feat(aia): Complete AIA V2.0 with universal streaming capabilities

Major Changes: - Add StreamingService with OpenAI Compatible format - Upgrade Chat component V2 with Ant Design X integration - Implement AIA module with 12 intelligent agents - Update API routes to unified /api/v1 prefix - Update system documentation Backend (~1300 lines): - common/streaming: OpenAI Compatible adapter - modules/aia: 12 agents, conversation service, streaming integration - Update route versions (RVW, PKB to v1) Frontend (~3500 lines): - modules/aia: AgentHub + ChatWorkspace (100% prototype restoration) - shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook - Update API endpoints to v1 Documentation: - AIA module status guide - Universal capabilities catalog - System overview updates - All module documentation sync Tested: Stream response verified, authentication working Status: AIA V2.0 core completed (85%)
2026-01-14 19:15:01 +08:00
parent 3d35e9c58b
commit 1b53ab9d52
386 changed files with 52096 additions and 65238 deletions
--- a/docs/03-业务模块/DC-数据清洗整理/06-开发记录/2025-12-06_工具C_Day1开发完成总结.md
+++ b/docs/03-业务模块/DC-数据清洗整理/06-开发记录/2025-12-06_工具C_Day1开发完成总结.md
@@ -1,34 +1,34 @@
 # 撌亙<E6928C>C Day 1 撘<><E69298>穃<EFBFBD><E7A983>鞉<EFBFBD>餌<EFBFBD>

 > **<2A>交<EFBFBD>**: 2025-12-06  
-> **开发目标**: Python服务扩展 + 环境验证  
-> **开发状态**: ✅ 全部完成
+> **撘<EFBFBD><EFBFBD>𤑳𤌍<EFBFBD>?*: Python<EFBFBD>滚𦛚<EFBFBD>拙<EFBFBD> + <20>臬<EFBFBD>撉諹<E69289>  
+> **撘<EFBFBD><EFBFBD>𤑳𠶖<EFBFBD>?*: <20>?<3F>券<EFBFBD>摰峕<E691B0>

 ---

 ## <20><> 摰峕<E691B0><E5B395><EFBFBD><EFBFBD>璁<EFBFBD><E79281>

-| 任务类别 | 完成任务数 | 总任务数 | 完成率 |
+| 隞餃𦛚蝐餃<EFBFBD> | 摰峕<E691B0>隞餃𦛚<E9A483>?| <20>颱遙<E9A2B1>⊥㺭 | 摰峕<E691B0><E5B395>?|
 |---------|-----------|---------|--------|
-| **Python微服务** | 3 | 3 | 100% |
+| **Python敺格<EFBFBD><EFBFBD>?* | 3 | 3 | 100% |
 | **Node.js<6A>𡒊垢** | 3 | 3 | 100% |
 | **<EFBFBD>蠘<EFBFBD>撉峕𤣰** | 3 | 3 | 100% |
-| **总计** | **9** | **9** | **100%** ✅ |
+| **<EFBFBD>餉恣** | **9** | **9** | **100%** <EFBFBD>?|

 ---

-## ✅ 已完成任务清单
+## <EFBFBD>?撌脣<E6928C><E884A3>𣂷遙<F0A382B7>⊥<EFBFBD><E28AA5>?

-### 1. Python微服务扩展
+### 1. Python敺格<EFBFBD><EFBFBD>⊥<EFBFBD>撅?

-#### 任务1.1: 创建dc_executor.py模块 ✅
- **文件**: `extraction_service/services/dc_executor.py` (427行)
+#### 隞餃𦛚1.1: <EFBFBD>𥕦遣dc_executor.py璅∪<EFBFBD> <20>?
+- **<EFBFBD><EFBFBD>辣**: `extraction_service/services/dc_executor.py` (427銵?
 - **<2A>蠘<EFBFBD>**:
-  - ✅ AST静态代码检查
-  - ✅ 危险模块黑名单（os, sys, subprocess等）
-  - ✅ Pandas代码执行（沙箱环境）
-  - ✅ 超时保护（30秒）
-  - ✅ 异常捕获和错误消息
+  - <EFBFBD>?AST<EFBFBD>蹱<EFBFBD><EFBFBD>誨<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
+  - <EFBFBD>?<3F>梢埯璅∪<E79285>暺穃<E69ABA><E7A983>𤏪<EFBFBD>os, sys, subprocess蝑㚁<EFBFBD>
+  - <EFBFBD>?Pandas隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD>嚗<EFBFBD><EFBFBD>蝞梁㴓憓<EFBFBD><EFBFBD>
+  - <EFBFBD>?頞<>𧒄靽脲擪嚗?0蝘𡜐<E89D98>
+  - <EFBFBD>?撘<>虜<EFBFBD>閗繮<E99697>屸<EFBFBD>霂舀<E99C82><E88880>?

 **<EFBFBD>詨<EFBFBD>隞<EFBFBD><EFBFBD>**:
 ```python
@@ -42,7 +42,7 @@ DANGEROUS_MODULES = {
 }

 def validate_code(code: str) -> Dict[str, Any]:
-    # AST安全检查
+    # AST摰匧<EFBFBD>璉<EFBFBD><EFBFBD>?
    tree = ast.parse(code)
    visitor = SecurityVisitor()
    visitor.visit(tree)
@@ -60,11 +60,11 @@ def execute_pandas_code(data: List[Dict], code: str) -> Dict[str, Any]:
    return {"success": True, "result_data": result_data, ...}
 ```

-#### 任务1.2: 扩展main.py添加DC端点 ✅
- **文件**: `extraction_service/main.py` (617行)
+#### 隞餃𦛚1.2: <EFBFBD>拙<EFBFBD>main.py瘛餃<EFBFBD>DC蝡舐<EFBFBD> <20>?
+- **<EFBFBD><EFBFBD>辣**: `extraction_service/main.py` (617銵?
 - **<2A>啣<EFBFBD>蝡舐<E89DA1>**:
-  - ✅ `POST /api/dc/validate` - 代码安全验证
-  - ✅ `POST /api/dc/execute` - Pandas代码执行
+  - <EFBFBD>?`POST /api/dc/validate` - 隞<EFBFBD><EFBFBD>摰匧<EFBFBD>撉諹<EFBFBD>
+  - <EFBFBD>?`POST /api/dc/execute` - Pandas隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD>
 - **雿輻鍂Pydantic璅∪<E79285>**:
  ```python
  class ValidateCodeRequest(BaseModel):
@@ -75,38 +75,38 @@ def execute_pandas_code(data: List[Dict], code: str) -> Dict[str, Any]:
      code: str
  ```

-#### 任务1.3: Python服务测试 ✅
+#### 隞餃𦛚1.3: Python<EFBFBD>滚𦛚瘚贝<EFBFBD> <20>?
 - **瘚贝<E7989A><E8B49D>𡁏𧋦**: `test_module.py`, `quick_test.py`
 - **瘚贝<E7989A>蝏𤘪<E89D8F>**: 
-  - ✅ 健康检查: 200 OK
-  - ✅ 代码验证（正常代码）: `{"valid": true}`
-  - ✅ 代码验证（危险代码）: `{"valid": false, "errors": ["禁止导入危险模块: os"]}`
-  - ✅ 代码执行: `{"success": true, "result_data": [{"age": 25, "old": false}, {"age": 65, "old": true}]}`
+  - <EFBFBD>?<3F>亙熒璉<E78692><E79289>? 200 OK
+  - <EFBFBD>?隞<><E99A9E>撉諹<E69289>嚗<EFBFBD>迤撣訾誨<E8A8BE><E8AAA8><EFBFBD>: `{"valid": true}`
+  - <EFBFBD>?隞<><E99A9E>撉諹<E69289>嚗<EFBFBD>暒<EFBFBD>拐誨<E68B90><E8AAA8><EFBFBD>: `{"valid": false, "errors": ["蝳<EFBFBD>迫撖澆<EFBFBD><EFBFBD>梢埯璅∪<EFBFBD>: os"]}`
+  - <EFBFBD>?隞<><E99A9E><EFBFBD>扯<EFBFBD>: `{"success": true, "result_data": [{"age": 25, "old": false}, {"age": 65, "old": true}]}`

 ---

 ### 2. Node.js<6A>𡒊垢<F0A1928A><E59EA2><EFBFBD>

-#### 任务2.1: 创建文件夹结构 ✅
+#### 隞餃𦛚2.1: <EFBFBD>𥕦遣<EFBFBD><EFBFBD>辣憭寧<EFBFBD><EFBFBD>?<3F>?
 ```
 backend/src/modules/dc/tool-c/
 <EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> services/
-│   └── PythonExecutorService.ts    # 167行
+<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> PythonExecutorService.ts    # 167銵?
 <EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> controllers/
-│   └── TestController.ts           # 137行
+<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> TestController.ts           # 137銵?
 <EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> routes/
-│   └── index.ts                    # 27行
-└── README.md                        # 183行
+<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> index.ts                    # 27銵?
+<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD> README.md                        # 183銵?
 ```

-#### 任务2.2: 实现PythonExecutorService.ts ✅
+#### 隞餃𦛚2.2: 摰䂿緵PythonExecutorService.ts <EFBFBD>?
 - **<2A><>辣**: `backend/src/modules/dc/tool-c/services/PythonExecutorService.ts`
 - **<2A>蠘<EFBFBD>**:
-  - ✅ 封装axios调用Python微服务
-  - ✅ `validateCode()` - 调用代码验证API
-  - ✅ `executeCode()` - 调用代码执行API
-  - ✅ `healthCheck()` - 测试Python服务连接
-  - ✅ 完整的错误处理和超时控制
+  - <EFBFBD>?撠<><E692A0>axios靚<EFBFBD>鍂Python敺格<EFBFBD><EFBFBD>?
+  - <EFBFBD>?`validateCode()` - 靚<EFBFBD>鍂隞<EFBFBD><EFBFBD>撉諹<EFBFBD>API
+  - <EFBFBD>?`executeCode()` - 靚<EFBFBD>鍂隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD>API
+  - <EFBFBD>?`healthCheck()` - 瘚贝<EFBFBD>Python<EFBFBD>滚𦛚餈墧𦻖
+  - <EFBFBD>?摰峕㟲<E5B395><E39FB2><EFBFBD>霂臬<E99C82><E887AC><EFBFBD><EFBFBD>頞<EFBFBD>𧒄<EFBFBD>批<EFBFBD>

 **<2A>詨<EFBFBD>隞<EFBFBD><E99A9E>**:
 ```typescript
@@ -130,30 +130,30 @@ export class PythonExecutorService {
 }
 ```

-#### 任务2.3: 创建测试控制器和路由 ✅
- **控制器**: `TestController.ts`
-  - `GET /test/health` - 测试Python服务健康检查
+#### 隞餃𦛚2.3: <EFBFBD>𥕦遣瘚贝<EFBFBD><EFBFBD>批<EFBFBD><EFBFBD>典<EFBFBD>頝舐眏 <20>?
+- **<EFBFBD>批<EFBFBD><EFBFBD>?*: `TestController.ts`
+  - `GET /test/health` - 瘚贝<EFBFBD>Python<EFBFBD>滚𦛚<EFBFBD>亙熒璉<EFBFBD><EFBFBD>?
  - `POST /test/validate` - 瘚贝<E7989A>隞<EFBFBD><E99A9E>撉諹<E69289>
  - `POST /test/execute` - 瘚贝<E7989A>隞<EFBFBD><E99A9E><EFBFBD>扯<EFBFBD>

- **路由注册**: 已在 `dc/index.ts` 中注册
+- **頝舐眏瘜典<EFBFBD>**: 撌脣銁 `dc/index.ts` 銝剜釣<EFBFBD>?
  ```typescript
  await fastify.register(async (instance) => {
    await toolCRoutes(instance);
  }, { prefix: '/api/v1/dc/tool-c' });
  ```

-#### 任务2.4: 配置环境变量 ✅
- **变量名**: `EXTRACTION_SERVICE_URL`
- **默认值**: `http://localhost:8000`
+#### 隞餃𦛚2.4: <EFBFBD>滨蔭<EFBFBD>臬<EFBFBD><EFBFBD>㗛<EFBFBD> <20>?
+- **<EFBFBD>㗛<EFBFBD><EFBFBD>?*: `EXTRACTION_SERVICE_URL`
+- **暺䁅恕<EFBFBD>?*: `http://localhost:8000`
 - **<2A>滨蔭雿滨蔭**: `backend/.env`
- **文档**: 已在 `tool-c/README.md` 中说明
+- **<EFBFBD><EFBFBD>﹝**: 撌脣銁 `tool-c/README.md` 銝剛秩<EFBFBD>?

 ---

 ### 3. <20>蠘<EFBFBD>撉峕𤣰瘚贝<E7989A>

-#### 验收3.1: Python执行简单Pandas代码成功 ✅
+#### 撉峕𤣰3.1: Python<EFBFBD>扯<EFBFBD>蝞<EFBFBD><EFBFBD>𠠬andas隞<EFBFBD><EFBFBD><EFBFBD>𣂼<EFBFBD> <20>?
 **瘚贝<E7989A>颲枏<E9A2B2>**:
 ```json
 {
@@ -174,9 +174,9 @@ export class PythonExecutorService {
  "result_shape": [2, 2]
 }
 ```
-✅ **成功！新列 `old` 正确添加**
+<EFBFBD>?**<2A>𣂼<EFBFBD>嚗<EFBFBD>鰵<EFBFBD>?`old` 甇<EFBFBD>＆瘛餃<EFBFBD>**

-#### 验收3.2: AST拦截危险代码成功 ✅
+#### 撉峕𤣰3.2: AST<EFBFBD>行⏛<EFBFBD>梢埯隞<EFBFBD><EFBFBD><EFBFBD>𣂼<EFBFBD> <20>?
 **瘚贝<E7989A>颲枏<E9A2B2>**:
 ```json
 {
@@ -188,62 +188,62 @@ export class PythonExecutorService {
 ```json
 {
  "valid": false,
-  "errors": ["🚫 禁止导入危险模块: os (行 1)"],
-  "warnings": ["⚠️  代码中未使用 df 变量，可能无法操作数据"]
+  "errors": ["<EFBFBD>麱 蝳<>迫撖澆<E69296><E6BE86>梢埯璅∪<E79285>: os (銵?1)"],
+  "warnings": ["<EFBFBD>𩤃<EFBFBD>  隞<><E99A9E>銝剜𧊋雿輻鍂 df <20>㗛<EFBFBD>嚗<EFBFBD>虾<EFBFBD>賣<EFBFBD>瘜閙<E7989C>雿𨀣㺭<F0A880A3>?]
 }
 ```
-✅ **成功！危险代码被拦截，不允许执行**
+<EFBFBD>?**<2A>𣂼<EFBFBD>嚗<EFBFBD>暒<EFBFBD>拐誨<E68B90><E8AAA8>◤<EFBFBD>行⏛嚗䔶<E59A97><E494B6><EFBFBD>捂<EFBFBD>扯<EFBFBD>**

-#### 验收3.3: Node.js成功调用Python服务 ✅
+#### 撉峕𤣰3.3: Node.js<EFBFBD>𣂼<EFBFBD>靚<EFBFBD>鍂Python<EFBFBD>滚𦛚 <20>?
 - **瘚贝<E7989A><E8B49D>孵<EFBFBD>**: PowerShell<6C>湔𦻖瘚贝<E7989A>HTTP API
- **健康检查**: ✅ 200 OK
- **代码验证**: ✅ 正常返回验证结果
- **代码执行**: ✅ 正常返回执行结果
- **Node.js集成**: ✅ `PythonExecutorService` 正确封装所有功能
+- **<EFBFBD>亙熒璉<EFBFBD><EFBFBD>?*: <EFBFBD>?200 OK
+- **隞<EFBFBD><EFBFBD>撉諹<EFBFBD>**: <20>?甇<>虜餈𥪜<E9A488>撉諹<E69289>蝏𤘪<E89D8F>
+- **隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD>**: <20>?甇<>虜餈𥪜<E9A488><F0A5AA9C>扯<EFBFBD>蝏𤘪<E89D8F>
+- **Node.js<EFBFBD><EFBFBD><EFBFBD>**: <EFBFBD>?`PythonExecutorService` 甇<EFBFBD>＆撠<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>匧<EFBFBD><EFBFBD>?

 ---

 ## <20><> <20>啣<EFBFBD><E595A3><EFBFBD>辣皜<E8BEA3><E79A9C>

-### Python微服务
-1. `extraction_service/services/dc_executor.py` - 427行
-2. `extraction_service/test_module.py` - 27行
-3. `extraction_service/quick_test.py` - 64行
-4. `extraction_service/test_execute_simple.py` - 51行
+### Python敺格<EFBFBD><EFBFBD>?
+1. `extraction_service/services/dc_executor.py` - 427銵?
+2. `extraction_service/test_module.py` - 27銵?
+3. `extraction_service/quick_test.py` - 64銵?
+4. `extraction_service/test_execute_simple.py` - 51銵?

 ### Node.js<6A>𡒊垢
-5. `backend/src/modules/dc/tool-c/services/PythonExecutorService.ts` - 167行
-6. `backend/src/modules/dc/tool-c/controllers/TestController.ts` - 137行
-7. `backend/src/modules/dc/tool-c/routes/index.ts` - 27行
-8. `backend/src/modules/dc/tool-c/README.md` - 183行
+5. `backend/src/modules/dc/tool-c/services/PythonExecutorService.ts` - 167銵?
+6. `backend/src/modules/dc/tool-c/controllers/TestController.ts` - 137銵?
+7. `backend/src/modules/dc/tool-c/routes/index.ts` - 27銵?
+8. `backend/src/modules/dc/tool-c/README.md` - 183銵?

 ### <20><>﹝
-9. `docs/03-业务模块/DC-数据清洗整理/06-开发记录/2025-12-06_工具C_Day1开发完成总结.md` - 本文件
+9. `docs/03-銝𡁜𦛚璅∪<EFBFBD>/DC-<2D>唳旿皜<E697BF><E79A9C><EFBFBD>渡<EFBFBD>/06-撘<><E69298>𤏸扇敶?2025-12-06_撌亙<EFBFBD>C_Day1撘<EFBFBD><EFBFBD>穃<EFBFBD><EFBFBD>鞉<EFBFBD>餌<EFBFBD>.md` - <EFBFBD>祆<EFBFBD>隞?

-**新增代码总计**: ~1,300+ 行
+**<EFBFBD>啣<EFBFBD>隞<EFBFBD><EFBFBD><EFBFBD>餉恣**: ~1,300+ 銵?

 ---

 ## <20>㴓 <20>詨<EFBFBD><E8A9A8>蠘<EFBFBD>撉諹<E69289>

-| 功能 | 状态 | 说明 |
+| <EFBFBD>蠘<EFBFBD> | <20>嗆<EFBFBD>?| 霂湔<E99C82> |
 |------|------|------|
-| **AST静态检查** | ✅ | 成功拦截危险模块导入 |
-| **Pandas代码执行** | ✅ | 成功执行数据处理代码 |
-| **超时保护** | ✅ | 30秒超时机制已实现 |
-| **错误处理** | ✅ | 完整的异常捕获和消息 |
-| **Node.js集成** | ✅ | 成功封装Python服务调用 |
-| **HTTP通信** | ✅ | FastAPI + Axios正常工作 |
+| **AST<EFBFBD>蹱<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?* | <20>?| <20>𣂼<EFBFBD><F0A382BC>行⏛<E8A18C>梢埯璅∪<E79285>撖澆<E69296> |
+| **Pandas隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD>** | <20>?| <20>𣂼<EFBFBD><F0A382BC>扯<EFBFBD><E689AF>唳旿憭<E697BF><E686AD>隞<EFBFBD><E99A9E> |
+| **頞<EFBFBD>𧒄靽脲擪** | <EFBFBD>?| 30蝘坿<EFBFBD><EFBFBD>嗆㦤<EFBFBD>嗅歇摰䂿緵 |
+| **<EFBFBD>躰秤憭<EFBFBD><EFBFBD>** | <20>?| 摰峕㟲<E5B395><E39FB2><EFBFBD>撣豢<E692A3><E8B1A2>瑕<EFBFBD>瘨<EFBFBD><E798A8> |
+| **Node.js<EFBFBD><EFBFBD><EFBFBD>** | <EFBFBD>?| <20>𣂼<EFBFBD>撠<EFBFBD><E692A0>Python<6F>滚𦛚靚<F0A69B9A>鍂 |
+| **HTTP<EFBFBD>帋縑** | <EFBFBD>?| FastAPI + Axios甇<EFBFBD>虜撌乩<EFBFBD> |

 ---

-## 🔍 技术难点解决
+## <EFBFBD><EFBFBD> <20><><EFBFBD>舫𠗕<E888AB>寡圾<E5AFA1>?

 ### <20>曄<EFBFBD>1: test_module.py<70>𣂼<EFBFBD>雿<EFBFBD>uick_test.py憭梯揖
 **<2A>啗情**: 
- 直接Python函数调用 ✅ 成功
- requests库HTTP调用 ❌ 503错误
- PowerShell HTTP调用 ✅ 成功
+- <EFBFBD>湔𦻖Python<EFBFBD>賣㺭靚<EFBFBD>鍂 <20>?<3F>𣂼<EFBFBD>
+- requests摨鐈TTP靚<EFBFBD>鍂 <20>?503<30>躰秤
+- PowerShell HTTP靚<EFBFBD>鍂 <20>?<3F>𣂼<EFBFBD>

 **<2A>笔<EFBFBD><E7AC94><EFBFBD><EFBFBD>**:
 - API摰鮋<E691B0>甇<EFBFBD>虜撌乩<E6928C>
@@ -253,12 +253,12 @@ export class PythonExecutorService {
 **閫<><E996AB><EFBFBD>寞<EFBFBD>**:
 - 雿輻鍂PowerShell<6C>湔𦻖瘚贝<E7989A>撉諹<E69289>API<50>蠘<EFBFBD>
 - <20>𥕦遣test_module.py撉諹<E69289>摨訫<E691A8><E8A8AB>餉<EFBFBD>
- 确认API完全正常后继续开发
+- 蝖株恕API摰<EFBFBD><EFBFBD>甇<EFBFBD>虜<EFBFBD>𡒊誧蝏剖<EFBFBD><EFBFBD>?

-### 难点2: FastAPI请求体验证失败
+### <EFBFBD>曄<EFBFBD>2: FastAPI霂瑟<EFBFBD>雿㯄<EFBFBD>霂<EFBFBD>仃韐?
 **<2A>桅<EFBFBD>**: <20>嘥<EFBFBD>雿輻鍂 `dict` 蝐餃<E89D90>撖潸稲400<30>躰秤

-**解决方案**: 使用Pydantic模型定义请求体
+**閫<EFBFBD><EFBFBD><EFBFBD>寞<EFBFBD>**: 雿輻鍂Pydantic璅∪<EFBFBD>摰帋<EFBFBD>霂瑟<EFBFBD>雿?
 ```python
 class ExecuteCodeRequest(BaseModel):
    data: List[Dict[str, Any]]
@@ -273,7 +273,7 @@ async def execute_pandas_code_endpoint(request: ExecuteCodeRequest):
 ### <20>曄<EFBFBD>3: PowerShell<6C>賭誘霂剜<E99C82><E5899C>桅<EFBFBD>
 **<2A>桅<EFBFBD>**: `&&` <20>沌owerShell銝凋<E98A9D><E5878B>舀<EFBFBD>

-**解决方案**: 分步执行命令或使用 `;`
+**閫<EFBFBD><EFBFBD><EFBFBD>寞<EFBFBD>**: <20><>郊<EFBFBD>扯<EFBFBD><E689AF>賭誘<E8B3AD>碶蝙<E7A2B6>?`;`
 ```powershell
 # <20>躰秤
 cd path && command
@@ -286,35 +286,35 @@ cd path; command

 ## <20><> 隞<><E99A9E>韐券<E99F90><E588B8><EFBFBD><EFBFBD>

-| 指标 | 数值 | 说明 |
+| <EFBFBD><EFBFBD><EFBFBD> | <20>啣<EFBFBD>?| 霂湔<E99C82> |
 |------|------|------|
-| **新增代码行数** | ~1,300 行 | 包含注释和文档 |
+| **<EFBFBD>啣<EFBFBD>隞<EFBFBD><EFBFBD>銵峕㺭** | ~1,300 銵?| <20><>鉄瘜券<E7989C><E588B8>峕<EFBFBD>獢?|
 | **<2A>賣㺭瘚贝<E7989A>閬<EFBFBD><E996AC>** | 100% | <20><><EFBFBD>㗇瓲敹<E793B2>遆<EFBFBD>圈<EFBFBD>蝏讛<E89D8F>瘚贝<E7989A> |
-| **错误处理完整性** | 100% | 所有异常场景都有处理 |
-| **代码复用** | 高 | 复用平台 logger, axios等 |
-| **安全性** | 高 | AST检查 + 沙箱 + 超时 |
+| **<EFBFBD>躰秤憭<EFBFBD><EFBFBD>摰峕㟲<EFBFBD>?* | 100% | <20><><EFBFBD>匧<EFBFBD>撣詨㦤<E8A9A8>舫<EFBFBD><E888AB>匧<EFBFBD><E58CA7>?|
+| **隞<EFBFBD><EFBFBD>憭滨鍂** | 擃?| 憭滨鍂撟喳蝱 logger, axios蝑?|
+| **摰匧<EFBFBD><EFBFBD>?* | 擃?| AST璉<EFBFBD><EFBFBD>?+ 瘝嗵拳 + 頞<>𧒄 |

 ---

-## 🚀 API端点汇总
+## <EFBFBD><EFBFBD> API蝡舐<EFBFBD>瘙<EFBFBD><EFBFBD>?

-### Python微服务 (http://localhost:8000)
-| 方法 | 端点 | 功能 | 状态 |
+### Python敺格<EFBFBD><EFBFBD>?(http://localhost:8000)
+| <EFBFBD>寞<EFBFBD> | 蝡舐<E89DA1> | <20>蠘<EFBFBD> | <20>嗆<EFBFBD>?|
 |------|------|------|------|
-| GET | `/api/health` | 健康检查 | ✅ |
-| POST | `/api/dc/validate` | 代码验证 | ✅ |
-| POST | `/api/dc/execute` | 代码执行 | ✅ |
+| GET | `/api/health` | <EFBFBD>亙熒璉<EFBFBD><EFBFBD>?| <20>?|
+| POST | `/api/dc/validate` | 隞<EFBFBD><EFBFBD>撉諹<EFBFBD> | <EFBFBD>?|
+| POST | `/api/dc/execute` | 隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD> | <EFBFBD>?|

 ### Node.js<6A>𡒊垢 (http://localhost:3000)
-| 方法 | 端点 | 功能 | 状态 |
+| <EFBFBD>寞<EFBFBD> | 蝡舐<E89DA1> | <20>蠘<EFBFBD> | <20>嗆<EFBFBD>?|
 |------|------|------|------|
-| GET | `/api/v1/dc/tool-c/test/health` | 测试Python服务 | ✅ |
-| POST | `/api/v1/dc/tool-c/test/validate` | 测试代码验证 | ✅ |
-| POST | `/api/v1/dc/tool-c/test/execute` | 测试代码执行 | ✅ |
+| GET | `/api/v1/dc/tool-c/test/health` | 瘚贝<EFBFBD>Python<EFBFBD>滚𦛚 | <EFBFBD>?|
+| POST | `/api/v1/dc/tool-c/test/validate` | 瘚贝<EFBFBD>隞<EFBFBD><EFBFBD>撉諹<EFBFBD> | <EFBFBD>?|
+| POST | `/api/v1/dc/tool-c/test/execute` | 瘚贝<EFBFBD>隞<EFBFBD><EFBFBD><EFBFBD>扯<EFBFBD> | <EFBFBD>?|

 ---

-## 📝 待办事项（Day 2）
+## <EFBFBD><EFBFBD> 敺<><E695BA>鈭钅★嚗㇄ay 2嚗?

 ### Session蝞∠<E89D9E>
 - [ ] <20>𥕦遣 `DcToolCSession` Prisma Schema
@@ -325,13 +325,13 @@ cd path; command
 ### AI隞<49><E99A9E><EFBFBD><EFBFBD><EFBFBD>
 - [ ] <20>𥕦遣 `AICodeService.ts`
 - [ ] <20><><EFBFBD>LLMFactory
- [ ] 设计System Prompt（含Few-shot示例）
+- [ ] 霈曇恣System Prompt嚗<EFBFBD>鉄Few-shot蝷箔<EFBFBD>嚗?
 - [ ] 摰䂿緵<E482BF>芣<EFBFBD>靽格迤<E6A0BC>箏<EFBFBD>

 ### <20>唳旿憭<E697BF><E686AD>
 - [ ] <20>𥕦遣 `DataProcessService.ts`
- [ ] Excel文件上传和解析
- [ ] 编码检测（chardet）
+- [ ] Excel<EFBFBD><EFBFBD>辣銝𠹺<EFBFBD><EFBFBD>諹圾<EFBFBD>?
+- [ ] 蝻𣇉<EFBFBD>璉<EFBFBD>瘚页<EFBFBD>chardet嚗?
 - [ ] <20>唳旿<E594B3>澆<EFBFBD>頧祆揢

 ---
@@ -339,35 +339,36 @@ cd path; command
 ## <20><> Day 1 <20>餌<EFBFBD>

 ### <20>鞉<EFBFBD>
- ✅ **Python微服务扩展完成**: 2个新API端点，完整的AST检查和代码执行
- ✅ **Node.js后端集成完成**: 完整的服务封装和错误处理
- ✅ **端到端测试通过**: 所有核心功能验证成功
- ✅ **代码质量高**: 完整的注释、错误处理、日志记录
+- <EFBFBD>?**Python敺格<EFBFBD><EFBFBD>⊥<EFBFBD>撅訫<EFBFBD><EFBFBD>?*: 2銝芣鰵API蝡舐<E89DA1>嚗<EFBFBD><E59A97><EFBFBD>渡<EFBFBD>AST璉<54><E79289>亙<EFBFBD>隞<EFBFBD><E99A9E><EFBFBD>扯<EFBFBD>
+- <EFBFBD>?**Node.js<EFBFBD>𡒊垢<EFBFBD><EFBFBD><EFBFBD>摰峕<EFBFBD>**: 摰峕㟲<EFBFBD><EFBFBD><EFBFBD><EFBFBD>∪<EFBFBD>鋆<EFBFBD><EFBFBD><EFBFBD>躰秤憭<EFBFBD><EFBFBD>
+- <EFBFBD>?**蝡臬<E89DA1>蝡舀<E89DA1>霂閖<E99C82>朞<EFBFBD>**: <EFBFBD><EFBFBD><EFBFBD>㗇瓲敹<EFBFBD><EFBFBD><EFBFBD>賡<EFBFBD>霂<EFBFBD><EFBFBD><EFBFBD>?
+- <EFBFBD>?**隞<><E99A9E>韐券<E99F90>擃?*: 摰峕㟲<E5B395><E39FB2>釣<EFBFBD>𨳍<EFBFBD><F0A8B38D><EFBFBD>霂臬<E99C82><E887AC><EFBFBD><EFBFBD><EFBFBD>𠯫敹𡑒扇敶?

-### 技术亮点
-1. **AST静态分析**: 在代码执行前进行安全检查，拦截危险操作
+### <EFBFBD><EFBFBD><EFBFBD>臭漁<EFBFBD>?
+1. **AST<EFBFBD>蹱<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?*: <20>其誨<E585B6><E8AAA8><EFBFBD>銵<EFBFBD><E98AB5>餈𥡝<E9A488>摰匧<E691B0>璉<EFBFBD><E79289>伐<EFBFBD><E4BC90>行⏛<E8A18C>梢埯<E6A2A2>滢<EFBFBD>
 2. **瘝嗵拳<E597B5>扯<EFBFBD><E689AF>臬<EFBFBD>**: <20>𣂼<EFBFBD><F0A382BC>舐鍂璅∪<E79285><E288AA><EFBFBD>遆<EFBFBD>堆<EFBFBD>蝖桐<E89D96>摰匧<E691B0>
 3. **頞<>𧒄靽脲擪**: <20>脫迫<E884AB>嗆<EFBFBD>隞<EFBFBD><E99A9E><EFBFBD>𣳇<EFBFBD>敺芰㴓
 4. **摰峕㟲<E5B395>躰秤憭<E7A7A4><E686AD>**: 隞窰ython<6F>衹ode.js<6A><73><EFBFBD><EFBFBD>湧<EFBFBD>霂臭<E99C82><E887AD>㘾曎
-5. **服务解耦**: Python和Node.js通过HTTP REST API通信
+5. **<EFBFBD>滚𦛚閫<EFBFBD><EFBFBD>?*: Python<EFBFBD>𨨲ode.js<EFBFBD>朞<EFBFBD>HTTP REST API<EFBFBD>帋縑

-### 开发效率
+### 撘<EFBFBD><EFBFBD>烐<EFBFBD><EFBFBD>?
 - **霈∪<E99C88>撌交𧒄**: 6-8撠𤩺𧒄
 - **摰鮋<E691B0>撌交𧒄**: ~6撠𤩺𧒄
- **任务完成率**: 100% (9/9)
- **代码质量**: 高（完整注释+测试）
+- **隞餃𦛚摰峕<EFBFBD><EFBFBD>?*: 100% (9/9)
+- **隞<EFBFBD><EFBFBD>韐券<EFBFBD>**: 擃矋<E69383>摰峕㟲瘜券<E7989C>+瘚贝<E7989A>嚗?

-### 下一步重点
-1. 实现Session管理（数据库+OSS）
+### 銝衤<EFBFBD>甇仿<EFBFBD><EFBFBD>?
+1. 摰䂿緵Session蝞∠<EFBFBD>嚗<EFBFBD>㺭<EFBFBD>桀<EFBFBD>+OSS嚗?
 2. <20><><EFBFBD>LLMFactory餈𥡝<E9A488>AI隞<49><E99A9E><EFBFBD><EFBFBD><EFBFBD>
 3. 摰䂿緵<E482BF>滨垢<E6BBA8>箇<EFBFBD>獢<EFBFBD>沲
-4. 端到端功能测试
+4. 蝡臬<EFBFBD>蝡臬<EFBFBD><EFBFBD>賣<EFBFBD>霂?

 ---

-**开发者**: AI Assistant  
-**审核状态**: ✅ 待用户验收  
-**下一步**: Day 2 - Session管理 + AI代码生成
+**撘<EFBFBD><EFBFBD>𤏸<EFBFBD>?*: AI Assistant  
+**摰⊥瓲<EFBFBD>嗆<EFBFBD>?*: <20>?敺<>鍂<EFBFBD>琿<EFBFBD><E790BF>? 
+**銝衤<EFBFBD>甇?*: Day 2 - Session蝞∠<EFBFBD> + AI隞<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
+