型、OOP、泛函特性），但 Dart 拥有自己的运行时与工具链，AOT/JIT 并存。
-- Q: 需要先学 Flutter 吗？
-  - A: 不需要。可先用 Dart 写 CLI/脚本/后端，打好语言与异步基础再上手 Flutter 更顺利。
-- Q: 空安全会带来不便吗？
-  - A: 初期需要适应，但能显著减少 NPE 类错误，建议拥抱空安全与类型系统。
diff --git a/beisi_rag/data/docs/tutorial/language/markdown.md b/beisi_rag/data/docs/tutorial/language/markdown.md
deleted file mode 100644
index 6bc70c69..00000000
--- a/beisi_rag/data/docs/tutorial/language/markdown.md
+++ /dev/null
@@ -1,86 +0,0 @@
----
-sidebar_label: "Markdown"
-sidebar_position: 3
-slug: markdown
----
-
-# Markdown 教程
-
-[Markdown 简单教程](https://www.bilibili.com/video/BV1si4y1472o/?share_source=copy_web&vd_source=7f54efe1da20c04e64d8b69684311984)
-
-## Markdown 常用语法参考
-
-### 1. 标题语法
-
-一个“#”代表一级标题，  
-两个“#”代表二级标题，  
-三个“#”代表三级标题  
-示例：
-
-#### 四级标题
-
-##### 五级标题
-
-###### 六级标题
-
-### 2. 列表语法
-
-“1. ”是列表语法的标志，数字加小数点加**空格**
-
-### 3. 表格语法
-
-表格的列与列之间用“|”隔开  
-第一行是表头，如：
-
-```
-| 标题1 | 标题2 | 标题3 |
-```
-
-第二行说明了表格的对齐方式，如：
-
-```
-|:------|:-----:|------:|
-```
-
-第三行开始是正式的表格，如：
-
-```
-| 内容1 | 内容2 | 内容3 |
-| 内容4 | 内容5 | 内容6 |
-```
-
-示例：  
-| 标题 1 | 标题 2 | 标题 3 |
-|-------|-------|-------|
-| 内容 1 | 内容 2 | 内容 3 |
-| 内容 4 | 内容 5 | 内容 6 |
-
-### 4. 代码块语法
-
-单个反引号包裹行内代码，如`print(hello world!)`，  
-三个反引号包裹代码块，如：
-
-```python
-print(hello world!)
-```
-
-### 插入图片语法
-
-```
-![image-name](path/image.png)
-```
-
-```
-<img src=".path/image.png" style="width: 50%; max-width: 600px;" />
-```
-
-### 5. 换行语法
-
-两个空格加回车换行
-
-## VS code Markdown 推荐插件
-
-1. Markdown All in One  
-   ![alt text](../../../src/image/t_image22.png)
-2. Markdown Link Updater  
-   ![alt text](../../../src/image/t_image21.png)
diff --git a/beisi_rag/data/docs/tutorial/language/python.md b/beisi_rag/data/docs/tutorial/language/python.md
deleted file mode 100644
index 598ce9cf..00000000
--- a/beisi_rag/data/docs/tutorial/language/python.md
+++ /dev/null
@@ -1,592 +0,0 @@
----
-sidebar_label: "Python"
-sidebar_position: 4
-slug: python
----
-
-# Python 教程
-
-Python 是一种高级、解释型、通用的编程语言。它以简洁的语法和强大的功能而闻名，被广泛应用于 Web 开发、数据科学、人工智能、自动化脚本等领域。
-
-## Python 的特点
-
-- **简洁易读**：语法简洁，接近自然语言
-- **跨平台**：支持 Windows、macOS、Linux 等操作系统
-- **丰富的库**：拥有庞大的标准库和第三方库
-- **开源免费**：完全开源，社区活跃
-- **多范式**：支持面向对象、函数式、过程式编程
-
-## 环境搭建
-
-### 安装 Python
-
-#### Windows
-
-1. 访问 [Python 官网](https://www.python.org/downloads/)
-2. 下载最新版本的 Python
-3. 运行安装程序，勾选 "Add Python to PATH"
-4. 验证安装：打开命令提示符，输入 `python --version`
-
-#### macOS
-
-```bash
-# 使用 Homebrew 安装
-brew install python
-
-# 或下载官方安装包
-# 访问 https://www.python.org/downloads/macos/
-```
-
-#### Linux
-
-```bash
-# Ubuntu/Debian
-sudo apt update
-sudo apt install python3 python3-pip
-
-# CentOS/RHEL
-sudo yum install python3 python3-pip
-```
-
-### 虚拟环境
-
-```bash
-# 创建虚拟环境
-python -m venv myenv
-
-# 激活虚拟环境
-# Windows
-myenv\Scripts\activate
-
-# macOS/Linux
-source myenv/bin/activate
-
-# 退出虚拟环境
-deactivate
-```
-
-### 包管理
-
-```bash
-# 安装包
-pip install package_name
-
-# 安装特定版本
-pip install package_name==1.0.0
-
-# 从 requirements.txt 安装
-pip install -r requirements.txt
-
-# 生成 requirements.txt
-pip freeze > requirements.txt
-```
-
-## 基础语法
-
-### 变量和数据类型
-
-```python
-# 数字类型
-age = 25                    # 整数
-height = 5.9              # 浮点数
-complex_num = 3 + 4j      # 复数
-
-# 字符串
-name = "张三"
-message = 'Hello, World!'
-multiline = """这是一个
-多行字符串"""
-
-# 布尔类型
-is_student = True
-is_working = False
-
-# 列表
-fruits = ["苹果", "香蕉", "橙子"]
-numbers = [1, 2, 3, 4, 5]
-
-# 元组
-coordinates = (10, 20)
-colors = ("红色", "绿色", "蓝色")
-
-# 字典
-person = {
-    "name": "李四",
-    "age": 30,
-    "city": "北京"
-}
-
-# 集合
-unique_numbers = {1, 2, 3, 4, 5}
-```
-
-### 控制流
-
-```python
-# 条件语句
-age = 18
-if age >= 18:
-    print("成年人")
-elif age >= 13:
-    print("青少年")
-else:
-    print("儿童")
-
-# 循环语句
-# for 循环
-for i in range(5):
-    print(i)
-
-# 遍历列表
-fruits = ["苹果", "香蕉", "橙子"]
-for fruit in fruits:
-    print(fruit)
-
-# while 循环
-count = 0
-while count < 5:
-    print(count)
-    count += 1
-
-# 循环控制
-for i in range(10):
-    if i == 3:
-        continue  # 跳过当前迭代
-    if i == 7:
-        break     # 退出循环
-    print(i)
-```
-
-### 函数
-
-```python
-# 定义函数
-def greet(name):
-    return f"Hello, {name}!"
-
-# 调用函数
-message = greet("张三")
-print(message)
-
-# 带默认参数的函数
-def introduce(name, age=25, city="北京"):
-    return f"我是{name}，{age}岁，来自{city}"
-
-# 可变参数
-def sum_numbers(*args):
-    return sum(args)
-
-result = sum_numbers(1, 2, 3, 4, 5)
-
-# 关键字参数
-def create_profile(**kwargs):
-    for key, value in kwargs.items():
-        print(f"{key}: {value}")
-
-create_profile(name="李四", age=30, city="上海")
-
-# Lambda 函数
-square = lambda x: x ** 2
-print(square(5))  # 输出: 25
-```
-
-### 类和对象
-
-```python
-# 定义类
-class Person:
-    def __init__(self, name, age):
-        self.name = name
-        self.age = age
-
-    def introduce(self):
-        return f"我是{self.name}，{self.age}岁"
-
-    def have_birthday(self):
-        self.age += 1
-        return f"{self.name}现在{self.age}岁了"
-
-# 创建对象
-person1 = Person("张三", 25)
-print(person1.introduce())
-
-# 继承
-class Student(Person):
-    def __init__(self, name, age, student_id):
-        super().__init__(name, age)
-        self.student_id = student_id
-
-    def study(self, subject):
-        return f"{self.name}正在学习{subject}"
-
-student = Student("李四", 20, "2023001")
-print(student.study("Python"))
-```
-
-## 数据结构
-
-### 列表操作
-
-```python
-# 创建列表
-numbers = [1, 2, 3, 4, 5]
-fruits = ["苹果", "香蕉", "橙子"]
-
-# 访问元素
-print(numbers[0])      # 第一个元素
-print(numbers[-1])     # 最后一个元素
-print(numbers[1:3])    # 切片
-
-# 修改列表
-numbers.append(6)      # 添加元素
-numbers.insert(0, 0)   # 在指定位置插入
-numbers.remove(3)      # 删除元素
-numbers.pop()          # 删除并返回最后一个元素
-
-# 列表推导式
-squares = [x**2 for x in range(10)]
-even_numbers = [x for x in range(20) if x % 2 == 0]
-```
-
-### 字典操作
-
-```python
-# 创建字典
-person = {
-    "name": "张三",
-    "age": 25,
-    "city": "北京"
-}
-
-# 访问值
-print(person["name"])
-print(person.get("age", 0))  # 带默认值
-
-# 修改字典
-person["age"] = 26
-person["email"] = "zhangsan@example.com"
-
-# 遍历字典
-for key, value in person.items():
-    print(f"{key}: {value}")
-
-# 字典推导式
-squares_dict = {x: x**2 for x in range(5)}
-```
-
-### 集合操作
-
-```python
-# 创建集合
-set1 = {1, 2, 3, 4, 5}
-set2 = {4, 5, 6, 7, 8}
-
-# 集合运算
-union = set1 | set2        # 并集
-intersection = set1 & set2 # 交集
-difference = set1 - set2   # 差集
-
-# 集合方法
-set1.add(6)               # 添加元素
-set1.remove(1)            # 删除元素
-set1.discard(2)           # 安全删除
-```
-
-## 文件操作
-
-### 文件读写
-
-```python
-# 写入文件
-with open("example.txt", "w", encoding="utf-8") as file:
-    file.write("Hello, World!")
-    file.write("\n这是第二行")
-
-# 读取文件
-with open("example.txt", "r", encoding="utf-8") as file:
-    content = file.read()
-    print(content)
-
-# 逐行读取
-with open("example.txt", "r", encoding="utf-8") as file:
-    for line in file:
-        print(line.strip())
-
-# 读取所有行
-with open("example.txt", "r", encoding="utf-8") as file:
-    lines = file.readlines()
-```
-
-### CSV 文件处理
-
-```python
-import csv
-
-# 写入 CSV
-data = [
-    ["姓名", "年龄", "城市"],
-    ["张三", 25, "北京"],
-    ["李四", 30, "上海"]
-]
-
-with open("data.csv", "w", newline="", encoding="utf-8") as file:
-    writer = csv.writer(file)
-    writer.writerows(data)
-
-# 读取 CSV
-with open("data.csv", "r", encoding="utf-8") as file:
-    reader = csv.reader(file)
-    for row in reader:
-        print(row)
-```
-
-## 异常处理
-
-### 基本异常处理
-
-```python
-# try-except
-try:
-    result = 10 / 0
-except ZeroDivisionError:
-    print("不能除以零")
-except Exception as e:
-    print(f"发生错误: {e}")
-
-# try-except-else-finally
-try:
-    file = open("example.txt", "r")
-    content = file.read()
-except FileNotFoundError:
-    print("文件不存在")
-else:
-    print("文件读取成功")
-finally:
-    print("清理资源")
-```
-
-### 自定义异常
-
-```python
-class CustomError(Exception):
-    def __init__(self, message):
-        self.message = message
-        super().__init__(self.message)
-
-def validate_age(age):
-    if age < 0:
-        raise CustomError("年龄不能为负数")
-    if age > 150:
-        raise CustomError("年龄不能超过150岁")
-    return True
-
-try:
-    validate_age(-5)
-except CustomError as e:
-    print(f"验证失败: {e.message}")
-```
-
-## 模块和包
-
-### 创建模块
-
-```python
-# math_utils.py
-def add(a, b):
-    return a + b
-
-def multiply(a, b):
-    return a * b
-
-def power(a, b):
-    return a ** b
-
-# 使用模块
-import math_utils
-
-result = math_utils.add(5, 3)
-print(result)
-
-# 或者
-from math_utils import add, multiply
-result = add(5, 3)
-```
-
-### 创建包
-
-```python
-# 创建包结构
-# mypackage/
-#     __init__.py
-#     module1.py
-#     module2.py
-
-# __init__.py
-from .module1 import function1
-from .module2 import function2
-
-__all__ = ['function1', 'function2']
-
-# 使用包
-from mypackage import function1, function2
-```
-
-## 常用库
-
-### 数据处理
-
-```python
-# NumPy - 数值计算
-import numpy as np
-
-# 创建数组
-arr = np.array([1, 2, 3, 4, 5])
-matrix = np.array([[1, 2], [3, 4]])
-
-# 数组运算
-result = arr * 2
-sum_result = np.sum(arr)
-
-# Pandas - 数据分析
-import pandas as pd
-
-# 创建 DataFrame
-data = {
-    'Name': ['张三', '李四', '王五'],
-    'Age': [25, 30, 35],
-    'City': ['北京', '上海', '广州']
-}
-df = pd.DataFrame(data)
-
-# 数据操作
-print(df.head())
-print(df.describe())
-filtered_df = df[df['Age'] > 25]
-```
-
-### Web 开发
-
-```python
-# Flask - 轻量级 Web 框架
-from flask import Flask, render_template, request
-
-app = Flask(__name__)
-
-@app.route('/')
-def home():
-    return 'Hello, World!'
-
-@app.route('/user/<name>')
-def user(name):
-    return f'Hello, {name}!'
-
-if __name__ == '__main__':
-    app.run(debug=True)
-
-# Requests - HTTP 库
-import requests
-
-response = requests.get('https://api.github.com/users/octocat')
-data = response.json()
-print(data['name'])
-```
-
-### 数据可视化
-
-```python
-# Matplotlib - 绘图库
-import matplotlib.pyplot as plt
-
-# 创建图表
-x = [1, 2, 3, 4, 5]
-y = [2, 4, 6, 8, 10]
-
-plt.plot(x, y)
-plt.xlabel('X 轴')
-plt.ylabel('Y 轴')
-plt.title('示例图表')
-plt.show()
-
-# Seaborn - 统计图表
-import seaborn as sns
-import pandas as pd
-
-# 创建示例数据
-data = pd.DataFrame({
-    'x': [1, 2, 3, 4, 5],
-    'y': [2, 4, 6, 8, 10]
-})
-
-sns.scatterplot(data=data, x='x', y='y')
-plt.show()
-```
-
-## 最佳实践
-
-### 代码风格
-
-```python
-# PEP 8 风格指南
-def calculate_average(numbers):
-    """
-    计算数字列表的平均值
-
-    Args:
-        numbers (list): 数字列表
-
-    Returns:
-        float: 平均值
-    """
-    if not numbers:
-        return 0
-    return sum(numbers) / len(numbers)
-
-# 使用类型提示
-from typing import List, Optional
-
-def process_data(data: List[int], threshold: Optional[int] = None) -> float:
-    if threshold is None:
-        threshold = 10
-
-    filtered_data = [x for x in data if x > threshold]
-    return sum(filtered_data) / len(filtered_data) if filtered_data else 0
-```
-
-### 测试
-
-```python
-import unittest
-
-class TestCalculator(unittest.TestCase):
-    def test_add(self):
-        self.assertEqual(add(2, 3), 5)
-        self.assertEqual(add(-1, 1), 0)
-
-    def test_multiply(self):
-        self.assertEqual(multiply(2, 3), 6)
-        self.assertEqual(multiply(-2, 3), -6)
-
-if __name__ == '__main__':
-    unittest.main()
-```
-
-## 学习资源
-
-- [Python 官方文档](https://docs.python.org/zh-cn/3/)
-- [Python 教程 - 菜鸟教程](https://www.runoob.com/python/python-tutorial.html)
-- [Python 进阶指南](https://python-guide.readthedocs.io/)
-- [Real Python](https://realpython.com/)
-
-## 常见问题
-
-### Q: Python 2 和 Python 3 有什么区别？
-
-A: Python 3 是 Python 的未来，有更好的 Unicode 支持、语法改进等。建议使用 Python 3。
-
-### Q: 如何提高 Python 代码性能？
-
-A: 使用适当的数据结构、避免不必要的循环、使用生成器、考虑使用 NumPy 等优化库。
-
-### Q: 如何处理 Python 中的内存问题？
-
-A: 使用生成器、及时释放大对象、使用 `del` 语句、监控内存使用情况。
diff --git a/beisi_rag/data/docs/tutorial/language/typescript.md b/beisi_rag/data/docs/tutorial/language/typescript.md
deleted file mode 100644
index fd461227..00000000
--- a/beisi_rag/data/docs/tutorial/language/typescript.md
+++ /dev/null
@@ -1,688 +0,0 @@
----
-sidebar_label: "TypeScript"
-sidebar_position: 1
-slug: typescript
----
-
-# TypeScript 教程
-
-TypeScript 是 JavaScript 的超集，由 Microsoft 开发。它添加了静态类型检查，让 JavaScript 代码更加安全、可维护，特别适合大型项目的开发。
-
-## TypeScript 的特点
-
-- **静态类型检查**：编译时发现类型错误
-- **更好的 IDE 支持**：智能提示、自动补全、重构
-- **渐进式采用**：可以逐步将 JavaScript 项目迁移到 TypeScript
-- **现代 JavaScript 特性**：支持最新的 ECMAScript 特性
-- **大型项目友好**：适合团队协作和大型项目开发
-
-## 环境搭建
-
-### 安装 TypeScript
-
-```bash
-# 全局安装
-npm install -g typescript
-
-# 或项目本地安装
-npm install --save-dev typescript
-
-# 验证安装
-tsc --version
-```
-
-### 初始化项目
-
-```bash
-# 创建项目目录
-mkdir my-typescript-project
-cd my-typescript-project
-
-# 初始化 package.json
-npm init -y
-
-# 安装 TypeScript
-npm install --save-dev typescript @types/node
-
-# 初始化 TypeScript 配置
-npx tsc --init
-```
-
-### 配置文件
-
-```json
-// tsconfig.json
-{
-  "compilerOptions": {
-    "target": "ES2020", // 编译目标
-    "module": "commonjs", // 模块系统
-    "lib": ["ES2020", "DOM"], // 包含的库
-    "outDir": "./dist", // 输出目录
-    "rootDir": "./src", // 源码目录
-    "strict": true, // 严格模式
-    "esModuleInterop": true, // ES 模块互操作
-    "skipLibCheck": true, // 跳过库检查
-    "forceConsistentCasingInFileNames": true
-  },
-  "include": ["src/**/*"],
-  "exclude": ["node_modules", "dist"]
-}
-```
-
-## 基础类型
-
-### 基本类型
-
-```typescript
-// 数字
-let age: number = 25;
-let height: number = 5.9;
-
-// 字符串
-let name: string = "张三";
-let message: string = `你好，${name}！`;
-
-// 布尔值
-let isStudent: boolean = true;
-let isWorking: boolean = false;
-
-// 数组
-let numbers: number[] = [1, 2, 3, 4, 5];
-let fruits: string[] = ["苹果", "香蕉", "橙子"];
-
-// 元组
-let person: [string, number] = ["张三", 25];
-
-// 枚举
-enum Color {
-  Red = "red",
-  Green = "green",
-  Blue = "blue",
-}
-let favoriteColor: Color = Color.Red;
-
-// 任意类型
-let anything: any = 42;
-anything = "字符串";
-anything = true;
-
-// 空值
-let nothing: void = undefined;
-let nullValue: null = null;
-let undefinedValue: undefined = undefined;
-
-// 永不存在的值
-function throwError(): never {
-  throw new Error("错误");
-}
-```
-
-### 联合类型
-
-```typescript
-// 联合类型
-let id: string | number;
-id = "123";
-id = 456;
-
-// 字面量类型
-let direction: "up" | "down" | "left" | "right";
-direction = "up";
-
-// 类型别名
-type Status = "loading" | "success" | "error";
-let currentStatus: Status = "loading";
-```
-
-## 接口
-
-### 基本接口
-
-```typescript
-// 定义接口
-interface Person {
-  name: string;
-  age: number;
-  email?: string; // 可选属性
-  readonly id: number; // 只读属性
-}
-
-// 使用接口
-let user: Person = {
-  name: "张三",
-  age: 25,
-  id: 1,
-};
-
-// 可选属性
-let user2: Person = {
-  name: "李四",
-  age: 30,
-  id: 2,
-  // email 是可选的，可以不提供
-};
-```
-
-### 函数接口
-
-```typescript
-// 函数类型接口
-interface SearchFunc {
-  (source: string, subString: string): boolean;
-}
-
-let mySearch: SearchFunc = function (src: string, sub: string): boolean {
-  let result = src.search(sub);
-  return result > -1;
-};
-
-// 可索引接口
-interface StringArray {
-  [index: number]: string;
-}
-
-let myArray: StringArray = ["Bob", "Fred"];
-```
-
-### 类接口
-
-```typescript
-// 类接口
-interface ClockInterface {
-  currentTime: Date;
-  setTime(d: Date): void;
-}
-
-class Clock implements ClockInterface {
-  currentTime: Date = new Date();
-  setTime(d: Date) {
-    this.currentTime = d;
-  }
-}
-```
-
-## 类
-
-### 基本类
-
-```typescript
-class Animal {
-  // 属性
-  name: string;
-  private age: number; // 私有属性
-  protected species: string; // 受保护属性
-  public isAlive: boolean = true; // 公共属性
-
-  // 构造函数
-  constructor(name: string, age: number, species: string) {
-    this.name = name;
-    this.age = age;
-    this.species = species;
-  }
-
-  // 方法
-  speak(): string {
-    return `${this.name} makes a sound`;
-  }
-
-  // 私有方法
-  private getAge(): number {
-    return this.age;
-  }
-
-  // 静态方法
-  static create(name: string): Animal {
-    return new Animal(name, 0, "unknown");
-  }
-}
-
-// 使用类
-let dog = new Animal("旺财", 3, "狗");
-console.log(dog.speak());
-```
-
-### 继承
-
-```typescript
-// 基类
-class Vehicle {
-  protected brand: string;
-  protected year: number;
-
-  constructor(brand: string, year: number) {
-    this.brand = brand;
-    this.year = year;
-  }
-
-  start(): string {
-    return `${this.brand} started`;
-  }
-}
-
-// 派生类
-class Car extends Vehicle {
-  private doors: number;
-
-  constructor(brand: string, year: number, doors: number) {
-    super(brand, year);
-    this.doors = doors;
-  }
-
-  // 重写方法
-  start(): string {
-    return `Car ${super.start()}`;
-  }
-
-  // 新方法
-  openTrunk(): string {
-    return "Trunk opened";
-  }
-}
-
-// 使用继承
-let myCar = new Car("Toyota", 2020, 4);
-console.log(myCar.start());
-```
-
-### 抽象类
-
-```typescript
-// 抽象类
-abstract class Shape {
-  protected color: string;
-
-  constructor(color: string) {
-    this.color = color;
-  }
-
-  // 抽象方法
-  abstract getArea(): number;
-  abstract getPerimeter(): number;
-
-  // 具体方法
-  getColor(): string {
-    return this.color;
-  }
-}
-
-// 实现抽象类
-class Circle extends Shape {
-  private radius: number;
-
-  constructor(color: string, radius: number) {
-    super(color);
-    this.radius = radius;
-  }
-
-  getArea(): number {
-    return Math.PI * this.radius * this.radius;
-  }
-
-  getPerimeter(): number {
-    return 2 * Math.PI * this.radius;
-  }
-}
-```
-
-## 泛型
-
-### 基本泛型
-
-```typescript
-// 泛型函数
-function identity<T>(arg: T): T {
-  return arg;
-}
-
-let output = identity<string>("hello");
-let output2 = identity<number>(42);
-
-// 泛型接口
-interface GenericIdentityFn<T> {
-  (arg: T): T;
-}
-
-let myIdentity: GenericIdentityFn<number> = identity;
-
-// 泛型类
-class GenericNumber<T> {
-  zeroValue: T;
-  add: (x: T, y: T) => T;
-}
-
-let myGenericNumber = new GenericNumber<number>();
-myGenericNumber.zeroValue = 0;
-myGenericNumber.add = function (x, y) {
-  return x + y;
-};
-```
-
-### 泛型约束
-
-```typescript
-// 泛型约束
-interface Lengthwise {
-  length: number;
-}
-
-function loggingIdentity<T extends Lengthwise>(arg: T): T {
-  console.log(arg.length);
-  return arg;
-}
-
-// 在泛型约束中使用类型参数
-function getProperty<T, K extends keyof T>(obj: T, key: K): T[K] {
-  return obj[key];
-}
-
-let x = { a: 1, b: 2, c: 3, d: 4 };
-getProperty(x, "a"); // 正确
-getProperty(x, "m"); // 错误
-```
-
-## 模块
-
-### 导出
-
-```typescript
-// math.ts
-export function add(a: number, b: number): number {
-  return a + b;
-}
-
-export function multiply(a: number, b: number): number {
-  return a * b;
-}
-
-export const PI = 3.14159;
-
-// 默认导出
-export default function subtract(a: number, b: number): number {
-  return a - b;
-}
-
-// 重新导出
-export { add as addNumbers } from "./math";
-```
-
-### 导入
-
-```typescript
-// main.ts
-import subtract, { add, multiply, PI } from "./math";
-import * as MathUtils from "./math";
-
-console.log(add(2, 3)); // 5
-console.log(multiply(2, 3)); // 6
-console.log(subtract(5, 2)); // 3
-console.log(PI); // 3.14159
-
-// 使用命名空间导入
-console.log(MathUtils.add(2, 3));
-```
-
-## 装饰器
-
-### 类装饰器
-
-```typescript
-// 装饰器函数
-function sealed(constructor: Function) {
-  Object.seal(constructor);
-  Object.seal(constructor.prototype);
-}
-
-@sealed
-class BugReport {
-  type = "report";
-  title: string;
-
-  constructor(t: string) {
-    this.title = t;
-  }
-}
-```
-
-### 方法装饰器
-
-```typescript
-function enumerable(value: boolean) {
-  return function (
-    target: any,
-    propertyKey: string,
-    descriptor: PropertyDescriptor
-  ) {
-    descriptor.enumerable = value;
-  };
-}
-
-class Greeter {
-  greeting: string;
-  constructor(message: string) {
-    this.greeting = message;
-  }
-
-  @enumerable(false)
-  greet() {
-    return "Hello, " + this.greeting;
-  }
-}
-```
-
-## 高级类型
-
-### 映射类型
-
-```typescript
-// 映射类型
-type Partial<T> = {
-  [P in keyof T]?: T[P];
-};
-
-type Required<T> = {
-  [P in keyof T]-?: T[P];
-};
-
-// 使用映射类型
-interface User {
-  name: string;
-  age: number;
-  email: string;
-}
-
-type PartialUser = Partial<User>;
-type RequiredUser = Required<User>;
-```
-
-### 条件类型
-
-```typescript
-// 条件类型
-type NonNullable<T> = T extends null | undefined ? never : T;
-
-type Example1 = NonNullable<string | null>; // string
-type Example2 = NonNullable<number | undefined>; // number
-```
-
-### 工具类型
-
-```typescript
-// 内置工具类型
-interface Person {
-  name: string;
-  age: number;
-  email: string;
-}
-
-// Partial - 所有属性变为可选
-type PartialPerson = Partial<Person>;
-
-// Pick - 选择特定属性
-type NameAndAge = Pick<Person, "name" | "age">;
-
-// Omit - 排除特定属性
-type WithoutEmail = Omit<Person, "email">;
-
-// Record - 创建记录类型
-type StringRecord = Record<string, string>;
-
-// ReturnType - 获取函数返回类型
-function getUser() {
-  return { name: "John", age: 30 };
-}
-type User = ReturnType<typeof getUser>;
-```
-
-## 错误处理
-
-### 异常处理
-
-```typescript
-// 自定义错误类
-class ValidationError extends Error {
-  constructor(message: string) {
-    super(message);
-    this.name = "ValidationError";
-  }
-}
-
-// 错误处理函数
-function validateAge(age: number): void {
-  if (age < 0) {
-    throw new ValidationError("年龄不能为负数");
-  }
-  if (age > 150) {
-    throw new ValidationError("年龄不能超过150岁");
-  }
-}
-
-// 使用 try-catch
-try {
-  validateAge(-5);
-} catch (error) {
-  if (error instanceof ValidationError) {
-    console.error("验证错误:", error.message);
-  } else {
-    console.error("未知错误:", error);
-  }
-}
-```
-
-## 与 JavaScript 集成
-
-### 类型声明文件
-
-```typescript
-// types.d.ts
-declare module "my-library" {
-  export function doSomething(): void;
-  export const version: string;
-}
-
-// 全局声明
-declare global {
-  interface Window {
-    myGlobalVar: string;
-  }
-}
-
-// 模块声明
-declare module "*.css" {
-  const content: { [className: string]: string };
-  export default content;
-}
-```
-
-### 渐进式迁移
-
-```typescript
-// 1. 添加类型注解
-function greet(name: string): string {
-  return `Hello, ${name}!`;
-}
-
-// 2. 使用 any 类型过渡
-let data: any = fetchData();
-
-// 3. 逐步添加具体类型
-interface UserData {
-  name: string;
-  age: number;
-}
-
-let userData: UserData = data;
-```
-
-## 最佳实践
-
-### 类型设计
-
-```typescript
-// 使用联合类型而不是 any
-type Status = "loading" | "success" | "error";
-
-// 使用接口定义对象结构
-interface ApiResponse<T> {
-  data: T;
-  status: Status;
-  message?: string;
-}
-
-// 使用泛型提高复用性
-function createApiResponse<T>(data: T, status: Status): ApiResponse<T> {
-  return { data, status };
-}
-```
-
-### 代码组织
-
-```typescript
-// 使用命名空间组织代码
-namespace MyApp {
-  export interface User {
-    name: string;
-    age: number;
-  }
-
-  export class UserService {
-    static getUser(id: number): User {
-      // 实现
-      return { name: "John", age: 30 };
-    }
-  }
-}
-
-// 使用模块组织代码
-// user.ts
-export interface User {
-  name: string;
-  age: number;
-}
-
-export class UserService {
-  static getUser(id: number): User {
-    return { name: "John", age: 30 };
-  }
-}
-```
-
-## 学习资源
-
-- [TypeScript 官方文档](https://www.typescriptlang.org/docs/)
-- [TypeScript 中文文档](https://www.tslang.cn/)
-- [TypeScript 教程 - 菜鸟教程](https://www.runoob.com/typescript/ts-tutorial.html)
-- [TypeScript 深入理解](https://jkchao.github.io/typescript-book-chinese/)
-
-## 常见问题
-
-### Q: TypeScript 和 JavaScript 有什么区别？
-
-A: TypeScript 是 JavaScript 的超集，添加了静态类型检查，编译后生成 JavaScript 代码。
-
-### Q: 如何将现有的 JavaScript 项目迁移到 TypeScript？
-
-A: 可以逐步迁移，先添加类型注解，然后逐步完善类型定义。
-
-### Q: TypeScript 会影响性能吗？
-
-A: TypeScript 只在编译时进行类型检查，运行时性能与 JavaScript 相同。
diff --git a/beisi_rag/data/docs/tutorial/language/web/CSS.md b/beisi_rag/data/docs/tutorial/language/web/CSS.md
deleted file mode 100644
index 2640a3e1..00000000
--- a/beisi_rag/data/docs/tutorial/language/web/CSS.md
+++ /dev/null
@@ -1,791 +0,0 @@
----
-sidebar_label: "CSS"
-sidebar_position: 2
-slug: css
----
-
-# CSS 教程
-
-CSS（Cascading Style Sheets，层叠样式表）是一种样式表语言，用于描述 HTML 或 XML 文档的呈现。CSS 是 Web 三大核心技术之一，负责网页的视觉设计和布局。
-
-## CSS 的特点
-
-- **样式与内容分离**：将样式定义与 HTML 结构分离
-- **层叠性**：多个样式规则可以叠加应用
-- **继承性**：子元素可以继承父元素的样式
-- **优先级**：不同选择器有不同的优先级
-- **响应式设计**：支持不同设备和屏幕尺寸
-
-## CSS 基础语法
-
-### 基本语法结构
-
-```css
-/* 选择器 { 属性: 值; } */
-h1 {
-  color: blue;
-  font-size: 24px;
-}
-
-/* 多属性 */
-p {
-  color: red;
-  font-size: 16px;
-  line-height: 1.5;
-  margin: 10px 0;
-}
-```
-
-### 注释
-
-```css
-/* 这是单行注释 */
-
-/*
-这是多行注释
-可以跨越多行
-*/
-```
-
-## 选择器
-
-### 基本选择器
-
-```css
-/* 元素选择器 */
-h1 {
-  color: blue;
-}
-
-/* ID 选择器 */
-#header {
-  background-color: #f0f0f0;
-}
-
-/* 类选择器 */
-.highlight {
-  background-color: yellow;
-}
-
-/* 通用选择器 */
-* {
-  margin: 0;
-  padding: 0;
-}
-```
-
-### 组合选择器
-
-```css
-/* 后代选择器 */
-div p {
-  color: green;
-}
-
-/* 子选择器 */
-div > p {
-  color: red;
-}
-
-/* 相邻兄弟选择器 */
-h1 + p {
-  color: blue;
-}
-
-/* 通用兄弟选择器 */
-h1 ~ p {
-  color: green;
-}
-```
-
-### 属性选择器
-
-```css
-/* 属性存在选择器 */
-[title] {
-  color: blue;
-}
-
-/* 属性值选择器 */
-[type="text"] {
-  border: 1px solid #ccc;
-}
-
-/* 属性值包含选择器 */
-[class*="btn"] {
-  padding: 10px;
-}
-
-/* 属性值开始选择器 */
-[href^="https"] {
-  color: green;
-}
-
-/* 属性值结束选择器 */
-[src$=".jpg"] {
-  border: 2px solid #ccc;
-}
-```
-
-### 伪类选择器
-
-```css
-/* 链接伪类 */
-a:link {
-  color: blue;
-}
-a:visited {
-  color: purple;
-}
-a:hover {
-  color: red;
-}
-a:active {
-  color: green;
-}
-
-/* 结构伪类 */
-p:first-child {
-  font-weight: bold;
-}
-p:last-child {
-  margin-bottom: 0;
-}
-p:nth-child(2) {
-  color: blue;
-}
-p:nth-child(odd) {
-  background-color: #f0f0f0;
-}
-
-/* 表单伪类 */
-input:focus {
-  border-color: blue;
-}
-input:disabled {
-  opacity: 0.5;
-}
-input:checked {
-  background-color: green;
-}
-```
-
-### 伪元素选择器
-
-```css
-/* 首字母 */
-p::first-letter {
-  font-size: 2em;
-  font-weight: bold;
-}
-
-/* 首行 */
-p::first-line {
-  color: red;
-}
-
-/* 前后内容 */
-p::before {
-  content: "开始：";
-  color: green;
-}
-
-p::after {
-  content: "结束。";
-  color: blue;
-}
-```
-
-## 盒模型
-
-### 基本盒模型
-
-```css
-.box {
-  width: 200px; /* 内容宽度 */
-  height: 100px; /* 内容高度 */
-  padding: 20px; /* 内边距 */
-  border: 2px solid #000; /* 边框 */
-  margin: 10px; /* 外边距 */
-  background-color: #f0f0f0;
-}
-```
-
-### 盒模型类型
-
-```css
-/* 标准盒模型 */
-.standard-box {
-  box-sizing: content-box;
-  width: 200px;
-  padding: 20px;
-  border: 2px solid #000;
-  /* 总宽度 = 200 + 40 + 4 = 244px */
-}
-
-/* 边框盒模型 */
-.border-box {
-  box-sizing: border-box;
-  width: 200px;
-  padding: 20px;
-  border: 2px solid #000;
-  /* 总宽度 = 200px */
-}
-```
-
-## 布局
-
-### 文档流
-
-```css
-/* 块级元素 */
-.block {
-  display: block;
-  width: 100%;
-  margin: 10px 0;
-}
-
-/* 内联元素 */
-.inline {
-  display: inline;
-  margin: 0 5px;
-}
-
-/* 内联块元素 */
-.inline-block {
-  display: inline-block;
-  width: 200px;
-  margin: 10px;
-}
-```
-
-### Flexbox 布局
-
-```css
-/* Flex 容器 */
-.flex-container {
-  display: flex;
-  flex-direction: row; /* 主轴方向 */
-  justify-content: center; /* 主轴对齐 */
-  align-items: center; /* 交叉轴对齐 */
-  flex-wrap: wrap; /* 换行 */
-  gap: 20px; /* 间距 */
-}
-
-/* Flex 项目 */
-.flex-item {
-  flex: 1; /* 弹性增长 */
-  flex-basis: 200px; /* 基础大小 */
-  flex-shrink: 1; /* 收缩比例 */
-  flex-grow: 1; /* 增长比例 */
-}
-```
-
-### Grid 布局
-
-```css
-/* Grid 容器 */
-.grid-container {
-  display: grid;
-  grid-template-columns: 1fr 2fr 1fr; /* 列定义 */
-  grid-template-rows: auto 1fr auto; /* 行定义 */
-  gap: 20px; /* 间距 */
-  grid-template-areas:
-    "header header header"
-    "sidebar main aside"
-    "footer footer footer";
-}
-
-/* Grid 项目 */
-.grid-item {
-  grid-column: 1 / 3; /* 跨越列 */
-  grid-row: 1 / 2; /* 跨越行 */
-  grid-area: main; /* 网格区域 */
-}
-```
-
-### 定位
-
-```css
-/* 相对定位 */
-.relative {
-  position: relative;
-  top: 10px;
-  left: 20px;
-}
-
-/* 绝对定位 */
-.absolute {
-  position: absolute;
-  top: 50px;
-  right: 20px;
-}
-
-/* 固定定位 */
-.fixed {
-  position: fixed;
-  top: 0;
-  left: 0;
-  width: 100%;
-  z-index: 1000;
-}
-
-/* 粘性定位 */
-.sticky {
-  position: sticky;
-  top: 0;
-  background-color: white;
-}
-```
-
-## 样式属性
-
-### 文本样式
-
-```css
-.text-style {
-  font-family: Arial, sans-serif; /* 字体族 */
-  font-size: 16px; /* 字体大小 */
-  font-weight: bold; /* 字体粗细 */
-  font-style: italic; /* 字体样式 */
-  line-height: 1.5; /* 行高 */
-  text-align: center; /* 文本对齐 */
-  text-decoration: underline; /* 文本装饰 */
-  text-transform: uppercase; /* 文本转换 */
-  letter-spacing: 2px; /* 字母间距 */
-  word-spacing: 5px; /* 单词间距 */
-}
-```
-
-### 颜色和背景
-
-```css
-.color-background {
-  color: #333; /* 文字颜色 */
-  background-color: #f0f0f0; /* 背景颜色 */
-  background-image: url("bg.jpg"); /* 背景图片 */
-  background-size: cover; /* 背景大小 */
-  background-position: center; /* 背景位置 */
-  background-repeat: no-repeat; /* 背景重复 */
-  background-attachment: fixed; /* 背景固定 */
-}
-```
-
-### 边框和圆角
-
-```css
-.border-style {
-  border: 2px solid #000; /* 边框 */
-  border-radius: 10px; /* 圆角 */
-  border-top: 1px solid red; /* 上边框 */
-  border-left: 3px solid blue; /* 左边框 */
-  box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1); /* 阴影 */
-}
-```
-
-### 尺寸和间距
-
-```css
-.size-spacing {
-  width: 300px; /* 宽度 */
-  height: 200px; /* 高度 */
-  max-width: 100%; /* 最大宽度 */
-  min-height: 100px; /* 最小高度 */
-  margin: 20px; /* 外边距 */
-  padding: 15px; /* 内边距 */
-  margin-top: 10px; /* 上外边距 */
-  padding-left: 20px; /* 左内边距 */
-}
-```
-
-## 响应式设计
-
-### 媒体查询
-
-```css
-/* 移动端样式 */
-@media (max-width: 768px) {
-  .container {
-    width: 100%;
-    padding: 10px;
-  }
-
-  .nav {
-    display: none;
-  }
-}
-
-/* 平板样式 */
-@media (min-width: 769px) and (max-width: 1024px) {
-  .container {
-    width: 90%;
-    max-width: 800px;
-  }
-}
-
-/* 桌面端样式 */
-@media (min-width: 1025px) {
-  .container {
-    width: 1200px;
-    margin: 0 auto;
-  }
-}
-```
-
-### 响应式图片
-
-```css
-.responsive-img {
-  max-width: 100%;
-  height: auto;
-}
-
-/* 不同屏幕尺寸的图片 */
-@media (max-width: 600px) {
-  .hero-image {
-    background-image: url("mobile-hero.jpg");
-  }
-}
-
-@media (min-width: 601px) {
-  .hero-image {
-    background-image: url("desktop-hero.jpg");
-  }
-}
-```
-
-## 动画和过渡
-
-### 过渡效果
-
-```css
-.transition {
-  transition: all 0.3s ease;
-  background-color: blue;
-}
-
-.transition:hover {
-  background-color: red;
-  transform: scale(1.1);
-}
-
-/* 具体属性过渡 */
-.specific-transition {
-  transition: background-color 0.5s ease, transform 0.3s ease-in-out;
-}
-```
-
-### 关键帧动画
-
-```css
-/* 定义动画 */
-@keyframes fadeIn {
-  from {
-    opacity: 0;
-    transform: translateY(20px);
-  }
-  to {
-    opacity: 1;
-    transform: translateY(0);
-  }
-}
-
-/* 应用动画 */
-.animate {
-  animation: fadeIn 1s ease-in-out;
-}
-
-/* 动画属性 */
-.animation-properties {
-  animation-name: fadeIn;
-  animation-duration: 2s;
-  animation-timing-function: ease;
-  animation-delay: 0.5s;
-  animation-iteration-count: infinite;
-  animation-direction: alternate;
-  animation-fill-mode: both;
-}
-```
-
-### 变换
-
-```css
-.transform {
-  transform: translate(50px, 100px); /* 位移 */
-  transform: rotate(45deg); /* 旋转 */
-  transform: scale(1.5); /* 缩放 */
-  transform: skew(10deg, 5deg); /* 倾斜 */
-
-  /* 组合变换 */
-  transform: translate(50px, 50px) rotate(45deg) scale(1.2);
-
-  /* 3D 变换 */
-  transform: rotateX(45deg) rotateY(30deg);
-  transform-style: preserve-3d;
-  perspective: 1000px;
-}
-```
-
-## CSS 预处理器
-
-### Sass/SCSS
-
-```scss
-// 变量
-$primary-color: #007bff;
-$font-size: 16px;
-
-// 嵌套
-.navbar {
-  background-color: $primary-color;
-
-  .nav-item {
-    padding: 10px;
-
-    &:hover {
-      background-color: darken($primary-color, 10%);
-    }
-  }
-}
-
-// 混合
-@mixin button-style($bg-color, $text-color) {
-  background-color: $bg-color;
-  color: $text-color;
-  padding: 10px 20px;
-  border: none;
-  border-radius: 4px;
-}
-
-.btn-primary {
-  @include button-style($primary-color, white);
-}
-
-// 继承
-%button-base {
-  padding: 10px 20px;
-  border: none;
-  border-radius: 4px;
-  cursor: pointer;
-}
-
-.btn {
-  @extend %button-base;
-}
-```
-
-### Less
-
-```less
-// 变量
-@primary-color: #007bff;
-@font-size: 16px;
-
-// 嵌套
-.navbar {
-  background-color: @primary-color;
-
-  .nav-item {
-    padding: 10px;
-
-    &:hover {
-      background-color: darken(@primary-color, 10%);
-    }
-  }
-}
-
-// 混合
-.button-style(@bg-color, @text-color) {
-  background-color: @bg-color;
-  color: @text-color;
-  padding: 10px 20px;
-  border: none;
-  border-radius: 4px;
-}
-
-.btn-primary {
-  .button-style(@primary-color, white);
-}
-```
-
-## CSS 框架
-
-### Bootstrap
-
-```html
-<!-- Bootstrap 网格系统 -->
-<div class="container">
-  <div class="row">
-    <div class="col-md-6 col-lg-4">
-      <div class="card">
-        <div class="card-body">
-          <h5 class="card-title">卡片标题</h5>
-          <p class="card-text">卡片内容</p>
-          <a href="#" class="btn btn-primary">按钮</a>
-        </div>
-      </div>
-    </div>
-  </div>
-</div>
-```
-
-### Tailwind CSS
-
-```html
-<!-- Tailwind 实用类 -->
-<div class="max-w-md mx-auto bg-white rounded-xl shadow-md overflow-hidden">
-  <div class="md:flex">
-    <div class="md:shrink-0">
-      <img
-        class="h-48 w-full object-cover md:h-full md:w-48"
-        src="img.jpg"
-        alt="图片"
-      />
-    </div>
-    <div class="p-8">
-      <div
-        class="uppercase tracking-wide text-sm text-indigo-500 font-semibold"
-      >
-        分类
-      </div>
-      <a
-        href="#"
-        class="block mt-1 text-lg leading-tight font-medium text-black hover:underline"
-      >
-        标题
-      </a>
-      <p class="mt-2 text-slate-500">描述内容</p>
-    </div>
-  </div>
-</div>
-```
-
-## 最佳实践
-
-### 代码组织
-
-```css
-/* 1. 重置样式 */
-* {
-  margin: 0;
-  padding: 0;
-  box-sizing: border-box;
-}
-
-/* 2. 基础样式 */
-body {
-  font-family: Arial, sans-serif;
-  line-height: 1.6;
-  color: #333;
-}
-
-/* 3. 布局样式 */
-.container {
-  max-width: 1200px;
-  margin: 0 auto;
-  padding: 0 20px;
-}
-
-/* 4. 组件样式 */
-.button {
-  display: inline-block;
-  padding: 10px 20px;
-  background-color: #007bff;
-  color: white;
-  text-decoration: none;
-  border-radius: 4px;
-}
-
-/* 5. 工具类 */
-.text-center {
-  text-align: center;
-}
-.mb-20 {
-  margin-bottom: 20px;
-}
-.hidden {
-  display: none;
-}
-```
-
-### 性能优化
-
-```css
-/* 使用高效选择器 */
-.header {
-} /* 类选择器 - 高效 */
-#main-content {
-} /* ID 选择器 - 高效 */
-div p {
-} /* 后代选择器 - 中等 */
-div > p {
-} /* 子选择器 - 高效 */
-
-/* 避免复杂选择器 */
-div ul li a span {
-} /* 过于复杂 */
-
-/* 使用 CSS 变量 */
-:root {
-  --primary-color: #007bff;
-  --font-size: 16px;
-}
-
-.button {
-  background-color: var(--primary-color);
-  font-size: var(--font-size);
-}
-```
-
-### 可维护性
-
-```css
-/* 使用有意义的类名 */
-.navbar {
-}
-.navbar-brand {
-}
-.navbar-nav {
-}
-.navbar-item {
-}
-
-/* 使用 BEM 命名法 */
-.block {
-}
-.block__element {
-}
-.block--modifier {
-}
-
-/* 示例 */
-.card {
-}
-.card__header {
-}
-.card__body {
-}
-.card--featured {
-}
-```
-
-## 学习资源
-
-- [MDN CSS 文档](https://developer.mozilla.org/zh-CN/docs/Web/CSS)
-- [CSS 教程 - 菜鸟教程](https://www.runoob.com/css/css-tutorial.html)
-- [W3Schools CSS 教程](https://www.w3schools.com/css/)
-- [CSS-Tricks](https://css-tricks.com/) - CSS 技巧和教程
-
-## 常见问题
-
-### Q: CSS 的优先级是如何计算的？
-
-A: CSS 优先级按以下顺序计算：内联样式 > ID 选择器 > 类选择器 > 元素选择器。具体数值为：内联样式(1000) > ID(100) > 类(10) > 元素(1)。
-
-### Q: 如何实现响应式设计？
-
-A: 使用媒体查询、弹性布局(Flexbox)、网格布局(Grid)和相对单位(rem、em、%)来实现响应式设计。
-
-### Q: CSS 预处理器有什么优势？
-
-A: CSS 预处理器提供了变量、嵌套、混合、继承等功能，让 CSS 代码更加模块化和可维护。
diff --git a/beisi_rag/data/docs/tutorial/language/web/HTML.md b/beisi_rag/data/docs/tutorial/language/web/HTML.md
deleted file mode 100644
index 7098b321..00000000
--- a/beisi_rag/data/docs/tutorial/language/web/HTML.md
+++ /dev/null
@@ -1,580 +0,0 @@
----
-sidebar_label: "HTML"
-sidebar_position: 1
-slug: html
----
-
-# HTML 教程
-
-HTML（HyperText Markup Language，超文本标记语言）是构建网页的标准标记语言。它使用标签来描述网页的结构和内容，是 Web 开发的基础。
-
-## HTML 的特点
-
-- **标记语言**：使用标签来描述内容结构
-- **平台无关**：可以在任何操作系统和浏览器中运行
-- **易于学习**：语法简单，标签直观
-- **标准化**：遵循 W3C 标准
-- **可扩展**：支持自定义标签和属性
-
-## HTML 基础结构
-
-### 基本文档结构
-
-```html
-<!DOCTYPE html>
-<html lang="zh-CN">
-  <head>
-    <meta charset="UTF-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>页面标题</title>
-  </head>
-  <body>
-    <h1>欢迎来到我的网站</h1>
-    <p>这是一个段落。</p>
-  </body>
-</html>
-```
-
-### 文档类型声明
-
-```html
-<!-- HTML5 文档类型 -->
-<!DOCTYPE html>
-
-<!-- HTML 4.01 严格模式 -->
-<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01//EN" "http://www.w3.org/TR/html4/strict.dtd">
-
-<!-- XHTML 1.0 严格模式 -->
-<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
-```
-
-## 常用标签
-
-### 标题标签
-
-```html
-<h1>一级标题</h1>
-<h2>二级标题</h2>
-<h3>三级标题</h3>
-<h4>四级标题</h4>
-<h5>五级标题</h5>
-<h6>六级标题</h6>
-```
-
-### 文本标签
-
-```html
-<!-- 段落 -->
-<p>这是一个段落。</p>
-
-<!-- 换行 -->
-<p>第一行<br />第二行</p>
-
-<!-- 水平线 -->
-<hr />
-
-<!-- 强调文本 -->
-<strong>重要文本</strong>
-<em>强调文本</em>
-<mark>高亮文本</mark>
-
-<!-- 删除和插入 -->
-<del>删除的文本</del>
-<ins>插入的文本</ins>
-
-<!-- 上标和下标 -->
-<p>H<sub>2</sub>O</p>
-<p>E = mc<sup>2</sup></p>
-```
-
-### 链接和图片
-
-```html
-<!-- 链接 -->
-<a href="https://www.example.com">外部链接</a>
-<a href="page.html">内部链接</a>
-<a href="#section1">锚点链接</a>
-<a href="mailto:email@example.com">邮件链接</a>
-<a href="tel:+1234567890">电话链接</a>
-
-<!-- 图片 -->
-<img src="image.jpg" alt="图片描述" width="300" height="200" />
-<img src="logo.png" alt="公司标志" style="width: 100px; height: 50px;" />
-
-<!-- 响应式图片 -->
-<img
-  src="image.jpg"
-  alt="描述"
-  srcset="small.jpg 480w, medium.jpg 800w, large.jpg 1200w"
-  sizes="(max-width: 600px) 480px, (max-width: 1000px) 800px, 1200px"
-/>
-```
-
-### 列表
-
-```html
-<!-- 无序列表 -->
-<ul>
-  <li>项目 1</li>
-  <li>项目 2</li>
-  <li>项目 3</li>
-</ul>
-
-<!-- 有序列表 -->
-<ol>
-  <li>第一步</li>
-  <li>第二步</li>
-  <li>第三步</li>
-</ol>
-
-<!-- 定义列表 -->
-<dl>
-  <dt>术语 1</dt>
-  <dd>术语 1 的定义</dd>
-  <dt>术语 2</dt>
-  <dd>术语 2 的定义</dd>
-</dl>
-
-<!-- 嵌套列表 -->
-<ul>
-  <li>
-    主项目 1
-    <ul>
-      <li>子项目 1.1</li>
-      <li>子项目 1.2</li>
-    </ul>
-  </li>
-  <li>主项目 2</li>
-</ul>
-```
-
-### 表格
-
-```html
-<table border="1">
-  <caption>
-    学生成绩表
-  </caption>
-  <thead>
-    <tr>
-      <th>姓名</th>
-      <th>数学</th>
-      <th>英语</th>
-      <th>总分</th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td>张三</td>
-      <td>95</td>
-      <td>88</td>
-      <td>183</td>
-    </tr>
-    <tr>
-      <td>李四</td>
-      <td>87</td>
-      <td>92</td>
-      <td>179</td>
-    </tr>
-  </tbody>
-  <tfoot>
-    <tr>
-      <td>平均分</td>
-      <td>91</td>
-      <td>90</td>
-      <td>181</td>
-    </tr>
-  </tfoot>
-</table>
-
-<!-- 表格合并单元格 -->
-<table border="1">
-  <tr>
-    <td rowspan="2">合并行</td>
-    <td>单元格 1</td>
-    <td>单元格 2</td>
-  </tr>
-  <tr>
-    <td colspan="2">合并列</td>
-  </tr>
-</table>
-```
-
-## 表单
-
-### 基本表单
-
-```html
-<form action="/submit" method="post">
-  <fieldset>
-    <legend>用户信息</legend>
-
-    <!-- 文本输入 -->
-    <label for="username">用户名：</label>
-    <input type="text" id="username" name="username" required />
-
-    <!-- 密码输入 -->
-    <label for="password">密码：</label>
-    <input type="password" id="password" name="password" required />
-
-    <!-- 邮箱输入 -->
-    <label for="email">邮箱：</label>
-    <input type="email" id="email" name="email" required />
-
-    <!-- 数字输入 -->
-    <label for="age">年龄：</label>
-    <input type="number" id="age" name="age" min="1" max="120" />
-
-    <!-- 日期输入 -->
-    <label for="birthday">生日：</label>
-    <input type="date" id="birthday" name="birthday" />
-
-    <!-- 单选按钮 -->
-    <fieldset>
-      <legend>性别：</legend>
-      <input type="radio" id="male" name="gender" value="male" />
-      <label for="male">男</label>
-      <input type="radio" id="female" name="gender" value="female" />
-      <label for="female">女</label>
-    </fieldset>
-
-    <!-- 复选框 -->
-    <fieldset>
-      <legend>爱好：</legend>
-      <input type="checkbox" id="reading" name="hobbies" value="reading" />
-      <label for="reading">阅读</label>
-      <input type="checkbox" id="sports" name="hobbies" value="sports" />
-      <label for="sports">运动</label>
-      <input type="checkbox" id="music" name="hobbies" value="music" />
-      <label for="music">音乐</label>
-    </fieldset>
-
-    <!-- 下拉选择 -->
-    <label for="city">城市：</label>
-    <select id="city" name="city">
-      <option value="">请选择城市</option>
-      <option value="beijing">北京</option>
-      <option value="shanghai">上海</option>
-      <option value="guangzhou">广州</option>
-    </select>
-
-    <!-- 文本域 -->
-    <label for="message">留言：</label>
-    <textarea
-      id="message"
-      name="message"
-      rows="4"
-      cols="50"
-      placeholder="请输入您的留言"
-    ></textarea>
-
-    <!-- 文件上传 -->
-    <label for="avatar">头像：</label>
-    <input type="file" id="avatar" name="avatar" accept="image/*" />
-
-    <!-- 隐藏字段 -->
-    <input type="hidden" name="token" value="abc123" />
-
-    <!-- 提交按钮 -->
-    <button type="submit">提交</button>
-    <button type="reset">重置</button>
-  </fieldset>
-</form>
-```
-
-### 表单验证
-
-```html
-<form>
-  <!-- 必填字段 -->
-  <input type="text" required placeholder="必填字段" />
-
-  <!-- 长度限制 -->
-  <input type="text" minlength="3" maxlength="20" placeholder="3-20个字符" />
-
-  <!-- 数值范围 -->
-  <input type="number" min="0" max="100" placeholder="0-100之间的数字" />
-
-  <!-- 正则表达式验证 -->
-  <input type="text" pattern="[0-9]{11}" placeholder="11位手机号" />
-
-  <!-- 自定义验证消息 -->
-  <input
-    type="email"
-    oninvalid="this.setCustomValidity('请输入有效的邮箱地址')"
-    oninput="this.setCustomValidity('')"
-  />
-</form>
-```
-
-## 语义化标签
-
-### HTML5 语义化标签
-
-```html
-<!-- 页面结构 -->
-<header>
-  <nav>
-    <ul>
-      <li><a href="#home">首页</a></li>
-      <li><a href="#about">关于</a></li>
-      <li><a href="#contact">联系</a></li>
-    </ul>
-  </nav>
-</header>
-
-<main>
-  <article>
-    <header>
-      <h1>文章标题</h1>
-      <time datetime="2024-01-01">2024年1月1日</time>
-    </header>
-
-    <section>
-      <h2>章节标题</h2>
-      <p>文章内容...</p>
-    </section>
-
-    <aside>
-      <h3>相关链接</h3>
-      <ul>
-        <li><a href="#">相关文章1</a></li>
-        <li><a href="#">相关文章2</a></li>
-      </ul>
-    </aside>
-  </article>
-</main>
-
-<footer>
-  <p>&copy; 2024 我的网站. 保留所有权利.</p>
-</footer>
-```
-
-### 其他语义化标签
-
-```html
-<!-- 导航 -->
-<nav>
-  <a href="#home">首页</a>
-  <a href="#about">关于</a>
-  <a href="#contact">联系</a>
-</nav>
-
-<!-- 侧边栏 -->
-<aside>
-  <h2>侧边栏</h2>
-  <p>侧边栏内容</p>
-</aside>
-
-<!-- 详细信息 -->
-<details>
-  <summary>点击展开</summary>
-  <p>这里是详细信息内容。</p>
-</details>
-
-<!-- 进度条 -->
-<progress value="70" max="100">70%</progress>
-
-<!-- 标记 -->
-<mark>重要内容</mark>
-
-<!-- 时间 -->
-<time datetime="2024-01-01T12:00:00Z">2024年1月1日中午12点</time>
-```
-
-## 多媒体内容
-
-### 音频
-
-```html
-<!-- 基本音频 -->
-<audio controls>
-  <source src="audio.mp3" type="audio/mpeg" />
-  <source src="audio.ogg" type="audio/ogg" />
-  您的浏览器不支持音频播放。
-</audio>
-
-<!-- 音频属性 -->
-<audio controls autoplay loop muted preload="auto">
-  <source src="background.mp3" type="audio/mpeg" />
-</audio>
-```
-
-### 视频
-
-```html
-<!-- 基本视频 -->
-<video controls width="640" height="360">
-  <source src="video.mp4" type="video/mp4" />
-  <source src="video.webm" type="video/webm" />
-  您的浏览器不支持视频播放。
-</video>
-
-<!-- 视频属性 -->
-<video controls autoplay loop muted poster="thumbnail.jpg">
-  <source src="movie.mp4" type="video/mp4" />
-  <track kind="subtitles" src="subtitles.vtt" srclang="zh" label="中文字幕" />
-</video>
-```
-
-### 嵌入内容
-
-```html
-<!-- iframe 嵌入 -->
-<iframe
-  src="https://www.example.com"
-  width="800"
-  height="600"
-  frameborder="0"
-></iframe>
-
-<!-- 嵌入地图 -->
-<iframe
-  src="https://maps.google.com/embed?pb=..."
-  width="600"
-  height="450"
-  style="border:0;"
-></iframe>
-
-<!-- 嵌入视频 -->
-<iframe
-  src="https://www.youtube.com/embed/VIDEO_ID"
-  width="560"
-  height="315"
-  frameborder="0"
-  allowfullscreen
-></iframe>
-```
-
-## 元数据
-
-### head 标签内容
-
-```html
-<head>
-  <!-- 字符编码 -->
-  <meta charset="UTF-8" />
-
-  <!-- 视口设置 -->
-  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-
-  <!-- 页面描述 -->
-  <meta name="description" content="这是一个关于HTML教程的页面" />
-  <meta name="keywords" content="HTML,教程,Web开发" />
-  <meta name="author" content="作者姓名" />
-
-  <!-- 搜索引擎优化 -->
-  <meta name="robots" content="index, follow" />
-  <meta name="googlebot" content="index, follow" />
-
-  <!-- 社交媒体标签 -->
-  <meta property="og:title" content="页面标题" />
-  <meta property="og:description" content="页面描述" />
-  <meta property="og:image" content="image.jpg" />
-  <meta property="og:url" content="https://example.com" />
-
-  <!-- 页面标题 -->
-  <title>页面标题</title>
-
-  <!-- 图标 -->
-  <link rel="icon" type="image/x-icon" href="favicon.ico" />
-  <link rel="apple-touch-icon" href="apple-touch-icon.png" />
-
-  <!-- 样式表 -->
-  <link rel="stylesheet" href="styles.css" />
-
-  <!-- 脚本 -->
-  <script src="script.js"></script>
-</head>
-```
-
-## 最佳实践
-
-### 代码规范
-
-```html
-<!-- 使用小写标签名 -->
-<div>内容</div>
-
-<!-- 正确嵌套标签 -->
-<div>
-  <p>段落内容</p>
-</div>
-
-<!-- 使用引号包围属性值 -->
-<img src="image.jpg" alt="图片描述" />
-
-<!-- 自闭合标签 -->
-<img src="image.jpg" alt="描述" />
-<br />
-<hr />
-
-<!-- 缩进和格式 -->
-<div class="container">
-  <header>
-    <h1>标题</h1>
-  </header>
-  <main>
-    <p>内容</p>
-  </main>
-</div>
-```
-
-### 可访问性
-
-```html
-<!-- 使用语义化标签 -->
-<nav role="navigation">
-  <ul>
-    <li><a href="#home">首页</a></li>
-  </ul>
-</nav>
-
-<!-- 添加 alt 属性 -->
-<img src="logo.jpg" alt="公司标志" />
-
-<!-- 使用 label 标签 -->
-<label for="email">邮箱地址：</label>
-<input type="email" id="email" name="email" />
-
-<!-- 添加 ARIA 属性 -->
-<button aria-label="关闭对话框">×</button>
-<div role="alert" aria-live="polite">错误消息</div>
-```
-
-### 性能优化
-
-```html
-<!-- 延迟加载图片 -->
-<img src="image.jpg" alt="描述" loading="lazy" />
-
-<!-- 预加载重要资源 -->
-<link rel="preload" href="font.woff2" as="font" type="font/woff2" crossorigin />
-
-<!-- 预连接到外部域名 -->
-<link rel="preconnect" href="https://fonts.googleapis.com" />
-
-<!-- 使用 CDN -->
-<script src="https://cdn.jsdelivr.net/npm/lodash@4.17.21/lodash.min.js"></script>
-```
-
-## 学习资源
-
-- [MDN HTML 文档](https://developer.mozilla.org/zh-CN/docs/Web/HTML)
-- [HTML 教程 - 菜鸟教程](https://www.runoob.com/html/html-tutorial.html)
-- [W3Schools HTML 教程](https://www.w3schools.com/html/)
-- [HTML 标准规范](https://html.spec.whatwg.org/)
-
-## 常见问题
-
-### Q: HTML 和 XHTML 有什么区别？
-
-A: XHTML 是 HTML 的 XML 版本，语法更严格，要求所有标签都必须正确嵌套和闭合。
-
-### Q: 为什么要使用语义化标签？
-
-A: 语义化标签让代码更易读，有利于 SEO 优化和无障碍访问，也便于维护。
-
-### Q: HTML5 有哪些新特性？
-
-A: HTML5 引入了新的语义化标签、表单控件、多媒体支持、Canvas、Web Storage 等特性。
diff --git a/beisi_rag/data/docs/tutorial/language/web/JavaScript.md b/beisi_rag/data/docs/tutorial/language/web/JavaScript.md
deleted file mode 100644
index aafcd0de..00000000
--- a/beisi_rag/data/docs/tutorial/language/web/JavaScript.md
+++ /dev/null
@@ -1,649 +0,0 @@
----
-sidebar_label: "JavaScript"
-sidebar_position: 3
-slug: javascript
----
-
-# JavaScript 教程
-
-JavaScript 是一种高级的、解释型的编程语言，主要用于 Web 开发。它是 Web 三大核心技术之一（HTML、CSS、JavaScript），也是世界上最流行的编程语言之一。
-
-## JavaScript 的特点
-
-- **动态类型**：变量类型在运行时确定
-- **解释型语言**：无需编译，直接运行
-- **跨平台**：支持多种操作系统和浏览器
-- **事件驱动**：基于事件和回调的编程模式
-- **函数式编程**：支持函数作为一等公民
-
-## 基础语法
-
-### 变量声明
-
-```javascript
-// var - 函数作用域（不推荐）
-var name = "张三";
-
-// let - 块作用域（推荐）
-let age = 25;
-
-// const - 常量（推荐）
-const PI = 3.14159;
-
-// 变量命名规则
-let userName = "李四"; // 驼峰命名
-let user_age = 30; // 下划线命名
-let $element = document.getElementById("myDiv"); // 特殊字符
-```
-
-### 数据类型
-
-```javascript
-// 基本数据类型
-let number = 42;                    // 数字
-let string = "Hello, World!";      // 字符串
-let boolean = true;                 // 布尔值
-let nullValue = null;               // 空值
-let undefinedValue = undefined;     // 未定义
-let symbol = Symbol('id');          // 符号（ES6）
-
-// 对象类型
-let object = {
-    name: "张三",
-    age: 25,
-    city: "北京"
-};
-
-let array = [1, 2, 3, 4, 5];       // 数组
-let function = function() {         // 函数
-    return "Hello!";
-};
-```
-
-### 字符串操作
-
-```javascript
-let firstName = "张";
-let lastName = "三";
-let fullName = firstName + " " + lastName; // 字符串拼接
-
-// 模板字符串（ES6）
-let message = `你好，${fullName}！你今年${age}岁。`;
-
-// 字符串方法
-let text = "Hello, World!";
-console.log(text.length); // 长度
-console.log(text.toUpperCase()); // 转大写
-console.log(text.toLowerCase()); // 转小写
-console.log(text.indexOf("World")); // 查找位置
-console.log(text.substring(0, 5)); // 截取子串
-```
-
-### 数组操作
-
-```javascript
-let fruits = ["苹果", "香蕉", "橙子"];
-
-// 访问元素
-console.log(fruits[0]); // 第一个元素
-console.log(fruits[fruits.length - 1]); // 最后一个元素
-
-// 添加元素
-fruits.push("葡萄"); // 末尾添加
-fruits.unshift("草莓"); // 开头添加
-
-// 删除元素
-let lastFruit = fruits.pop(); // 删除并返回最后一个
-let firstFruit = fruits.shift(); // 删除并返回第一个
-
-// 数组方法
-let numbers = [1, 2, 3, 4, 5];
-let doubled = numbers.map((x) => x * 2); // 映射
-let evens = numbers.filter((x) => x % 2 === 0); // 过滤
-let sum = numbers.reduce((acc, x) => acc + x, 0); // 归约
-```
-
-## 控制流
-
-### 条件语句
-
-```javascript
-let age = 18;
-
-// if-else
-if (age >= 18) {
-  console.log("成年人");
-} else if (age >= 13) {
-  console.log("青少年");
-} else {
-  console.log("儿童");
-}
-
-// 三元运算符
-let status = age >= 18 ? "成年人" : "未成年人";
-
-// switch 语句
-let day = "Monday";
-switch (day) {
-  case "Monday":
-    console.log("星期一");
-    break;
-  case "Tuesday":
-    console.log("星期二");
-    break;
-  default:
-    console.log("其他天");
-}
-```
-
-### 循环语句
-
-```javascript
-// for 循环
-for (let i = 0; i < 5; i++) {
-  console.log(i);
-}
-
-// for...of 循环（ES6）
-let colors = ["红色", "绿色", "蓝色"];
-for (let color of colors) {
-  console.log(color);
-}
-
-// for...in 循环
-let person = { name: "张三", age: 25 };
-for (let key in person) {
-  console.log(`${key}: ${person[key]}`);
-}
-
-// while 循环
-let count = 0;
-while (count < 3) {
-  console.log(count);
-  count++;
-}
-
-// do-while 循环
-let i = 0;
-do {
-  console.log(i);
-  i++;
-} while (i < 3);
-```
-
-## 函数
-
-### 函数声明
-
-```javascript
-// 函数声明
-function greet(name) {
-  return `Hello, ${name}!`;
-}
-
-// 函数表达式
-const greet2 = function (name) {
-  return `Hello, ${name}!`;
-};
-
-// 箭头函数（ES6）
-const greet3 = (name) => {
-  return `Hello, ${name}!`;
-};
-
-// 简化的箭头函数
-const greet4 = (name) => `Hello, ${name}!`;
-
-// 调用函数
-console.log(greet("张三"));
-```
-
-### 函数参数
-
-```javascript
-// 默认参数
-function introduce(name, age = 25, city = "北京") {
-  return `我是${name}，${age}岁，来自${city}`;
-}
-
-// 剩余参数
-function sum(...numbers) {
-  return numbers.reduce((acc, num) => acc + num, 0);
-}
-
-console.log(sum(1, 2, 3, 4, 5)); // 15
-
-// 解构参数
-function displayUser({ name, age, city }) {
-  console.log(`姓名: ${name}, 年龄: ${age}, 城市: ${city}`);
-}
-
-displayUser({ name: "李四", age: 30, city: "上海" });
-```
-
-### 高阶函数
-
-```javascript
-// 函数作为参数
-function processArray(arr, processor) {
-  return arr.map(processor);
-}
-
-let numbers = [1, 2, 3, 4, 5];
-let doubled = processArray(numbers, (x) => x * 2);
-
-// 函数作为返回值
-function createMultiplier(factor) {
-  return function (number) {
-    return number * factor;
-  };
-}
-
-let double = createMultiplier(2);
-let triple = createMultiplier(3);
-
-console.log(double(5)); // 10
-console.log(triple(5)); // 15
-```
-
-## 对象和类
-
-### 对象操作
-
-```javascript
-// 创建对象
-let person = {
-  name: "张三",
-  age: 25,
-  greet: function () {
-    return `我是${this.name}`;
-  },
-};
-
-// 访问属性
-console.log(person.name);
-console.log(person["age"]);
-console.log(person.greet());
-
-// 修改属性
-person.age = 26;
-person.city = "北京";
-
-// 删除属性
-delete person.city;
-
-// 对象方法简写（ES6）
-let person2 = {
-  name: "李四",
-  age: 30,
-  greet() {
-    return `我是${this.name}`;
-  },
-};
-```
-
-### 类和继承
-
-```javascript
-// 类声明（ES6）
-class Person {
-  constructor(name, age) {
-    this.name = name;
-    this.age = age;
-  }
-
-  greet() {
-    return `我是${this.name}，${this.age}岁`;
-  }
-
-  // 静态方法
-  static createAdult(name) {
-    return new Person(name, 18);
-  }
-}
-
-// 继承
-class Student extends Person {
-  constructor(name, age, studentId) {
-    super(name, age);
-    this.studentId = studentId;
-  }
-
-  study(subject) {
-    return `${this.name}正在学习${subject}`;
-  }
-}
-
-// 使用类
-let student = new Student("王五", 20, "2023001");
-console.log(student.greet());
-console.log(student.study("JavaScript"));
-```
-
-## DOM 操作
-
-### 选择元素
-
-```javascript
-// 选择单个元素
-let element = document.getElementById("myId");
-let element2 = document.querySelector(".myClass");
-let element3 = document.querySelector("#myId");
-
-// 选择多个元素
-let elements = document.getElementsByClassName("myClass");
-let elements2 = document.querySelectorAll(".myClass");
-```
-
-### 修改元素
-
-```javascript
-// 修改内容
-element.textContent = "新文本";
-element.innerHTML = "<strong>粗体文本</strong>";
-
-// 修改属性
-element.setAttribute("class", "newClass");
-element.className = "anotherClass";
-
-// 修改样式
-element.style.color = "red";
-element.style.fontSize = "16px";
-
-// 添加/删除类
-element.classList.add("active");
-element.classList.remove("inactive");
-element.classList.toggle("visible");
-```
-
-### 事件处理
-
-```javascript
-// 添加事件监听器
-element.addEventListener("click", function (event) {
-  console.log("元素被点击了");
-  console.log(event.target);
-});
-
-// 移除事件监听器
-function handleClick(event) {
-  console.log("点击处理");
-}
-element.addEventListener("click", handleClick);
-element.removeEventListener("click", handleClick);
-
-// 事件委托
-document.addEventListener("click", function (event) {
-  if (event.target.matches(".button")) {
-    console.log("按钮被点击了");
-  }
-});
-```
-
-## 异步编程
-
-### Promise
-
-```javascript
-// 创建 Promise
-function fetchData() {
-  return new Promise((resolve, reject) => {
-    setTimeout(() => {
-      resolve("数据获取成功");
-    }, 1000);
-  });
-}
-
-// 使用 Promise
-fetchData()
-  .then((data) => {
-    console.log(data);
-    return "处理数据";
-  })
-  .then((result) => {
-    console.log(result);
-  })
-  .catch((error) => {
-    console.error("错误:", error);
-  });
-```
-
-### async/await
-
-```javascript
-// async 函数
-async function fetchUserData() {
-  try {
-    const response = await fetch("/api/user");
-    const data = await response.json();
-    return data;
-  } catch (error) {
-    console.error("获取用户数据失败:", error);
-    throw error;
-  }
-}
-
-// 使用 async/await
-async function displayUser() {
-  try {
-    const userData = await fetchUserData();
-    console.log("用户数据:", userData);
-  } catch (error) {
-    console.error("显示用户数据失败:", error);
-  }
-}
-```
-
-### Fetch API
-
-```javascript
-// GET 请求
-fetch("/api/users")
-  .then((response) => response.json())
-  .then((data) => console.log(data))
-  .catch((error) => console.error("错误:", error));
-
-// POST 请求
-fetch("/api/users", {
-  method: "POST",
-  headers: {
-    "Content-Type": "application/json",
-  },
-  body: JSON.stringify({
-    name: "张三",
-    email: "zhangsan@example.com",
-  }),
-})
-  .then((response) => response.json())
-  .then((data) => console.log("创建成功:", data));
-```
-
-## 模块系统
-
-### ES6 模块
-
-```javascript
-// math.js - 导出模块
-export function add(a, b) {
-  return a + b;
-}
-
-export function multiply(a, b) {
-  return a * b;
-}
-
-export const PI = 3.14159;
-
-// 默认导出
-export default function subtract(a, b) {
-  return a - b;
-}
-
-// main.js - 导入模块
-import subtract, { add, multiply, PI } from "./math.js";
-
-console.log(add(2, 3)); // 5
-console.log(multiply(2, 3)); // 6
-console.log(subtract(5, 2)); // 3
-console.log(PI); // 3.14159
-```
-
-### CommonJS 模块（Node.js）
-
-```javascript
-// math.js
-function add(a, b) {
-  return a + b;
-}
-
-function multiply(a, b) {
-  return a * b;
-}
-
-module.exports = {
-  add,
-  multiply,
-};
-
-// main.js
-const { add, multiply } = require("./math.js");
-
-console.log(add(2, 3)); // 5
-console.log(multiply(2, 3)); // 6
-```
-
-## 错误处理
-
-### try-catch
-
-```javascript
-try {
-  // 可能出错的代码
-  let result = riskyOperation();
-  console.log(result);
-} catch (error) {
-  // 处理错误
-  console.error("发生错误:", error.message);
-} finally {
-  // 无论是否出错都会执行
-  console.log("清理工作");
-}
-```
-
-### 自定义错误
-
-```javascript
-class ValidationError extends Error {
-  constructor(message) {
-    super(message);
-    this.name = "ValidationError";
-  }
-}
-
-function validateAge(age) {
-  if (age < 0) {
-    throw new ValidationError("年龄不能为负数");
-  }
-  if (age > 150) {
-    throw new ValidationError("年龄不能超过150岁");
-  }
-  return true;
-}
-
-try {
-  validateAge(-5);
-} catch (error) {
-  if (error instanceof ValidationError) {
-    console.error("验证错误:", error.message);
-  } else {
-    console.error("未知错误:", error.message);
-  }
-}
-```
-
-## 最佳实践
-
-### 代码组织
-
-```javascript
-// 使用 IIFE 避免全局污染
-(function () {
-  "use strict";
-
-  // 私有变量
-  let privateVar = "私有数据";
-
-  // 公共接口
-  window.MyModule = {
-    publicMethod: function () {
-      return privateVar;
-    },
-  };
-})();
-
-// 使用命名空间
-const MyApp = {
-  Utils: {
-    formatDate: function (date) {
-      return date.toLocaleDateString();
-    },
-  },
-  Services: {
-    fetchData: function () {
-      return fetch("/api/data");
-    },
-  },
-};
-```
-
-### 性能优化
-
-```javascript
-// 防抖函数
-function debounce(func, wait) {
-  let timeout;
-  return function executedFunction(...args) {
-    const later = () => {
-      clearTimeout(timeout);
-      func(...args);
-    };
-    clearTimeout(timeout);
-    timeout = setTimeout(later, wait);
-  };
-}
-
-// 节流函数
-function throttle(func, limit) {
-  let inThrottle;
-  return function () {
-    const args = arguments;
-    const context = this;
-    if (!inThrottle) {
-      func.apply(context, args);
-      inThrottle = true;
-      setTimeout(() => (inThrottle = false), limit);
-    }
-  };
-}
-```
-
-## 学习资源
-
-- [MDN JavaScript 文档](https://developer.mozilla.org/zh-CN/docs/Web/JavaScript)
-- [JavaScript 教程 - 菜鸟教程](https://www.runoob.com/js/js-tutorial.html)
-- [JavaScript.info](https://zh.javascript.info/)
-- [ES6 入门教程](https://es6.ruanyifeng.com/)
-
-## 常见问题
-
-### Q: JavaScript 和 Java 有什么关系？
-
-A: 除了名字相似，JavaScript 和 Java 是完全不同的编程语言。JavaScript 主要用于 Web 开发，而 Java 是通用编程语言。
-
-### Q: 如何调试 JavaScript 代码？
-
-A: 使用浏览器开发者工具、console.log()、断点调试、错误处理等技术来调试代码。
-
-### Q: JavaScript 是单线程还是多线程？
-
-A: JavaScript 是单线程的，但通过事件循环和异步编程可以实现并发操作。
diff --git a/beisi_rag/data/docs/tutorial/language/web/_category_.json b/beisi_rag/data/docs/tutorial/language/web/_category_.json
deleted file mode 100644
index aecafb60..00000000
--- a/beisi_rag/data/docs/tutorial/language/web/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "Web",
-  "position": 2
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/practice/_category_.json b/beisi_rag/data/docs/tutorial/practice/_category_.json
deleted file mode 100644
index 79261f8d..00000000
--- a/beisi_rag/data/docs/tutorial/practice/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "练习",
-  "position": 7
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/practice/practice.md b/beisi_rag/data/docs/tutorial/practice/practice.md
deleted file mode 100644
index 191ff151..00000000
--- a/beisi_rag/data/docs/tutorial/practice/practice.md
+++ /dev/null
@@ -1,11 +0,0 @@
----
-sidebar_label: "练习项目"
-sidebar_position: 1
-slug: projects
----
-
-# 练习项目
-
-- [GitHub 练习仓库](https://github.com/beisi-tech/beisi-start)
-
-开始你的编程实践之旅吧！记住，最好的学习方式就是动手实践。
diff --git a/beisi_rag/data/docs/tutorial/tools/GitHub.md b/beisi_rag/data/docs/tutorial/tools/GitHub.md
deleted file mode 100644
index 757e8d9e..00000000
--- a/beisi_rag/data/docs/tutorial/tools/GitHub.md
+++ /dev/null
@@ -1,169 +0,0 @@
----
-sidebar_label: "GitHub"
-sidebar_position: 2
-slug: github
----
-
-# GitHub 教程
-
-## GitHub 唯一推荐教程
-
-[公司 GitHub 教程仓库](https://github.com/beisi-tech/beisi-github-learning)
-
-[原版 GitHub 教程](https://youtu.be/Yn4WNemTV9Y?si=ChRgVBV2vFmYKGwy)
-
-## GitHub 学生福利获取
-
-[GitHub 学生福利获取](https://blog.csdn.net/m0_59118857/article/details/137478138)
-
-## Github 使用教程
-
-- 用自己的账号登录 github 网站https://github.com/
-- ![图片3.1.png](../../../src/image/图片3.1.png)
-
-2. 加入小组的项目，邀请信已经发到各位登录 github 的邮箱里，请去邮箱查收。
-
-![图片3.2.png](../../../src/image/图片3.2.png)
-
-![图片3.3.png](../../../src/image/图片3.3.png)
-
-点击 View invitation，会看到下面的页面
-
-![图片3.4.png](../../../src/image/图片3.4.png)
-
-点击 Accept 接受邀请
-
-![图片3.5.png](../../../src/image/图片3.5.png)
-
-看到我们项目的仓库“vlogPlus”后，就说明仓库加入成功了！此时你可以往小组仓库里上传、下载、修改里面的文件了。
-
-3. 安装 GitHub Desktop
-
-![图片3.6.png](../../../src/image/图片3.6.png)双击运行 GitHubDesktopSetup.exe
-
-![图片3.7.png](../../../src/image/图片3.7.png)
-
-它将会自动完成安装，
-
-![图片3.8.png](../../../src/image/图片3.8.png)
-
-看到这个页面说明安装完成
-再点击![图片3.9.png]../../../../src/image/图片 3.9.png)
-
-![图片3.10.png](../../../src/image/图片3.10.png)
-
-输入你的 github 用户名和密码，登录
-
-![图片3.11.png](../../../src/image/图片3.11.png)
-
-输入你的名字和邮箱，continue
-
-![图片3.12.png](../../../src/image/图片3.12.png)
-
-这里不用选 yes，点 finish
-
-![图片3.13.png](../../../src/image/图片3.13.png)
-
-在右边可以看到我们小组的仓库
-
-![图片3.14.png](../../../src/image/图片3.14.png)
-
-选中我们小组的仓库，点击下发的 Clone 按钮，
-
-![图片3.15.png](../../../src/image/图片3.15.png)
-
-在 local path 处设置要保存在你电脑上的路径，我这里是放在 D 盘下的 vlogPlus 文件夹下，设置好了后点击 Clone
-
-![图片3.16.png](../../../src/image/图片3.16.png)
-
-看到界面变成了这样，说明 Clone 已经完成了，在 D 盘下确实出现了 VlogPlus 文件夹
-
-![图片3.17.png](../../../src/image/图片3.17.png)
-
-4. 上传自己写好的代码
-   例如我写了一个 helloWorld.java，想把它上传到小组的仓库里，请先将你要上传的这个文件放到你本地计算机的仓库里，本教程的例子
-   ![图片3.18.png](../../../src/image/图片3.18.png)
-
-然后回到 GitHub Desktop 这个软件，会发现它检测到了 changes，也就是你修改了你本地计算机上的仓库，添加了一个 helloWorld.java 这个文件
-
-![图片3.19.png](../../../src/image/图片3.19.png)
-
-在左下角填写描述信息，说一说你做了什么修改，一定要说详细，让我们其他组员能看懂，这是代码版本管理中很重要的一个步骤
-
-![图片3.20.png](../../../src/image/图片3.20.png)
-
-说明写好了之后，点击下面的 commit
-然后点击右上角的![图片3.21.png](../../../src/image/图片3.21.png)
-
-![图片3.22.png](../../../src/image/图片3.22.png)
-
-这样就成功把新文件上传到仓库上啦！
-
-5. 修改、删除、同步本地仓库和 github 仓库
-   修改和删除道理一样，只要对你电脑上的仓库里的内容进行了改变，打开 GitHub Desktop 后，它都会检测到有 changes，只要 commit 然后再 push 就可以更新 github 仓库里的内容了。
-   【重要】同步仓库：每个组员每次敲代码之前都要先进行同步，在小组最新版的代码上进行工作，这样可以减少冲突！
-
-   ![图片3.23.png](../../../src/image/图片3.23.png)
-
-点击右上角的 Fetch
-
-![图片3.24.png](../../../src/image/图片3.24.png)
-
-看到这个界面，说明云端的仓库有新版本，也就是说别的组员更新了新的东西上去了。再点击
-
-![(图片3.25.png](../../../src/image/图片3.25.png)，就可以把云端仓库的更新同步到本地计算机的仓库上![图片3.26.png](../../../src/image/图片3.26.png)
-我们可以看到，别的组员新加的或修改的东西已经同步到了我的本机仓库里了。
-
-确认同步工作做完后，大家再开始做各自的开发任务吧！！每个人都要确保自己每次都是在最新版本上做工哦！
-
-## 使用 GitHub Desktop 进行 Fork 和 Pull Request 协作 💻
-
-1. **Fork 仓库**
-
-   - 登录到 [GitHub](https://github.com/)。
-   - 找到目标仓库页面，点击右上角的 `Fork` 按钮。这将在你的个人账户下创建一个该仓库的副本。
-
-2. **安装与登录 GitHub Desktop**
-
-   - 如果尚未安装，请下载并安装 [GitHub Desktop](https://desktop.github.com/)。
-   - 打开 GitHub Desktop，并使用你的 GitHub 账号登录。
-
-3. **克隆 Fork 后的仓库**
-
-   - 在 GitHub Desktop 中，点击 `File -> Clone Repository`。
-   - 在弹出的窗口中选择 `Your Repositories` 标签页，找到你刚刚 Fork 的仓库，然后点击 `Clone` 将其克隆到本地。
-
-4. **修改代码并提交更改**
-
-   - 在本地编辑器中对代码进行修改。
-   - 返回 GitHub Desktop，查看更改详情。
-   - 按照 Git 提交规范 填写提交信息，确保描述清晰准确。
-   - 点击 `Commit to <branch-name>` 提交更改到本地分支。
-
-5. **推送分支到远程仓库**
-
-   - 提交完成后，点击 `Push Origin` 将本地分支推送到你在 GitHub 上的 Fork 仓库。
-
-6. **发起 Pull Request (PR)**
-
-   - 登录到 GitHub 网页端，进入你 Fork 的仓库页面。
-   - 切换到你刚刚推送的分支，点击 `Compare & pull request` 按钮。
-   - 在 PR 页面中，描述你的更改内容（可以包括改动原因、功能说明等）。
-   - 确认无误后，点击 `Create pull request` 提交 PR。
-
-7. **等待审查与合并**
-
-   - 提交 PR 后，等待原仓库的维护者审查你的更改。
-   - 如果审查过程中有反馈或需要修改，可以在同一分支上继续提交新的更改，这些更改会自动更新到现有的 PR 中。
-   - 审查通过后，维护者会将你的更改合并到主仓库。
-
-8. **同步原仓库更新（Sync Fork）**
-   - 如果原仓库有新的更新，你需要同步你的 Fork 仓库以保持最新。
-   - 登录到 GitHub 网页端，进入你 Fork 的仓库页面。
-   - 在页面上方，点击 **`Sync fork`** 按钮，然后选择 **`Update branch`**。  
-     如果没有看到 `Sync fork` 按钮，请确保你当前在主分支（如 `main` 或 `master`）。
-   - 同步完成后，你的 Fork 仓库将包含原仓库的最新更改。
-
-## GitHub 版本回退教程
-
-[GitHub 版本回退教程](https://www.bilibili.com/video/BV1KE411w7Dc/?share_source=copy_web&vd_source=7f54efe1da20c04e64d8b69684311984)
diff --git a/beisi_rag/data/docs/tutorial/tools/MobaXterm.md b/beisi_rag/data/docs/tutorial/tools/MobaXterm.md
deleted file mode 100644
index 539ab403..00000000
--- a/beisi_rag/data/docs/tutorial/tools/MobaXterm.md
+++ /dev/null
@@ -1,607 +0,0 @@
----
-sidebar_label: "MobaXterm"
-sidebar_position: 7
-slug: mobaxterm
----
-
-# MobaXterm 教程
-
-MobaXterm 是一款功能强大的 Windows 终端工具，集成了 SSH、X11、RDP、VNC 等多种远程连接功能，是系统管理员和开发者的得力助手。
-
-## 软件简介
-
-### 主要特点
-
-- 🖥️ **全功能终端**：内置 X server 和 Unix 命令集
-- 🔐 **SSH 客户端**：支持 SSH、Telnet、Rlogin、RDP、VNC
-- 📁 **SFTP 浏览器**：内置图形化文件传输工具
-- 📝 **会话管理**：保存和管理多个远程连接
-- 🔧 **丰富插件**：支持串口、AWS、Docker 等
-- 💻 **多标签界面**：在同一窗口管理多个会话
-- 🎨 **主题定制**：支持多种配色方案
-
-### 版本对比
-
-| 功能            | Home Edition (免费) | Professional Edition (付费) |
-| --------------- | ------------------- | --------------------------- |
-| 基础 SSH/Telnet | ✅                  | ✅                          |
-| SFTP 浏览器     | ✅                  | ✅                          |
-| X11 转发        | ✅                  | ✅                          |
-| 会话数量        | 最多 12 个          | 无限制                      |
-| 密码管理        | ✅                  | ✅ 增强版                   |
-| 宏/脚本         | ✅                  | ✅ 高级功能                 |
-| 技术支持        | 社区                | 官方支持                    |
-
-## 下载与安装
-
-### 下载地址
-
-- 官方网站: https://mobaxterm.mobatek.net/
-- 免费版: [MobaXterm Home Edition](https://mobaxterm.mobatek.net/download-home-edition.html)
-- 专业版: [MobaXterm Professional Edition](https://mobaxterm.mobatek.net/download.html)
-
-### 安装步骤
-
-1. 下载安装包（Installer edition）或便携版（Portable edition）
-2. 双击运行安装程序
-3. 选择安装路径
-4. 点击 "Install" 完成安装
-
-> 💡 提示：便携版无需安装，解压即可使用，适合在 U 盘中携带
-
-## 快速开始
-
-### 创建 SSH 会话
-
-#### 方法一：使用向导创建
-
-1. 启动 MobaXterm
-2. 点击左上角 "Session" 按钮
-3. 选择 "SSH"
-4. 填写连接信息：
-
-```
-Remote host: 192.168.1.100  # 服务器 IP 或域名
-Port: 22                     # SSH 端口，默认 22
-Username: root               # 登录用户名
-```
-
-5. 点击 "OK" 连接
-
-#### 方法二：快速连接
-
-在主界面顶部工具栏：
-
-1. 点击 "Quick connect"
-2. 选择协议: SSH
-3. 输入服务器地址和用户名
-4. 点击 "Connect"
-
-### 使用密钥登录
-
-#### 生成 SSH 密钥
-
-1. 点击菜单 `Tools` → `MobaKeyGen`
-2. 选择密钥类型（推荐 RSA）
-3. 点击 "Generate" 生成密钥
-4. 移动鼠标增加随机性
-5. 设置密钥密码（可选）
-6. 保存私钥和公钥
-
-#### 配置密钥登录
-
-1. 将公钥内容复制到服务器 `~/.ssh/authorized_keys`
-2. 创建 SSH 会话时：
-   - 勾选 "Use private key"
-   - 选择保存的私钥文件
-3. 点击 "OK" 连接
-
-### 保存会话
-
-1. 创建连接后，会话会自动保存
-2. 下次在左侧 "User sessions" 双击即可连接
-3. 右键会话可以：
-   - 编辑会话
-   - 复制会话
-   - 删除会话
-   - 创建快捷方式
-
-## 高级功能
-
-### SFTP 文件传输
-
-#### 使用内置 SFTP 浏览器
-
-1. 连接 SSH 会话后，左侧自动显示 SFTP 浏览器
-2. 双击文件下载到本地
-3. 拖拽文件上传到服务器
-4. 右键文件可以：
-   - 下载/上传
-   - 删除/重命名
-   - 修改权限
-   - 编辑文本文件
-
-#### 批量传输文件
-
-```bash
-# 在 MobaXterm 终端中使用 scp 命令
-# 上传文件
-scp /local/path/file.txt user@server:/remote/path/
-
-# 上传目录
-scp -r /local/path/folder user@server:/remote/path/
-
-# 下载文件
-scp user@server:/remote/path/file.txt /local/path/
-
-# 下载目录
-scp -r user@server:/remote/path/folder /local/path/
-```
-
-### 隧道功能（端口转发）
-
-#### SSH 隧道
-
-在会话设置中配置：
-
-1. 点击 "Network settings" 标签
-2. 配置端口转发：
-
-**本地端口转发**
-
-```
-Local port: 3306
-Remote host: 127.0.0.1
-Remote port: 3306
-```
-
-**远程端口转发**
-
-```
-Remote port: 8080
-Local host: 127.0.0.1
-Local port: 8080
-```
-
-**动态端口转发（SOCKS 代理）**
-
-```
-勾选 "SSH Dynamic Port Forwarding"
-Port: 1080
-```
-
-### X11 转发
-
-#### 启用 X11
-
-1. 在 SSH 会话设置中
-2. 勾选 "X11-Forwarding"
-3. 连接后可以运行 GUI 应用
-
-```bash
-# 在服务器上运行 GUI 应用
-xclock          # 测试 X11
-firefox         # 打开 Firefox
-gedit test.txt  # 编辑文件
-```
-
-### 多窗格分屏
-
-#### 水平分屏
-
-- 快捷键: `Ctrl + Shift + D`
-- 或点击工具栏 "Split Horizontally"
-
-#### 垂直分屏
-
-- 快捷键: `Ctrl + Shift + E`
-- 或点击工具栏 "Split Vertically"
-
-#### 窗格操作
-
-```
-切换窗格: Alt + 方向键
-关闭窗格: Ctrl + Shift + W
-调整大小: Ctrl + 方向键
-```
-
-### 会话同步执行
-
-1. 打开多个 SSH 会话
-2. 点击菜单 `Sessions` → `MultiExec`
-3. 勾选要同步的会话
-4. 输入的命令会在所有选中的会话中执行
-
-```bash
-# 批量更新服务器
-sudo apt update && sudo apt upgrade -y
-
-# 批量重启服务
-systemctl restart nginx
-
-# 批量部署
-cd /var/www && git pull
-```
-
-## 常用配置
-
-### 终端设置
-
-#### 配色方案
-
-1. 点击 `Settings` → `Configuration`
-2. 选择 `Terminal` 标签
-3. 在 "Color scheme" 选择主题：
-   - Monokai
-   - Solarized Dark
-   - Solarized Light
-   - Custom（自定义）
-
-#### 字体设置
-
-```
-Settings → Configuration → Terminal
-Font: Consolas, Courier New, DejaVu Sans Mono
-Size: 10-12
-```
-
-#### 复制粘贴
-
-```
-复制: 选中文本自动复制
-粘贴:
-  - 鼠标右键
-  - Shift + Insert
-  - Ctrl + Shift + V
-```
-
-### 会话配置
-
-#### 自动执行命令
-
-在会话设置中：
-
-1. 点击 "Advanced SSH settings"
-2. 勾选 "Execute command at SSH startup"
-3. 输入命令：
-
-```bash
-cd /var/www/html && ls -la
-```
-
-#### 保持连接
-
-```
-Settings → Configuration → SSH
-勾选 "SSH keepalive"
-Interval: 60 seconds
-```
-
-#### 自动重连
-
-```
-Advanced SSH settings
-勾选 "Autoreconnect to this session"
-```
-
-### 密码管理
-
-#### 主密码保护
-
-1. `Settings` → `Configuration` → `General`
-2. 勾选 "Master password"
-3. 设置主密码
-4. 所有保存的会话密码将加密保护
-
-#### 保存密码
-
-```
-⚠️ 安全提示:
-- 仅在个人计算机上保存密码
-- 使用主密码保护
-- 定期更换密码
-- 敏感服务器使用密钥认证
-```
-
-## 实用技巧
-
-### 快捷键
-
-| 快捷键             | 功能         |
-| ------------------ | ------------ |
-| `Ctrl + Shift + N` | 新建会话     |
-| `Ctrl + Shift + T` | 新建本地终端 |
-| `Ctrl + Shift + D` | 水平分屏     |
-| `Ctrl + Shift + E` | 垂直分屏     |
-| `Ctrl + Tab`       | 切换标签页   |
-| `Ctrl + Shift + W` | 关闭当前标签 |
-| `Ctrl + Shift + F` | 查找         |
-| `Ctrl + Shift + C` | 复制         |
-| `Ctrl + Shift + V` | 粘贴         |
-| `F11`              | 全屏模式     |
-
-### 宏录制
-
-1. 点击 `Tools` → `Macro`
-2. 点击 "Record" 开始录制
-3. 执行要录制的操作
-4. 点击 "Stop" 停止录制
-5. 保存宏并命名
-6. 使用时选择宏并执行
-
-### 命令记录
-
-#### 查看历史命令
-
-1. 点击右侧面板 "Commands" 图标
-2. 查看所有执行过的命令
-3. 双击命令可快速执行
-
-#### 导出命令历史
-
-```bash
-# 命令历史保存在
-%USERPROFILE%\Documents\MobaXterm\home\.bash_history
-```
-
-### 书签功能
-
-#### 创建文件夹书签
-
-1. 在 SFTP 浏览器中右键目录
-2. 选择 "Add to bookmarks"
-3. 设置书签名称
-4. 快速访问常用目录
-
-### 网络工具
-
-#### 内置工具
-
-1. 点击 `Tools` 菜单查看：
-   - Port Scanner（端口扫描）
-   - Network Scanner（网络扫描）
-   - TCP Capture（抓包工具）
-   - Wake On Lan（远程唤醒）
-
-#### 使用端口扫描
-
-```
-Tools → Port Scanner
-Host: 192.168.1.100
-Ports: 1-1000
-点击 "Start scan"
-```
-
-## 插件扩展
-
-### 安装插件
-
-1. 点击 `Settings` → `Configuration`
-2. 选择 `Plugin` 标签
-3. 点击 "Add plugin"
-4. 选择插件文件
-5. 重启 MobaXterm
-
-### 常用插件
-
-- **Cygwin packages**: 添加额外的 Unix 工具
-- **Syntax highlighting**: 代码高亮
-- **Git**: Git 客户端
-- **Docker**: Docker 管理工具
-
-### 安装额外的 Unix 工具
-
-1. 点击 `Settings` → `Configuration`
-2. 选择 `Packages` 标签
-3. 搜索并安装需要的包：
-   - git
-   - vim
-   - wget
-   - curl
-   - python
-   - node
-
-## 最佳实践
-
-### 1. 会话组织
-
-```
-📁 User sessions
-  📁 生产环境
-    🖥️ Web Server 1
-    🖥️ Web Server 2
-    🖥️ Database Server
-  📁 测试环境
-    🖥️ Test Server 1
-    🖥️ Test Server 2
-  📁 开发环境
-    🖥️ Dev Server
-```
-
-### 2. 安全建议
-
-```yaml
-✅ 推荐做法:
-  - 使用 SSH 密钥认证
-  - 启用主密码保护
-  - 定期更新软件
-  - 不保存敏感服务器密码
-  - 使用非标准 SSH 端口
-
-❌ 避免做法:
-  - 在公共计算机上保存密码
-  - 使用弱密码
-  - 禁用 SSH keepalive（可能导致连接断开）
-  - 不备份会话配置
-```
-
-### 3. 性能优化
-
-```yaml
-# 减少内存占用
-Settings → Configuration → General
-勾选 "Light mode"
-
-# 禁用不需要的功能
-Settings → Configuration → Display
-取消勾选不常用的侧边栏工具
-
-# 限制历史记录
-Settings → Configuration → Terminal
-Scrollback: 1000 lines
-```
-
-### 4. 备份配置
-
-#### 导出会话
-
-```
-Sessions → Export sessions
-选择保存位置
-导出为 .mxtsessions 文件
-```
-
-#### 配置文件位置
-
-```
-会话配置: %USERPROFILE%\Documents\MobaXterm\
-持久化目录: %USERPROFILE%\Documents\MobaXterm\home\
-SSH 密钥: %USERPROFILE%\Documents\MobaXterm\home\.ssh\
-```
-
-## 常见问题
-
-### 1. 中文乱码
-
-**解决方案**：
-
-```
-Settings → Configuration → Terminal
-Character encoding: UTF-8
-勾选 "Use Unicode fonts"
-```
-
-### 2. 连接超时
-
-**解决方案**：
-
-```
-Settings → Configuration → SSH
-勾选 "SSH keepalive"
-Interval: 30 seconds
-
-# 或在会话中设置
-Advanced SSH settings
-ServerAliveInterval: 30
-```
-
-### 3. 密钥权限问题
-
-**错误信息**：
-
-```
-WARNING: UNPROTECTED PRIVATE KEY FILE!
-```
-
-**解决方案**：
-
-1. 右键私钥文件 → Properties
-2. Security → Advanced
-3. 禁用继承
-4. 删除其他用户权限
-5. 只保留当前用户的完全控制权限
-
-### 4. X11 转发失败
-
-**解决方案**：
-
-```bash
-# 检查服务器 X11 配置
-sudo nano /etc/ssh/sshd_config
-
-# 确保以下配置启用
-X11Forwarding yes
-X11DisplayOffset 10
-X11UseLocalhost yes
-
-# 重启 SSH 服务
-sudo systemctl restart sshd
-```
-
-### 5. SFTP 上传失败
-
-**可能原因**：
-
-- 权限不足
-- 磁盘空间满
-- 文件名包含特殊字符
-
-**解决方案**：
-
-```bash
-# 检查目录权限
-ls -la /path/to/directory
-
-# 修改权限
-chmod 755 /path/to/directory
-
-# 检查磁盘空间
-df -h
-```
-
-## 与其他工具对比
-
-| 功能     | MobaXterm | PuTTY      | Xshell  | SecureCRT |
-| -------- | --------- | ---------- | ------- | --------- |
-| 价格     | 免费/付费 | 免费       | 付费    | 付费      |
-| 界面     | 现代化    | 简洁       | 现代化  | 专业      |
-| SFTP     | 内置      | 需额外工具 | 内置    | 内置      |
-| X11 转发 | ✅        | 需 Xming   | ✅      | ✅        |
-| 多标签   | ✅        | ❌         | ✅      | ✅        |
-| 会话管理 | ✅ 强大   | 基础       | ✅ 强大 | ✅ 强大   |
-| 便携版   | ✅        | ✅         | ❌      | ❌        |
-| 学习曲线 | 中等      | 简单       | 中等    | 较高      |
-
-## 参考资源
-
-- [MobaXterm 官方网站](https://mobaxterm.mobatek.net/)
-- [官方文档](https://mobaxterm.mobatek.net/documentation.html)
-- [用户论坛](https://mobaxterm.mobatek.net/forum/)
-- [视频教程](https://www.youtube.com/results?search_query=mobaxterm+tutorial)
-- [插件库](https://mobaxterm.mobatek.net/plugins.html)
-
-## 使用场景示例
-
-### 场景 1: 运维管理多台服务器
-
-```yaml
-需求: 管理 10 台 Web 服务器
-方案: 1. 创建会话组织结构
-  2. 使用 SSH 密钥统一认证
-  3. 使用 MultiExec 批量执行命令
-  4. 定期备份会话配置
-```
-
-### 场景 2: 开发环境访问
-
-```yaml
-需求: 访问远程开发服务器，运行 GUI 程序
-方案: 1. 配置 SSH 会话启用 X11 转发
-  2. 设置端口转发访问数据库
-  3. 使用 SFTP 快速传输代码
-  4. 配置宏自动化常用操作
-```
-
-### 场景 3: 应急故障处理
-
-```yaml
-需求: 快速登录服务器排查问题
-方案: 1. 使用快速连接功能
-  2. 多窗格同时查看日志和执行命令
-  3. 使用网络工具诊断问题
-  4. 记录操作历史便于复盘
-```
-
----
-
-MobaXterm 是一款功能强大且易用的 SSH 客户端，无论是系统管理、开发调试还是日常运维，都能提供优秀的体验。掌握其核心功能和技巧，可以大幅提升工作效率！
diff --git a/beisi_rag/data/docs/tutorial/tools/VS Code.md b/beisi_rag/data/docs/tutorial/tools/VS Code.md
deleted file mode 100644
index 6a9b9222..00000000
--- a/beisi_rag/data/docs/tutorial/tools/VS Code.md	
+++ /dev/null
@@ -1,26 +0,0 @@
----
-sidebar_label: "VS Code"
-sidebar_position: 1
-slug: vscode
----
-
-# VS Code 教程
-
-## VS Code 连接远程服务器教程
-
-1. 下载 SSH 远程连接插件
-   ![alt text](../../../src/image/t_image31.png)
-2. 添加远程服务器
-   ![alt text](../../../src/image/t_image32.png)
-3. 输入服务器公网 IP
-   ![alt text](../../../src/image/t_image33.png)
-4. 选择 SSH 配置文件位置，可以保存在本地
-   ![alt text](../../../src/image/t_image34.png)
-
-# Cursor 教程
-
-## 如何重置 cursor 的使用期限
-
-免费使用 Cursor Pro：[点击获取](https://github.com/yuaotian/go-cursor-help)
-
-## Trae 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/_category_.json b/beisi_rag/data/docs/tutorial/tools/_category_.json
deleted file mode 100644
index 62650136..00000000
--- a/beisi_rag/data/docs/tutorial/tools/_category_.json
+++ /dev/null
@@ -1,4 +0,0 @@
-{
-  "label": "工具",
-  "position": 6
-}
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/tools/apifox.md b/beisi_rag/data/docs/tutorial/tools/apifox.md
deleted file mode 100644
index 4953388f..00000000
--- a/beisi_rag/data/docs/tutorial/tools/apifox.md
+++ /dev/null
@@ -1,13 +0,0 @@
----
-sidebar_label: "Apifox"
-sidebar_position: 3
-slug: apifox
----
-
-# Apifox 使用教程
-
-[Apifox 官方教程](https://www.bilibili.com/video/BV1Jc41147xC/)
-
-[Apifox bilibili 官方账号](https://space.bilibili.com/1102302972)
-
-[Apifox 官方文档](https://www.apifox.cn/doc/)
diff --git a/beisi_rag/data/docs/tutorial/tools/navicat.md b/beisi_rag/data/docs/tutorial/tools/navicat.md
deleted file mode 100644
index 6b5c619c..00000000
--- a/beisi_rag/data/docs/tutorial/tools/navicat.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-sidebar_label: "Navicat"
-sidebar_position: 4
-slug: navicat
----
-
-# Navicat 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/photoshop.md b/beisi_rag/data/docs/tutorial/tools/photoshop.md
deleted file mode 100644
index de0cb585..00000000
--- a/beisi_rag/data/docs/tutorial/tools/photoshop.md
+++ /dev/null
@@ -1,7 +0,0 @@
----
-sidebar_label: "Photoshop"
-sidebar_position: 5
-slug: photoshop
----
-
-# Photoshop 教程
diff --git a/beisi_rag/data/docs/tutorial/tools/prettier.md b/beisi_rag/data/docs/tutorial/tools/prettier.md
deleted file mode 100644
index d69e2118..00000000
--- a/beisi_rag/data/docs/tutorial/tools/prettier.md
+++ /dev/null
@@ -1,73 +0,0 @@
----
-sidebar_label: "Prettier"
-sidebar_position: 4
-slug: Prettier
----
-
-# Prettier教程
-
-<br/>
-
-### Prettier工具使用
-#### 获取Prettier
-全局安装Prettier
-```
-npm install -g prettier
-
-yarn global add prettier
-
-pnpm i -g prettier
-```
-
-#### 使用 Prettier
-打开你的终端/Terminal/命令行，不管在IDE的终端里还是在系统的cmd/powershell/terminal都行
-为了了解Prettier的完整功能列表，我们可以直接运行其help命令。
-```
-prettier -h
-```
-常用的两个功能： <b>检查</b>和<b>改正</b>。对prettier传入对应的flag就可以使用。
-<br/>
-比如我们要检查当前所在文件夹的全部文件，我们可以直接运行：
-```
-prettier . -c
-```
-
-这个命令的意思是：检查当前所在文件夹的全部文件，然后根据配置文件中的规则，检查出错的地方，然后在控制台输出文件名和检查结果。
-
-如果 WARN 较多，则说明文件存在格式问题，可以直接修正。如果出现 ERROR 则通常意味着文件出现格式错误（比如没有关闭 Tag），需要自行手动修正。
-
-直接修正则需要运行 `-w` 参数：
-
-```
-prettier . -w
-```
-
-<br/>
-
-### VSCode 集成 Prettier 工具
-1. 在VSCode中的Extension中输入prettier，找到对应的插件并且下载<br/><br/>
-   ![prettier_image1.png](../../../src/image/prettier_image1.png)<br/><br/>
-2. 点击设置<br/><br/>
-   ![prettier_image2.png](../../../src/image/prettier_image2.png)<br/><br/>
-3. 在设置中，按照下图操作<br/><br/>
-   ![prettier_image3.png](../../../src/image/prettier_image3.png)<br/><br/>
-4. 在页面代码处，右键，选择"Format Document"，然后选择prettier，保存页面，页面代码自动格式化<br/><br/>
-   ![prettier_image4.png](../../../src/image/prettier_image4.png)<br/><br/>
-
-
-### Prettier 对部分 Dart 代码不生效
-
-Prettier 对 Dart 的支持是**有限的**。默认情况下，Prettier 仅内置了对 Web / JS / TS / CSS / JSON / Markdown 等文件类型的格式化功能，而 **Dart 语言需要单独的工具链**。
-
-1. 现象
-- `.dart` 文件在运行 `prettier . --write` 时被跳过。
-- VSCode 中保存时没有触发格式化，或提示 “no parser could be inferred for file”。
-
-2. 原因
-Prettier 并未内置 Dart 解析器，社区也未正式维护 Dart 插件。Dart 官方提供了独立的格式化工具 `dart format`，与 Prettier 无缝共存但互不影响。
-
-3. 解决方案
-**使用 Dart 自带格式化器**
-   ```bash
-   dart format .
-   ```
\ No newline at end of file
diff --git a/beisi_rag/data/docs/tutorial/tools/vpn.md b/beisi_rag/data/docs/tutorial/tools/vpn.md
deleted file mode 100644
index 5a17ad79..00000000
--- a/beisi_rag/data/docs/tutorial/tools/vpn.md
+++ /dev/null
@@ -1,55 +0,0 @@
----
-sidebar_label: "VPN"
-sidebar_position: 6
-slug: vpn
----
-
-## 访问外网教程
-
-### 第一部分.打开 VPN 环境
-
-1.如果已经自备 VPN ，则打开 VPN，直接跳到教程第二部分；
-
-![图片2.1.png](../../../src/image/t_image11.png)
-
-2..如果没有自备 Vpn，点击链接https://ikuuu.one注册或登录账号，
-
-![图片2.2.png](../../../src/image/t_image12.png)
-
-按照首页教程打开 VPN 环境，
-
-![图片2.3.png](../../../src/image/t_image13.png)
-
-### 第二部分. 打开 CuteCloud
-
-Vpn 环境下打开网址 ure.best，或者点击链接https://ure.best/register?code=hyoLOeHC，注册或登录账号。使用邀请码hyoLOeHC可以获取优惠。
-
-![图片2.4.png](../../../src/image/t_image14.png)
-
-![图片2.5.png](../../../src/image/t_image15.png)
-
-### 第三部分.获取订阅链接
-
-<u>获取订阅链接或者直接用公司提供的。**（价格一样，但含有高级节点）**</u>
-
-![图片2.6.png](../../../src/image/t_image16.png)
-
-### 第四部分.
-
-1.电脑版如图所示，复制订阅到此处，点击下载 ，
-
-![图片2.7.png](../../../src/image/t_image17.png)
-
-<u>（下载成功后，结果如图所示）</u>
-点击代理手动选择地区，
-
-![图片2.8.png](../../../src/image/t_image18.png)
-
-选好地区之后，点击主页，打开系统代理即可使用。
-
-2.手机版如图所示。
-
-### 第五部分.
-
-免费 VPN 网址
-https://ikuuu.one
diff --git a/beisi_rag/data/docs/tutorial/tutorial-intro.md b/beisi_rag/data/docs/tutorial/tutorial-intro.md
deleted file mode 100644
index c2582f9f..00000000
--- a/beisi_rag/data/docs/tutorial/tutorial-intro.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-sidebar_position: 1
-slug: intro
----
-
-# Tutorial Intro
-
-## 说明
-
-本项目 `tutorial` 是一个涵盖多种技术栈和工具使用的教程集合，旨在帮助开发者快速入门并掌握主流开发工具与框架。内容涵盖前端、后端、数据库、开发环境配置、AI、云服务等多个方向，适合开发者查阅学习。
-
-教程主要形式为 Markdown 文档，结构清晰，附有示例、配置说明与实际操作步骤，部分链接还引用了外部优质内容资源。
-
-适用对象：
-
-- 编程初学者
-- 想拓展技能的开发者
-- 需要查阅配置方法的工程师
diff --git a/beisi_rag/src/ingest_qwen_faiss.py b/beisi_rag/src/ingest_qwen_faiss.py
index 35ba26c3..f7919b16 100644
--- a/beisi_rag/src/ingest_qwen_faiss.py
+++ b/beisi_rag/src/ingest_qwen_faiss.py
@@ -10,7 +10,7 @@
 
 load_dotenv()
 
-DATA_DIR = Path(__file__).parent / "data"
+DATA_DIR = Path(__file__).parent.parent / "my-website" / "docs"
 INDEX_DIR = Path(__file__).parent / "vectordb"
 INDEX_DIR.mkdir(exist_ok=True)