AIclinicalresearch/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

# 撌亙<E6928C>C Day 1 撘<><E69298>穃<EFBFBD><E7A983>鞉<EFBFBD>餌<EFBFBD>

> **<2A>交<EFBFBD>**: 2025-12-06  
> **撘<><E69298>𤑳𤌍<F0A491B3>?*: Python<6F>滚𦛚<E6BB9A>拙<EFBFBD> + <20>臬<EFBFBD>撉諹<E69289>  
> **撘<><E69298>𤑳𠶖<F0A491B3>?*: <20>?<3F>券<EFBFBD>摰峕<E691B0>

---

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

| 隞餃𦛚蝐餃<E89D90> | 摰峕<E691B0>隞餃𦛚<E9A483>?| <20>颱遙<E9A2B1>⊥㺭 | 摰峕<E691B0><E5B395>?|
|---------|-----------|---------|--------|
| **Python敺格<E695BA><E6A0BC>?* | 3 | 3 | 100% |
| **Node.js<6A>𡒊垢** | 3 | 3 | 100% |
| **<EFBFBD>蠘<EFBFBD>撉峕𤣰** | 3 | 3 | 100% |
| **<EFBFBD>餉恣** | **9** | **9** | **100%** <20>?|

---

## <20>?撌脣<E6928C><E884A3>𣂷遙<F0A382B7>⊥<EFBFBD><E28AA5>?

### 1. Python敺格<E695BA><E6A0BC>⊥<EFBFBD>撅?

#### 隞餃𦛚1.1: <20>𥕦遣dc_executor.py璅∪<E79285> <20>?
- **<2A><>辣**: `extraction_service/services/dc_executor.py` (427銵?
- **<2A>蠘<EFBFBD>**:
  - <20>?AST<53>蹱<EFBFBD><E8B9B1>誨<EFBFBD><E8AAA8><EFBFBD><EFBFBD>?
  - <20>?<3F>梢埯璅∪<E79285>暺穃<E69ABA><E7A983>𤏪<EFBFBD>os, sys, subprocess蝑㚁<E89D91>
  - <20>?Pandas隞<73><E99A9E><EFBFBD>扯<EFBFBD>嚗<EFBFBD><E59A97>蝞梁㴓憓<E3B493><E68693>
  - <20>?頞<>𧒄靽脲擪嚗?0蝘𡜐<E89D98>
  - <20>?撘<>虜<EFBFBD>閗繮<E99697>屸<EFBFBD>霂舀<E99C82><E88880>?

**<EFBFBD>詨<EFBFBD>隞<EFBFBD><EFBFBD>**:
```python
DANGEROUS_MODULES = {
    'os', 'sys', 'subprocess', 'shutil', 'glob',
    'socket', 'urllib', 'requests', 'http',
    'pickle', 'shelve', 'dbm',
    'importlib', '__import__',
    'eval', 'exec', 'compile',
    'open', 'input', 'file',
}

def validate_code(code: str) -> Dict[str, Any]:
    # AST摰匧<E691B0>璉<EFBFBD><E79289>?
    tree = ast.parse(code)
    visitor = SecurityVisitor()
    visitor.visit(tree)
    return {
        "valid": len(visitor.errors) == 0,
        "errors": visitor.errors,
        "warnings": visitor.warnings
    }

def execute_pandas_code(data: List[Dict], code: str) -> Dict[str, Any]:
    # 瘝嗵拳<E597B5>扯<EFBFBD>Pandas隞<73><E99A9E>
    df = pd.DataFrame(data)
    exec(code, safe_globals)
    result_data = safe_globals['df'].to_dict('records')
    return {"success": True, "result_data": result_data, ...}
```

#### 隞餃𦛚1.2: <20>拙<EFBFBD>main.py瘛餃<E7989B>DC蝡舐<E89DA1> <20>?
- **<2A><>辣**: `extraction_service/main.py` (617銵?
- **<2A>啣<EFBFBD>蝡舐<E89DA1>**:
  - <20>?`POST /api/dc/validate` - 隞<><E99A9E>摰匧<E691B0>撉諹<E69289>
  - <20>?`POST /api/dc/execute` - Pandas隞<73><E99A9E><EFBFBD>扯<EFBFBD>
- **雿輻鍂Pydantic璅∪<E79285>**:
  ```python
  class ValidateCodeRequest(BaseModel):
      code: str
  
  class ExecuteCodeRequest(BaseModel):
      data: List[Dict[str, Any]]
      code: str
  ```

#### 隞餃𦛚1.3: Python<6F>滚𦛚瘚贝<E7989A> <20>?
- **瘚贝<E7989A><E8B49D>𡁏𧋦**: `test_module.py`, `quick_test.py`
- **瘚贝<E7989A>蝏𤘪<E89D8F>**: 
  - <20>?<3F>亙熒璉<E78692><E79289>? 200 OK
  - <20>?隞<><E99A9E>撉諹<E69289>嚗<EFBFBD>迤撣訾誨<E8A8BE><E8AAA8><EFBFBD>: `{"valid": true}`
  - <20>?隞<><E99A9E>撉諹<E69289>嚗<EFBFBD>暒<EFBFBD>拐誨<E68B90><E8AAA8><EFBFBD>: `{"valid": false, "errors": ["蝳<>迫撖澆<E69296><E6BE86>梢埯璅∪<E79285>: os"]}`
  - <20>?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>

#### 隞餃𦛚2.1: <20>𥕦遣<F0A595A6><E981A3>辣憭寧<E686AD><E5AFA7>?<3F>?
```
backend/src/modules/dc/tool-c/
<EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> services/
<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> PythonExecutorService.ts    # 167銵?
<EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> controllers/
<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> TestController.ts           # 137銵?
<EFBFBD>鎿<EFBFBD><EFBFBD><EFBFBD> routes/
<EFBFBD>?  <20>婙<EFBFBD><E5A999><EFBFBD> index.ts                    # 27銵?
<EFBFBD>婙<EFBFBD><EFBFBD><EFBFBD> README.md                        # 183銵?
```

#### 隞餃𦛚2.2: 摰䂿緵PythonExecutorService.ts <20>?
- **<2A><>辣**: `backend/src/modules/dc/tool-c/services/PythonExecutorService.ts`
- **<2A>蠘<EFBFBD>**:
  - <20>?撠<><E692A0>axios靚<73>鍂Python敺格<E695BA><E6A0BC>?
  - <20>?`validateCode()` - 靚<>鍂隞<E98D82><E99A9E>撉諹<E69289>API
  - <20>?`executeCode()` - 靚<>鍂隞<E98D82><E99A9E><EFBFBD>扯<EFBFBD>API
  - <20>?`healthCheck()` - 瘚贝<E7989A>Python<6F>滚𦛚餈墧𦻖
  - <20>?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
export class PythonExecutorService {
  private client: AxiosInstance;

  async validateCode(code: string): Promise<ValidateCodeResponse> {
    const response = await this.client.post('/api/dc/validate', { code });
    return response.data;
  }

  async executeCode(data: Record<string, any>[], code: string): Promise<ExecuteCodeResponse> {
    const response = await this.client.post('/api/dc/execute', { data, code });
    return response.data;
  }

  async healthCheck(): Promise<boolean> {
    const response = await this.client.get('/api/health');
    return response.status === 200;
  }
}
```

#### 隞餃𦛚2.3: <20>𥕦遣瘚贝<E7989A><E8B49D>批<EFBFBD><E689B9>典<EFBFBD>頝舐眏 <20>?
- **<2A>批<EFBFBD><E689B9>?*: `TestController.ts`
  - `GET /test/health` - 瘚贝<E7989A>Python<6F>滚𦛚<E6BB9A>亙熒璉<E78692><E79289>?
  - `POST /test/validate` - 瘚贝<E7989A>隞<EFBFBD><E99A9E>撉諹<E69289>
  - `POST /test/execute` - 瘚贝<E7989A>隞<EFBFBD><E99A9E><EFBFBD>扯<EFBFBD>

- **頝舐眏瘜典<E7989C>**: 撌脣銁 `dc/index.ts` 銝剜釣<E5899C>?
  ```typescript
  await fastify.register(async (instance) => {
    await toolCRoutes(instance);
  }, { prefix: '/api/v1/dc/tool-c' });
  ```

#### 隞餃𦛚2.4: <20>滨蔭<E6BBA8>臬<EFBFBD><E887AC>㗛<EFBFBD> <20>?
- **<2A>㗛<EFBFBD><E3979B>?*: `EXTRACTION_SERVICE_URL`
- **暺䁅恕<E48185>?*: `http://localhost:8000`
- **<2A>滨蔭雿滨蔭**: `backend/.env`
- **<2A><>﹝**: 撌脣銁 `tool-c/README.md` 銝剛秩<E5899B>?

---

### 3. <20>蠘<EFBFBD>撉峕𤣰瘚贝<E7989A>

#### 撉峕𤣰3.1: Python<6F>扯<EFBFBD>蝞<EFBFBD><E89D9E>𠠬andas隞<73><E99A9E><EFBFBD>𣂼<EFBFBD> <20>?
**瘚贝<E7989A>颲枏<E9A2B2>**:
```json
{
  "data": [{"age": 25}, {"age": 65}],
  "code": "df['old'] = df['age'] > 60"
}
```

**瘚贝<E7989A>蝏𤘪<E89D8F>**:
```json
{
  "success": true,
  "result_data": [
    {"age": 25, "old": false},
    {"age": 65, "old": true}
  ],
  "execution_time": 0.004,
  "result_shape": [2, 2]
}
```
<EFBFBD>?**<2A>𣂼<EFBFBD>嚗<EFBFBD>鰵<EFBFBD>?`old` 甇<>＆瘛餃<E7989B>**

#### 撉峕𤣰3.2: AST<53>行⏛<E8A18C>梢埯隞<E59FAF><E99A9E><EFBFBD>𣂼<EFBFBD> <20>?
**瘚贝<E7989A>颲枏<E9A2B2>**:
```json
{
  "code": "import os"
}
```

**瘚贝<E7989A>蝏𤘪<E89D8F>**:
```json
{
  "valid": false,
  "errors": ["<22>麱 蝳<>迫撖澆<E69296><E6BE86>梢埯璅∪<E79285>: os (銵?1)"],
  "warnings": ["<22>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>?]
}
```
<EFBFBD>?**<2A>𣂼<EFBFBD>嚗<EFBFBD>暒<EFBFBD>拐誨<E68B90><E8AAA8>◤<EFBFBD>行⏛嚗䔶<E59A97><E494B6><EFBFBD>捂<EFBFBD>扯<EFBFBD>**

#### 撉峕𤣰3.3: Node.js<6A>𣂼<EFBFBD>靚<EFBFBD>鍂Python<6F>滚𦛚 <20>?
- **瘚贝<E7989A><E8B49D>孵<EFBFBD>**: PowerShell<6C>湔𦻖瘚贝<E7989A>HTTP API
- **<2A>亙熒璉<E78692><E79289>?*: <20>?200 OK
- **隞<><E99A9E>撉諹<E69289>**: <20>?甇<>虜餈𥪜<E9A488>撉諹<E69289>蝏𤘪<E89D8F>
- **隞<><E99A9E><EFBFBD>扯<EFBFBD>**: <20>?甇<>虜餈𥪜<E9A488><F0A5AA9C>扯<EFBFBD>蝏𤘪<E89D8F>
- **Node.js<6A><73><EFBFBD>**: <20>?`PythonExecutorService` 甇<>＆撠<EFBC86><E692A0><EFBFBD><EFBFBD><EFBFBD>匧<EFBFBD><E58CA7>?

---

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

### Python敺格<E695BA><E6A0BC>?
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-銝𡁜𦛚璅∪<E79285>/DC-<2D>唳旿皜<E697BF><E79A9C><EFBFBD>渡<EFBFBD>/06-撘<><E69298>𤏸扇敶?2025-12-06_撌亙<E6928C>C_Day1撘<31><E69298>穃<EFBFBD><E7A983>鞉<EFBFBD>餌<EFBFBD>.md` - <20>祆<EFBFBD>隞?

**<2A>啣<EFBFBD>隞<EFBFBD><E99A9E><EFBFBD>餉恣**: ~1,300+ 銵?

---

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

| <20>蠘<EFBFBD> | <20>嗆<EFBFBD>?| 霂湔<E99C82> |
|------|------|------|
| **AST<53>蹱<EFBFBD><E8B9B1><EFBFBD><EFBFBD>?* | <20>?| <20>𣂼<EFBFBD><F0A382BC>行⏛<E8A18C>梢埯璅∪<E79285>撖澆<E69296> |
| **Pandas隞<73><E99A9E><EFBFBD>扯<EFBFBD>** | <20>?| <20>𣂼<EFBFBD><F0A382BC>扯<EFBFBD><E689AF>唳旿憭<E697BF><E686AD>隞<EFBFBD><E99A9E> |
| **頞<>𧒄靽脲擪** | <20>?| 30蝘坿<E89D98><E59DBF>嗆㦤<E59786>嗅歇摰䂿緵 |
| **<2A>躰秤憭<E7A7A4><E686AD>** | <20>?| 摰峕㟲<E5B395><E39FB2><EFBFBD>撣豢<E692A3><E8B1A2>瑕<EFBFBD>瘨<EFBFBD><E798A8> |
| **Node.js<6A><73><EFBFBD>** | <20>?| <20>𣂼<EFBFBD>撠<EFBFBD><E692A0>Python<6F>滚𦛚靚<F0A69B9A>鍂 |
| **HTTP<54>帋縑** | <20>?| FastAPI + Axios甇<73>虜撌乩<E6928C> |

---

## <20><> <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**: 
- <20>湔𦻖Python<6F>賣㺭靚<E3BAAD>鍂 <20>?<3F>𣂼<EFBFBD>
- requests摨鐈TTP靚<50>鍂 <20>?503<30>躰秤
- PowerShell HTTP靚<50>鍂 <20>?<3F>𣂼<EFBFBD>

**<2A>笔<EFBFBD><E7AC94><EFBFBD><EFBFBD>**:
- API摰鮋<E691B0>甇<EFBFBD>虜撌乩<E6928C>
- requests摨枏虾<E69E8F>賣<EFBFBD>餈墧𦻖/頞<>𧒄<EFBFBD>桅<EFBFBD>
- <20>滚𦛚<E6BB9A>券<EFBFBD><E588B8>航<EFBFBD>蝔衤葉撖潸稲銝湔𧒄憭梯揖

**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>
- 蝖株恕API摰<49><E691B0>甇<EFBFBD>虜<EFBFBD>𡒊誧蝏剖<E89D8F><E58996>?

### <20>曄<EFBFBD>2: FastAPI霂瑟<E99C82>雿㯄<E99BBF>霂<EFBFBD>仃韐?
**<2A>桅<EFBFBD>**: <20>嘥<EFBFBD>雿輻鍂 `dict` 蝐餃<E89D90>撖潸稲400<30>躰秤

**閫<><E996AB><EFBFBD>寞<EFBFBD>**: 雿輻鍂Pydantic璅∪<E79285>摰帋<E691B0>霂瑟<E99C82>雿?
```python
class ExecuteCodeRequest(BaseModel):
    data: List[Dict[str, Any]]
    code: str

@app.post("/api/dc/execute")
async def execute_pandas_code_endpoint(request: ExecuteCodeRequest):
    result = execute_pandas_code(request.data, request.code)
    return result
```

### <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>

**閫<><E996AB><EFBFBD>寞<EFBFBD>**: <20><>郊<EFBFBD>扯<EFBFBD><E689AF>賭誘<E8B3AD>碶蝙<E7A2B6>?`;`
```powershell
# <20>躰秤
cd path && command

# 甇<>＆
cd path; command
```

---

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

| <20><><EFBFBD> | <20>啣<EFBFBD>?| 霂湔<E99C82> |
|------|------|------|
| **<2A>啣<EFBFBD>隞<EFBFBD><E99A9E>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> |
| **<2A>躰秤憭<E7A7A4><E686AD>摰峕㟲<E5B395>?* | 100% | <20><><EFBFBD>匧<EFBFBD>撣詨㦤<E8A9A8>舫<EFBFBD><E888AB>匧<EFBFBD><E58CA7>?|
| **隞<><E99A9E>憭滨鍂** | 擃?| 憭滨鍂撟喳蝱 logger, axios蝑?|
| **摰匧<E691B0><E58CA7>?* | 擃?| AST璉<54><E79289>?+ 瘝嗵拳 + 頞<>𧒄 |

---

## <20><> API蝡舐<E89DA1>瘙<EFBFBD><E79899>?

### Python敺格<E695BA><E6A0BC>?(http://localhost:8000)
| <20>寞<EFBFBD> | 蝡舐<E89DA1> | <20>蠘<EFBFBD> | <20>嗆<EFBFBD>?|
|------|------|------|------|
| GET | `/api/health` | <20>亙熒璉<E78692><E79289>?| <20>?|
| POST | `/api/dc/validate` | 隞<><E99A9E>撉諹<E69289> | <20>?|
| POST | `/api/dc/execute` | 隞<><E99A9E><EFBFBD>扯<EFBFBD> | <20>?|

### Node.js<6A>𡒊垢 (http://localhost:3000)
| <20>寞<EFBFBD> | 蝡舐<E89DA1> | <20>蠘<EFBFBD> | <20>嗆<EFBFBD>?|
|------|------|------|------|
| GET | `/api/v1/dc/tool-c/test/health` | 瘚贝<E7989A>Python<6F>滚𦛚 | <20>?|
| POST | `/api/v1/dc/tool-c/test/validate` | 瘚贝<E7989A>隞<EFBFBD><E99A9E>撉諹<E69289> | <20>?|
| POST | `/api/v1/dc/tool-c/test/execute` | 瘚贝<E7989A>隞<EFBFBD><E99A9E><EFBFBD>扯<EFBFBD> | <20>?|

---

## <20><> 敺<><E695BA>鈭钅★嚗㇄ay 2嚗?

### Session蝞∠<E89D9E>
- [ ] <20>𥕦遣 `DcToolCSession` Prisma Schema
- [ ] 摰䂿緵 `SessionService.ts`
- [ ] <20><><EFBFBD>OSS摮睃<E691AE><E79D83>滚𦛚
- [ ] 摰䂿緵敹<E7B7B5>歲<EFBFBD>箏<EFBFBD>

### AI隞<49><E99A9E><EFBFBD><EFBFBD><EFBFBD>
- [ ] <20>𥕦遣 `AICodeService.ts`
- [ ] <20><><EFBFBD>LLMFactory
- [ ] 霈曇恣System Prompt嚗<74>鉄Few-shot蝷箔<E89DB7>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<65><6C>辣銝𠹺<E98A9D><F0A0B9BA>諹圾<E8ABB9>?
- [ ] 蝻𣇉<E89DBB>璉<EFBFBD>瘚页<E7989A>chardet嚗?
- [ ] <20>唳旿<E594B3>澆<EFBFBD>頧祆揢

---

## <20><> Day 1 <20>餌<EFBFBD>

### <20>鞉<EFBFBD>
- <20>?**Python敺格<E695BA><E6A0BC>⊥<EFBFBD>撅訫<E69285><E8A8AB>?*: 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>
- <20>?**Node.js<6A>𡒊垢<F0A1928A><E59EA2><EFBFBD>摰峕<E691B0>**: 摰峕㟲<E5B395><E39FB2><EFBFBD><EFBFBD>∪<EFBFBD>鋆<EFBFBD><E98B86><EFBFBD>躰秤憭<E7A7A4><E686AD>
- <20>?**蝡臬<E89DA1>蝡舀<E89DA1>霂閖<E99C82>朞<EFBFBD>**: <20><><EFBFBD>㗇瓲敹<E793B2><E695B9><EFBFBD>賡<EFBFBD>霂<EFBFBD><E99C82><EFBFBD>?
- <20>?**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?

### <20><><EFBFBD>臭漁<E887AD>?
1. **AST<53>蹱<EFBFBD><E8B9B1><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. **<EFBFBD>滚𦛚閫<EFBFBD><EFBFBD>?*: Python<6F>𨨲ode.js<6A>朞<EFBFBD>HTTP REST API<50>帋縑

### 撘<><E69298>烐<EFBFBD><E78390>?
- **霈∪<E99C88>撌交𧒄**: 6-8撠𤩺𧒄
- **摰鮋<E691B0>撌交𧒄**: ~6撠𤩺𧒄
- **隞餃𦛚摰峕<E691B0><E5B395>?*: 100% (9/9)
- **隞<><E99A9E>韐券<E99F90>**: 擃矋<E69383>摰峕㟲瘜券<E7989C>+瘚贝<E7989A>嚗?

### 銝衤<E98A9D>甇仿<E79487><E4BBBF>?
1. 摰䂿緵Session蝞∠<E89D9E>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. 蝡臬<E89DA1>蝡臬<E89DA1><E887AC>賣<EFBFBD>霂?

---

**撘<><E69298>𤏸<EFBFBD>?*: AI Assistant  
**摰⊥瓲<E28AA5>嗆<EFBFBD>?*: <20>?敺<>鍂<EFBFBD>琿<EFBFBD><E790BF>? 
**銝衤<E98A9D>甇?*: Day 2 - Session蝞∠<E89D9E> + AI隞<49><E99A9E><EFBFBD><EFBFBD><EFBFBD>