AIclinicalresearch/docs/03-业务模块/IIT Manager Agent/02-技术设计/IIT Manager Agent 技术路径与架构设计.md

# IIT Manager Agent 鎶€鏈<E282AC>矾寰勪笌鏋舵瀯璁捐<E79281>

**鏂囨。鐗堟湰**: v1.0  
**鏈€鍚庢洿鏂?*: 2026-01-04  
**鐘舵€?*: 鉁?Phase 1.5 瀹屾垚骞堕獙璇?

---

## 馃搵 鏂囨。姒傝堪

鏈<EFBFBD>枃妗ｈ<EFBFBD>缁嗘弿杩颁簡IIT Manager Agent鐨勬妧鏈<E5A6A7>矾寰勩€佹牳蹇冩灦鏋勫拰瀹炵幇鏂规<E98F82>銆傜郴缁熼噰鐢?*"鎰忓浘璇嗗埆 鈫?宸ュ叿璋冪敤 鈫?娣峰悎妫€绱?鈫?LLM鐢熸垚"**鐨勬妧鏈<E5A6A7>矾寰勶紝瀹炵幇浜嗛浂骞昏<E9AA9E>銆侀珮鍑嗙‘鐜囩殑AI瀵硅瘽鑳藉姏銆?

---

## 馃幆 鎶€鏈<E282AC>矾寰勬€荤粨

### 鏍稿績鎶€鏈<E282AC>矾寰?

```
鐢ㄦ埛鎻愰棶 
  鈫?鎰忓浘璇嗗埆锛圛ntent Detection锛?
  鈫?宸ュ叿璋冪敤锛圱ool Calling锛?
  鈫?娣峰悎妫€绱<E282AC>紙Hybrid Retrieval锛?
  鈫?LLM鐢熸垚锛圠LM Generation锛?
  鈫?鍥炵瓟鐢ㄦ埛
```

杩欐槸涓€涓?*绠€鍖栫増ReAct鏋舵瀯**锛圧eason + Act锛夛紝涔熷彲浠ョО涓?*"鎰忓浘椹卞姩鐨勬贩鍚圧AG绯荤粺"**銆?

### 鎶€鏈<E282AC>灦鏋勭被鍨?

- **鏋舵瀯妯″紡**: 绠€鍖栫増ReAct锛圧eason + Act锛?
- **妫€绱㈡ā寮?*: 娣峰悎RAG锛堢粨鏋勫寲鏁版嵁 + 闈炵粨鏋勫寲鏂囨。锛?
- **鎰忓浘璇嗗埆**: 鍏抽敭璇嶅尮閰嶏紙MVP闃舵<E99783>锛?
- **涓婁笅鏂囩<E98F82>鐞?*: SessionMemory锛堝唴瀛樼紦瀛橈級
- **闃插够瑙夋満鍒?*: RAG鏁版嵁娉ㄥ叆 + 涓ユ牸System Prompt

---

## 馃搻 瀹屾暣鎶€鏈<E282AC>灦鏋勫浘

```
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鈹?                       鐢ㄦ埛灞傦紙User Layer锛?                       鈹?
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鈹? 浼佷笟寰<E7AC9F>俊锛圵eChat锛?                                               鈹?
鈹? - PI閫氳繃浼佷笟寰<E7AC9F>俊鍙戦€佹秷鎭?                                         鈹?
鈹? - 鎺ユ敹AI鍥炲<E98DA5>锛堝惈"姝ｅ湪鏌ヨ<E98F8C>..."鍗虫椂鍙嶉<E98D99>锛?                         鈹?
鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹<EFBFBD>攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
                         鈹?
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鈹?                   鎺ュ叆灞傦紙Gateway Layer锛?                       鈹?
鈹溾攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
鈹? WechatCallbackController                                        鈹?
鈹? - URL楠岃瘉锛堢<E9949B>鍚嶆牎楠岋級                                            鈹?
鈹? - 娑堟伅鍔犲瘑/瑙ｅ瘑锛圓ES锛?                                          鈹?
鈹? - 寮傛<E5AFAE>娑堟伅澶勭悊锛?绉掑唴杩斿洖200锛?                                  鈹?
鈹? - 鍗虫椂鍙嶉<E98D99>锛?馃<> 姝ｅ湪鏌ヨ<E98F8C>锛岃<E9949B>绋嶅€?.."                             鈹?
鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹<EFBFBD>攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
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鈹?                   瀵硅瘽鏈嶅姟灞傦紙Chat Service锛?                    鈹?
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鈹? ChatService锛堟牳蹇冨ぇ鑴戯級                                          鈹?
鈹?                                                                  鈹?
鈹? 姝ラ<E5A79D>1: 鎰忓浘璇嗗埆锛圛ntent Detection锛?                             鈹?
鈹? 鈹溾攢 鍏抽敭璇嶅尮閰嶏紙MVP绠€鍖栨柟妗堬級                                     鈹?
鈹? 鈹溾攢 query_record: "鎮ｈ€?銆?ID"銆?璁板綍"                          鈹?
鈹? 鈹溾攢 count_records: "澶氬皯"銆?鍑犱釜"銆?缁熻<E7BC81>"                       鈹?
鈹? 鈹溾攢 query_protocol: "绾冲叆鎺掗櫎"銆?CRF"銆?鐮旂┒鏂规<E98F82>"               鈹?
鈹? 鈹斺攢 general_chat: 鍏朵粬                                           鈹?
鈹?                                                                  鈹?
鈹? 姝ラ<E5A79D>2: 宸ュ叿璋冪敤锛圱ool Calling锛?                                 鈹?
鈹? 鈹溾攢 REDCap鏁版嵁鏌ヨ<E98F8C>锛堢粨鏋勫寲鏁版嵁锛?                                鈹?
鈹? 鈹?  鈹溾攢 queryRedcapRecord(recordId)                             鈹?
鈹? 鈹?  鈹溾攢 countRedcapRecords()                                    鈹?
鈹? 鈹?  鈹斺攢 getProjectInfo()                                        鈹?
鈹? 鈹?                                                              鈹?
鈹? 鈹斺攢 Dify鐭ヨ瘑搴撴<E690B4>绱<EFBFBD>紙闈炵粨鏋勫寲鏂囨。锛?                              鈹?
鈹?     鈹斺攢 queryDifyKnowledge(query)                               鈹?
鈹?         鈹斺攢 璇<>箟妫€绱<E282AC>op 5鐩稿叧鐗囨<E99097>                                鈹?
鈹?                                                                  鈹?
鈹? 姝ラ<E5A79D>3: 涓婁笅鏂囩<E98F82>鐞嗭紙Context Management锛?                         鈹?
鈹? 鈹斺攢 SessionMemory锛堝唴瀛樼紦瀛橈紝淇濈暀鏈€杩?杞<>級                       鈹?
鈹?                                                                  鈹?
鈹? 姝ラ<E5A79D>4: LLM鐢熸垚锛圠LM Generation锛?                                鈹?
鈹? 鈹斺攢 DeepSeek-V3锛堥€氳繃LLMFactory璋冪敤锛?                           鈹?
鈹?     鈹溾攢 System Prompt锛堝己璋冨熀浜庣湡瀹炴暟鎹<E69A9F>級                        鈹?
鈹?     鈹溾攢 REDCap鏌ヨ<E98F8C>缁撴灉锛堝<E9949B>鏋滄湁锛?                                鈹?
鈹?     鈹溾攢 Dify妫€绱㈢粨鏋滐紙濡傛灉鏈夛級                                   鈹?
鈹?     鈹溾攢 瀵硅瘽涓婁笅鏂囷紙SessionMemory锛?                             鈹?
鈹?     鈹斺攢 鐢ㄦ埛闂<E59F9B><E99782>                                                 鈹?
鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹<EFBFBD>攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
                         鈹?
         鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹粹攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
         鈻?                              鈻?
鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?     鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
鈹?  鏁版嵁婧愬眰锛圖ata锛?   鈹?     鈹?  鐭ヨ瘑婧愬眰锛圞nowledge锛夆攤
鈹溾攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?     鈹溾攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
鈹? REDCap鏁版嵁搴?        鈹?     鈹? Dify鐭ヨ瘑搴?          鈹?
鈹? - 鎮ｈ€呰<E282AC>褰曪紙缁撴瀯鍖栵級 鈹?     鈹? - 鐮旂┒鏂规<E98F82>PDF        鈹?
鈹? - RedcapAdapter     鈹?     鈹? - CRF琛ㄦ牸Docx       鈹?
鈹? - REST API          鈹?     鈹? - 浼︾悊璧勬枡           鈹?
鈹? - 瀹炴椂鏌ヨ<E98F8C>          鈹?     鈹? - 鍚戦噺妫€绱<E282AC>紙Qdrant锛?鈹?
鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?     鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
         鈹?                              鈹?
         鈹斺攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹<E282AC>攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹?
                         鈻?
                  PostgreSQL鏁版嵁搴?
                  - 椤圭洰閰嶇疆锛坉ify_dataset_id锛?
                  - 瀹¤<E780B9>鏃ュ織
                  - 鐢ㄦ埛鏄犲皠
```

---

## 馃攽 鏍稿績鎶€鏈<E282AC>粍浠?

### 1. 鎰忓浘璇嗗埆锛圛ntent Detection锛?

#### 瀹炵幇鏂瑰紡
- **褰撳墠鏂规<E98F82>**: 鍏抽敭璇嶅尮閰嶏紙绠€鍗曢珮鏁堬級
- **璇嗗埆鍑嗙‘鐜?*: 100%锛?娆℃祴璇曞叏閮ㄦ<E996AE>纭<EFBFBD>級
- **鍝嶅簲閫熷害**: <10ms

#### 鎰忓浘绫诲瀷

| 鎰忓浘绫诲瀷 | 鍏抽敭璇?| 瑙﹀彂宸ュ叿 | 绀轰緥 |
|---------|--------|----------|------|
| `query_record` | "鎮ｈ€?銆?ID"銆?璁板綍"銆?鍙楄瘯鑰? | REDCap鍗曟潯鏌ヨ<E98F8C> | "鏌ヨ<E98F8C>ID 7鐨勬偅鑰呮儏鍐? |
| `count_records` | "澶氬皯"銆?鍑犱釜"銆?缁熻<E7BC81>"銆?鎬诲叡" | REDCap缁熻<E7BC81>鏌ヨ<E98F8C> | "鐩<>墠鏈夊<E98F88>灏戜綅鎮ｈ€呭叆缁勶紵" |
| `query_protocol` | "绾冲叆鎺掗櫎"銆?CRF"銆?鐮旂┒鏂规<E98F82>"銆?浼︾悊" | Dify鐭ヨ瘑搴撴<E690B4>绱?| "杩欎釜鐮旂┒鐨勬帓闄ゆ爣鍑嗘槸浠€涔堬紵" |
| `project_info` | "椤圭洰"銆?鐮旂┒"銆?淇℃伅" | 鏁版嵁搴撴煡璇?| "杩欐槸浠€涔堥」鐩<E3808D>紵" |
| `general_chat` | 鍏朵粬 | 鏃犲伐鍏疯皟鐢?| "浣犲ソ" |

#### 浠ｇ爜瀹炵幇

```typescript
// backend/src/modules/iit-manager/services/ChatService.ts
private detectIntent(message: string): {
  intent: 'query_record' | 'count_records' | 'project_info' | 'query_protocol' | 'general_chat';
  params?: any;
} {
  // 1. 璇嗗埆鏂囨。鏌ヨ<E98F8C>锛堜紭鍏堢骇鏈€楂橈級
  if (/(鐮旂┒鏂规<E98F82>|浼︾悊|鐭ユ儏鍚屾剰|CRF|绾冲叆|鎺掗櫎|鏍囧噯)/.test(message)) {
    return { intent: 'query_protocol' };
  }

  // 2. 璇嗗埆璁板綍鏌ヨ<E98F8C>锛堝寘鍚獻D鍙风爜锛?
  const recordIdMatch = message.match(/(?:ID|璁板綍|鎮ｈ€厊鍙楄瘯鑰?.*?(\d+)|(\d+).*?(?:鍏ョ粍|鏁版嵁|淇℃伅)/i);
  if (recordIdMatch) {
    return {
      intent: 'query_record',
      params: { recordId: recordIdMatch[1] || recordIdMatch[2] }
    };
  }

  // 3. 璇嗗埆缁熻<E7BC81>鏌ヨ<E98F8C>
  if (/(澶氬皯|鍑犱釜|鍑犳潯|鎬诲叡|缁熻<E7BC81>).*?(璁板綍|鎮ｈ€厊鍙楄瘯鑰厊浜?/.test(message)) {
    return { intent: 'count_records' };
  }

  // 4. 璇嗗埆椤圭洰淇℃伅鏌ヨ<E98F8C>
  if (/(椤圭洰|鐮旂┒).*?(鍚嶇О|淇℃伅|鎯呭喌)/.test(message)) {
    return { intent: 'project_info' };
  }

  // 5. 榛樿<E6A69B>锛氭櫘閫氬<E996AB>璇?
  return { intent: 'general_chat' };
}
```

---

### 2. 宸ュ叿璋冪敤锛圱ool Calling锛?

#### 2.1 REDCap宸ュ叿

**鍔熻兘**: 鏌ヨ<E98F8C>缁撴瀯鍖栫殑鎮ｈ€呮暟鎹?

**宸ュ叿鍒楄〃**:

| 宸ュ叿鍚嶇О | 鍔熻兘 | 杈撳叆 | 杈撳嚭 | 鍝嶅簲鏃堕棿 |
|---------|------|------|------|----------|
| `queryRedcapRecord` | 鏌ヨ<E98F8C>鍗曟潯鎮ｈ€呰<E282AC>褰?| recordId | 鎮ｈ€呰<E282AC>缁嗕俊鎭?| ~1.2绉?|
| `countRedcapRecords` | 缁熻<E7BC81>鎮ｈ€呮€绘暟 | 鏃?| 鎬绘暟+璁板綍ID鍒楄〃 | ~1.3绉?|
| `getProjectInfo` | 鑾峰彇椤圭洰淇℃伅 | 鏃?| 椤圭洰鍩烘湰淇℃伅 | ~50ms |

**鎶€鏈<E282AC>疄鐜?*:

```typescript
// backend/src/modules/iit-manager/adapters/RedcapAdapter.ts
export class RedcapAdapter {
  constructor(baseUrl: string, apiToken: string, timeout = 30000) {
    this.client = axios.create({
      baseURL: baseUrl,
      timeout: timeout,
    });
  }

  async exportRecords(options: RedcapExportOptions = {}): Promise<any[]> {
    const formData = new URLSearchParams();
    formData.append('token', this.apiToken);
    formData.append('content', 'record');
    formData.append('format', 'json');
    
    if (options.records) {
      formData.append('records', JSON.stringify(options.records));
    }
    
    const response = await this.client.post('/api/', formData);
    return response.data;
  }
}
```

#### 2.2 Dify宸ュ叿

**鍔熻兘**: 妫€绱㈤潪缁撴瀯鍖栫殑鐮旂┒鏂囨。

**妫€绱㈤厤缃?*:

| 鍙傛暟 | 鍊?| 璇存槑 |
|------|-----|------|
| `search_method` | semantic_search | 璇<>箟妫€绱<E282AC>紙鍚戦噺鐩镐技搴︼級 |
| `top_k` | 5 | 杩斿洖Top 5鐩稿叧鐗囨<E99097> |
| `chunk_size` | 1500 tokens | 姣忎釜鐗囨<E99097>澶у皬锛圖ify閰嶇疆锛?|

**鎶€鏈<E282AC>疄鐜?*:

```typescript
// backend/src/modules/iit-manager/services/ChatService.ts
private async queryDifyKnowledge(query: string): Promise<string> {
  // 1. 鑾峰彇椤圭洰鐨凞ify Dataset ID
  const project = await prisma.iitProject.findFirst({
    where: { status: 'active' },
    select: { difyDatasetId: true }
  });

  if (!project?.difyDatasetId) return '';

  // 2. 璋冪敤Dify妫€绱<E282AC>PI
  const result = await difyClient.retrieveKnowledge(
    project.difyDatasetId,
    query,
    {
      retrieval_model: {
        search_method: 'semantic_search',
        top_k: 5
      }
    }
  );

  // 3. 鏍煎紡鍖栨<E98D96>绱㈢粨鏋?
  let formattedKnowledge = '';
  result.records.forEach((record, index) => {
    const score = (record.score * 100).toFixed(1);
    formattedKnowledge += `\n[鏂囨。${index + 1}] ${record.document_name} (鐩稿叧搴? ${score}%)\n`;
    formattedKnowledge += `${record.content}\n---\n`;
  });

  return formattedKnowledge;
}
```

---

### 3. 娣峰悎妫€绱<E282AC>紙Hybrid Retrieval锛?

**鏍稿績鍒涙柊鐐?*: 缁撳悎缁撴瀯鍖栨暟鎹<E69A9F>拰闈炵粨鏋勫寲鏂囨。

#### 妫€绱㈢瓥鐣ュ<E990A3>姣?

| 妫€绱㈢被鍨?| 鏁版嵁婧?| 閫傜敤鍦烘櫙 | 妫€绱㈡柟寮?| 绀轰緥鏌ヨ<E98F8C> |
|---------|--------|---------|---------|----------|
| **缁撴瀯鍖栨暟鎹<E69A9F><E98EB9>绱?* | REDCap | 鎮ｈ€呰<E282AC>褰曘€佺粺璁℃暟鎹<E69A9F>€佸叆缁勪俊鎭?| SQL鏌ヨ<E98F8C>锛堢簿纭<E7B0BF>尮閰嶏級 | "鏌ヨ<E98F8C>ID 7鐨勬偅鑰? |
| **闈炵粨鏋勫寲鏂囨。妫€绱?* | Dify鐭ヨ瘑搴?| 鐮旂┒鏂规<E98F82>銆丆RF琛ㄦ牸銆佷鸡鐞嗚祫鏂?| 鍚戦噺妫€绱<E282AC>紙璇<E7B499>箟鐩镐技锛?| "鐮旂┒鐨勭撼鍏ユ帓闄ゆ爣鍑? |

#### 浼樺娍

鉁?**浜掕ˉ鎬?*: 涓ょ<E6B693>鏁版嵁婧愯<E5A9A7>鐩朠I鐨勬墍鏈夐渶姹? 
鉁?**鑷<>姩鍖?*: 鏍规嵁鎰忓浘鑷<E6B598>姩閫夋嫨鏁版嵁婧? 
鉁?**楂樻晥鎬?*: 鍝嶅簲閫熷害蹇<E5AEB3>紙骞冲潎4.8绉掞級  
鉁?**鍑嗙‘鎬?*: 100%鍩轰簬鐪熷疄鏁版嵁  

#### 鎶€鏈<E282AC>祦绋?

```typescript
async handleMessage(userId: string, userMessage: string): Promise<string> {
  // 1. 鎰忓浘璇嗗埆
  const { intent, params } = this.detectIntent(userMessage);

  // 2. 鏍规嵁鎰忓浘璋冪敤涓嶅悓宸ュ叿
  let toolResult: any = null;
  let difyKnowledge: string = '';

  // REDCap鏁版嵁鏌ヨ<E98F8C>
  if (intent === 'query_record' && params?.recordId) {
    toolResult = await this.queryRedcapRecord(params.recordId);
  } else if (intent === 'count_records') {
    toolResult = await this.countRedcapRecords();
  }

  // Dify鐭ヨ瘑搴撴<E690B4>绱?
  if (intent === 'query_protocol') {
    difyKnowledge = await this.queryDifyKnowledge(userMessage);
  }

  // 3. 缁勮<E7BC81>涓婁笅鏂?
  const messages = this.buildMessagesWithData(
    userMessage,
    context,
    toolResult,      // REDCap鏁版嵁
    difyKnowledge,   // Dify鏂囨。
    userId
  );

  // 4. LLM鐢熸垚
  const response = await this.llm.chat(messages);
  return response.content;
}
```

---

### 4. RAG锛圧etrieval Augmented Generation锛?

**鏍稿績浣滅敤**: 闃叉<E99783>AI骞昏<E9AA9E>锛岀‘淇濆洖绛斿熀浜庣湡瀹炴暟鎹?

#### RAG瀹炵幇鏈哄埗

```typescript
// System Prompt锛堝己璋冨熀浜庣湡瀹炴暟鎹<E69A9F>級
const systemPrompt = `浣犳槸IIT Manager鏅鸿兘鍔╂墜銆?

銆愰噸瑕佸師鍒欍€?
鈿狅笍 浣?*蹇呴』鍩轰簬绯荤粺鎻愪緵鐨勬暟鎹<E69A9F>拰鏂囨。**鍥炵瓟闂<E7939F><E99782>锛?*缁濆<E7BC81>涓嶈兘缂栭€犱俊鎭?*銆?
鈿狅笍 濡傛灉绯荤粺鎻愪緵浜嗘煡璇㈢粨鏋滄垨鏂囨。鍐呭<E98D90>锛岃<E9949B>浣跨敤杩欎簺鐪熷疄淇℃伅锛涘<E9949B>鏋滄病鏈夋彁渚涳紝鏄庣‘鍛婄煡鐢ㄦ埛銆?

銆愪綘鐨勮兘鍔涖€?
鉁?鍥炵瓟鐮旂┒杩涘睍闂<E79D8D><E99782>锛堝熀浜嶳EDCap瀹炴椂鏁版嵁锛?
鉁?鏌ヨ<E98F8C>鎮ｈ€呰<E282AC>褰曡<E8A4B0>鎯?
鉁?缁熻<E7BC81>鍏ョ粍浜烘暟
鉁?鎻愪緵椤圭洰淇℃伅
鉁?瑙ｇ瓟鐮旂┒鏂规<E98F82>鐩稿叧闂<E58FA7><E99782>锛堝熀浜庣煡璇嗗簱鏂囨。锛?

銆愬洖澶嶅師鍒欍€?
1. **鍩轰簬浜嬪疄**锛氬彧浣跨敤绯荤粺鎻愪緵鐨勬暟鎹<E69A9F>拰鏂囨。锛屼笉缂栭€?
2. **绠€娲佷笓涓?*锛氭帶鍒跺湪150瀛椾互鍐?
3. **鍙嬪ソ绀艰矊**锛氫娇鐢?鎮?绉板懠PI
4. **寮曞<E5AFAE>琛屽姩**锛氬<E9949B>闇€鏇村<E98F87>璇︾粏淇℃伅锛屽缓璁<E7BC93>煡鐪嬪畬鏁存枃妗ｆ垨鐧诲綍REDCap绯荤粺
`;

// 鏁版嵁娉ㄥ叆
if (toolResult) {
  messages.push({
    role: 'system',
    content: `銆怰EDCap鏁版嵁鏌ヨ<EFBFBD>缁撴灉銆慭n${JSON.stringify(toolResult, null, 2)}\n\n璇峰熀浜庝互涓婄湡瀹炴暟鎹<EFBFBD>洖绛旂敤鎴烽棶棰樸€俙
  });
}

if (difyKnowledge) {
  messages.push({
    role: 'system',
    content: `銆愮爺绌舵柟妗堟枃妗ｆ<EFBFBD>绱㈢粨鏋溿€慭n${difyKnowledge}\n\n璇峰熀浜庝互涓婃枃妗ｅ唴瀹瑰洖绛旂敤鎴烽棶棰樸€俙
  });
}
```

#### 闃插够瑙夋晥鏋滈獙璇?

娴嬭瘯缁撴灉鏄剧ず锛?
- 鉁?鎵€鏈夊洖绛旈兘鏄庣‘寮曠敤鏁版嵁鏉ユ簮
- 鉁?AI涓嶅啀缂栭€犱笉瀛樺湪鐨勪俊鎭?
- 鉁?褰撴枃妗ｄ笉瀹屾暣鏃讹紝AI璇氬疄鍛婄煡
- 鉁?鍑嗙‘鐜囷細100%锛?娆℃祴璇曪級

---

### 5. 涓婁笅鏂囩<E98F82>鐞嗭紙Context Management锛?

**鍔熻兘**: SessionMemory - 淇濈暀鏈€杩?杞<><E69D9E>璇?

#### 瀹炵幇鏂规<E98F82>

```typescript
// backend/src/modules/iit-manager/agents/SessionMemory.ts
export class SessionMemory {
  private sessions: Map<string, ConversationHistory> = new Map();
  private readonly MAX_HISTORY = 3; // 鍙<>繚鐣欐渶杩?杞?

  addMessage(userId: string, role: 'user' | 'assistant', content: string): void {
    let session = this.sessions.get(userId);
    if (!session) {
      session = { userId, messages: [], lastAccessTime: Date.now() };
      this.sessions.set(userId, session);
    }

    session.messages.push({ role, content, timestamp: Date.now() });
    session.lastAccessTime = Date.now();

    // 淇濇寔鏈€杩?杞<><E69D9E>璇濓紙6鏉℃秷鎭<E7A7B7>級
    if (session.messages.length > this.MAX_HISTORY * 2) {
      session.messages = session.messages.slice(-this.MAX_HISTORY * 2);
    }
  }

  getContext(userId: string): string {
    const session = this.sessions.get(userId);
    if (!session || session.messages.length === 0) return '';

    return session.messages
      .map(m => `${m.role === 'user' ? '鐢ㄦ埛' : 'AI'}: ${m.content}`)
      .join('\n\n');
  }
}
```

#### 璁捐<E79281>鑰冭檻

- **鍐呭瓨缂撳瓨**: Node.js Map锛堥€熷害蹇<E5AEB3>紝婊¤冻MVP闇€姹傦級
- **鑷<>姩娓呯悊**: 30鍒嗛挓鏃犳椿鍔ㄨ嚜鍔ㄦ竻鐞?
- **瀹归噺闄愬埗**: 鏈€杩?杞<><E69D9E>璇濓紙6鏉℃秷鎭<E7A7B7>級
- **澶氱敤鎴锋敮鎸?*: 浠<>serId涓簁ey闅旂<E99785>

---

### 6. LLM鐢熸垚锛圠LM Generation锛?

#### 妯″瀷閫夋嫨

| 鎸囨爣 | DeepSeek-V3 | 璇存槑 |
|------|-------------|------|
| **鎴愭湰** | 楼1/鐧句竾tokens | 鏋佷綆鎴愭湰 |
| **涓婁笅鏂?* | 64K tokens | 婊¤冻闇€姹?|
| **鏁堟灉** | 浼樼<E6B5BC> | 涓嶨PT-4鐩稿綋 |
| **鍝嶅簲閫熷害** | ~3绉?| 婊¤冻浼佷笟寰<E7AC9F>俊瑕佹眰 |

#### 璋冪敤鏂瑰紡

```typescript
// 閫氳繃LLMFactory璋冪敤锛堥€氱敤鑳藉姏灞傦級
const llm = LLMFactory.getAdapter('deepseek-v3');

const response = await llm.chat(messages, {
  temperature: 0.7,
  maxTokens: 500,  // 浼佷笟寰<E7AC9F>俊寤鸿<E5AFA4>鎺у埗杈撳嚭闀垮害
  topP: 0.9,
});
```

#### Token娑堣€楃粺璁?

| 鍦烘櫙 | 杈撳叆Tokens | 杈撳嚭Tokens | 鎬籘okens | 鎴愭湰 |
|------|-----------|-----------|----------|------|
| 鎺掗櫎鏍囧噯鏌ヨ<E98F8C> | 340 | 79 | 419 | 楼0.00042 |
| CRF鎸囨爣鏌ヨ<E98F8C> | 434 | 75 | 509 | 楼0.00051 |
| ID 7鎮ｈ€呮煡璇?| 627 | 88 | 715 | 楼0.00072 |
| 鐮旂┒鐩<E29492>殑鏌ヨ<E98F8C> | 522 | 57 | 579 | 楼0.00058 |
| 鎮ｈ€呯粺璁℃煡璇?| 505 | 42 | 547 | 楼0.00055 |

**骞冲潎鎴愭湰**: 楼0.00056/娆″<E5A886>璇濓紙鏋佷綆锛?

---

### 7. 浼佷笟寰<E7AC9F>俊闆嗘垚锛圵eChat Integration锛?

#### 鏍稿績鍔熻兘

1. **娑堟伅鍔犺В瀵?*: AES + SHA1绛惧悕楠岃瘉
2. **寮傛<E5AFAE>澶勭悊**: 5绉掑唴杩斿洖200锛屽悗鍙板<E98D99>鐞嗘秷鎭?
3. **鍗虫椂鍙嶉<E98D99>**: "馃<> 姝ｅ湪鏌ヨ<E98F8C>锛岃<E9949B>绋嶅€?.."
4. **涓诲姩鎺ㄩ€?*: 閫氳繃浼佷笟寰<E7AC9F>俊API鍙戦€佸洖澶?

#### 鎶€鏈<E282AC>疄鐜?

```typescript
// backend/src/modules/iit-manager/controllers/WechatCallbackController.ts
async handlePost(request: FastifyRequest, reply: FastifyReply) {
  // 1. 绔嬪嵆杩斿洖200锛?绉掑唴锛?
  reply.send('success');

  // 2. 寮傛<E5AFAE>澶勭悊娑堟伅
  this.processMessageAsync(xmlData).catch(error => {
    logger.error('寮傛<E5AFAE>澶勭悊娑堟伅寮傚父', { error: error.message });
  });
}

private async processMessageAsync(xmlData: any) {
  const { FromUserName, Content } = this.extractMessage(xmlData);

  // 3. 鍙戦€佸嵆鏃跺弽棣?
  await this.sendTextMessage(FromUserName, '馃<> 姝ｅ湪鏌ヨ<E98F8C>锛岃<E9949B>绋嶅€?..');

  // 4. 璋冪敤ChatService澶勭悊
  const answer = await this.chatService.handleMessage(FromUserName, Content);

  // 5. 鍙戦€佹渶缁堝洖澶?
  await this.sendTextMessage(FromUserName, answer);
}
```

---

## 馃搳 瀹屾暣鏁版嵁娴佸浘

```
鐢ㄦ埛鎻愰棶
    鈫?
浼佷笟寰<EFBFBD>俊娑堟伅
    鈫?
[WechatCallbackController]
    鈹溾啋 绔嬪嵆杩斿洖200锛?5绉掞級
    鈹斺啋 寮傛<E5AFAE>澶勭悊
        鈫?
[ChatService.handleMessage()]
    鈫?
1. 鎰忓浘璇嗗埆锛堝叧閿<E58FA7>瘝鍖归厤锛?
    鈹溾啋 query_protocol锛?
    鈹溾啋 query_record锛?
    鈹斺啋 count_records锛?
    鈫?
2. 宸ュ叿璋冪敤锛堝苟琛屾垨鍗曚竴锛?
    鈹溾啋 queryDifyKnowledge()
    鈹?  鈹斺啋 Dify API锛堣<E9949B>涔夋<E6B694>绱<EFBFBD>級
    鈹?      鈹斺啋 杩斿洖Top 5鏂囨。鐗囨<E99097>
    鈹?
    鈹斺啋 queryRedcapRecord()
        鈹斺啋 REDCap API锛圫QL鏌ヨ<E98F8C>锛?
            鈹斺啋 杩斿洖鎮ｈ€呰<E282AC>褰?
    鈫?
3. 涓婁笅鏂囩粍瑁?
    鈹溾啋 System Prompt锛堝熀浜庣湡瀹炴暟鎹<E69A9F>師鍒欙級
    鈹溾啋 REDCap鏌ヨ<E98F8C>缁撴灉锛堝<E9949B>鏋滄湁锛?
    鈹溾啋 Dify妫€绱㈢粨鏋滐紙濡傛灉鏈夛級
    鈹溾啋 SessionMemory涓婁笅鏂?
    鈹斺啋 鐢ㄦ埛闂<E59F9B><E99782>
    鈫?
4. LLM鐢熸垚锛圖eepSeek-V3锛?
    鈹斺啋 鐢熸垚鍥炵瓟锛堝熀浜庢敞鍏ョ殑鏁版嵁锛?
    鈫?
5. 淇濆瓨鍒癝essionMemory
    鈫?
6. 鎺ㄩ€佸埌浼佷笟寰<E7AC9F>俊
    鈫?
鐢ㄦ埛鏀跺埌鍥炲<EFBFBD>
```

---

## 馃幆 鍏抽敭鎶€鏈<E282AC>喅绛?

| 鍐崇瓥鐐?| 閫夋嫨鏂规<E98F82> | 鏇夸唬鏂规<E98F82> | 閫夋嫨鍘熷洜 |
|-------|---------|---------|---------|
| **鎰忓浘璇嗗埆** | 鍏抽敭璇嶅尮閰?| LLM鍒ゆ柇銆丅ERT鍒嗙被 | MVP闃舵<E99783>锛岀畝鍗曢珮鏁堬紝鍑嗙‘鐜囬珮锛?00%锛?|
| **宸ュ叿璋冪敤** | 鍚屾<E98D9A>涓茶<E6B693> | 骞惰<E9AA9E>璋冪敤 | 鍝嶅簲蹇<E7B0B2>紙<5绉掞級锛岄€昏緫娓呮櫚锛屾槗璋冭瘯 |
| **鐭ヨ瘑搴?* | Dify鏈<79>湴閮ㄧ讲 | 鑷<>缓鍚戦噺搴撱€佷簯鏈嶅姟 | 鏁版嵁瀹夊叏锛屽搷搴斿揩锛屾垚鏈<E59E9A>綆锛屾槗缁存姢 |
| **鍚戦噺鏁版嵁搴?* | Qdrant锛圖ify鍐呯疆锛?| Milvus銆丳inecone | 楂樻€ц兘锛屾棤闇€棰濆<E6A3B0>閮ㄧ讲 |
| **LLM** | DeepSeek-V3 | GPT-4銆丆laude | 鎴愭湰浣庯紙楼1/鐧句竾tokens锛夛紝鏁堟灉濂?|
| **涓婁笅鏂囧瓨鍌?* | 鍐呭瓨缂撳瓨锛圡ap锛?| Redis銆佹暟鎹<E69A9F>簱 | 閫熷害蹇<E5AEB3>紝婊¤冻MVP闇€姹傦紝鏄撳疄鐜?|
| **鏁版嵁娉ㄥ叆** | System Prompt | Function Calling | 绠€鍗曠洿鎺ワ紝闃叉<E99783>骞昏<E9AA9E>锛屾晥鏋滃ソ |
| **寮傛<E5AFAE>澶勭悊** | Node.js寮傛<E5AFAE> | 娑堟伅闃熷垪锛坧g-boss锛?| 绠€鍗曪紝婊¤冻浼佷笟寰<E7AC9F>俊5绉掗檺鍒?|

---

## 馃搱 鎬ц兘鎸囨爣

### 鍝嶅簲鏃堕棿鍒嗘瀽

| 闃舵<E99783> | 鑰楁椂 | 鍗犳瘮 | 浼樺寲绌洪棿 |
|------|------|------|----------|
| 鎰忓浘璇嗗埆 | <10ms | <1% | 鉁?宸叉渶浼?|
| REDCap鏌ヨ<E98F8C> | 1.2-1.3绉?| 25% | 馃數 鍙<>紭鍖栵紙鍔犵紦瀛橈級 |
| Dify妫€绱?| 1.5-1.7绉?| 30% | 馃數 鍙<>紭鍖栵紙璋冩暣top_k锛?|
| LLM鐢熸垚 | 3.0-3.5绉?| 65% | 鈿狅笍 鍙楅檺浜庢ā鍨嬮€熷害 |
| **鎬昏<E98EAC>** | **4.8绉?* | **100%** | 鉁?婊¤冻<5绉掕<E7BB89>姹?|

### Token娑堣€楀垎鏋?

| 鎸囨爣 | 鏁板€?|
|------|------|
| 骞冲潎杈撳叆Tokens | 486 tokens/娆?|
| 骞冲潎杈撳嚭Tokens | 68 tokens/娆?|
| 骞冲潎鎬籘okens | 554 tokens/娆?|
| 骞冲潎鎴愭湰 | 楼0.00055/娆″<E5A886>璇?|

### 鍑嗙‘鐜囨寚鏍?

| 鎸囨爣 | 鏁板€?| 璇存槑 |
|------|------|------|
| 鎰忓浘璇嗗埆鍑嗙‘鐜?| 100% | 5娆℃祴璇曞叏閮ㄦ<E996AE>纭?|
| 鏁版嵁妫€绱㈡垚鍔熺巼 | 100% | 鏃犲け璐ユ<E79290>渚?|
| 鍥炵瓟鍑嗙‘鐜?| 100% | 鎵€鏈夊洖绛斿熀浜庣湡瀹炴暟鎹?|
| 骞昏<E9AA9E>鐜?| 0% | 鏃犵紪閫犱俊鎭?|

---

## 馃殌 Phase 1.5 鎶€鏈<E282AC>垚鏋?

### 鏍稿績绐佺牬

1. 鉁?**闆跺够瑙?*: 鎵€鏈夊洖绛旈兘鍩轰簬鐪熷疄鏁版嵁/鏂囨。
2. 鉁?**娣峰悎妫€绱?*: 缁撴瀯鍖栨暟鎹<E69A9F>紙REDCap锛? 闈炵粨鏋勫寲鏂囨。锛圖ify锛?
3. 鉁?**蹇<>€熷搷搴?*: 骞冲潎4.8绉掞紙婊¤冻浼佷笟寰<EFBFBD>俊<5绉掕<E7BB89>姹傦級
4. 鉁?**楂樺噯纭<E599AF>巼**: 鎰忓浘璇嗗埆100%锛屾暟鎹<E69A9F><E98EB9>绱?00%
5. 鉁?**浣庢垚鏈?*: 楼0.00055/娆″<E5A886>璇?

### 娴嬭瘯楠岃瘉缁撴灉

**娴嬭瘯鏃ユ湡**: 2026-01-04  
**娴嬭瘯鍦烘櫙**: 5涓<35>吀鍨嬪<E98DA8>璇濆満鏅? 
**娴嬭瘯缁撴灉**: 鍏ㄩ儴閫氳繃鉁?

| 娴嬭瘯鍦烘櫙 | 鎰忓浘 | 鏁版嵁婧?| 鍝嶅簲鏃堕棿 | 缁撴灉 |
|---------|------|--------|----------|------|
| 鎺掗櫎鏍囧噯鏌ヨ<E98F8C> | query_protocol | Dify | 5.4绉?| 鉁?鍑嗙‘ |
| CRF鎸囨爣鏌ヨ<E98F8C> | query_protocol | Dify | 4.9绉?| 鉁?鍑嗙‘ |
| ID 7鎮ｈ€呮煡璇?| query_record | REDCap | 5.3绉?| 鉁?鍑嗙‘ |
| 鐮旂┒鐩<E29492>殑鏌ヨ<E98F8C> | query_protocol | Dify | 4.5绉?| 鉁?鍑嗙‘ |
| 鎮ｈ€呯粺璁℃煡璇?| count_records | REDCap | 3.8绉?| 鉁?鍑嗙‘ |

### 鐢ㄦ埛鍙嶉<E98D99>

- 鉁?鍝嶅簲閫熷害婊℃剰锛?5绉掞級
- 鉁?鍥炵瓟鍑嗙‘涓撲笟
- 鉁?鏁版嵁鐪熷疄鍙<E79684>潬
- 鉁?涓婁笅鏂囪<E98F82>蹇嗘湁鏁?

---

## 馃摑 绯荤粺鑳藉姏鎬荤粨

### 瀵瑰<E780B5>浠嬬粛瑕佺偣

**绠€娲佺増锛?00瀛楋級**:
> "鎴戜滑瀹炵幇浜嗕竴涓?*鏅鸿兘鎰忓浘璇嗗埆绯荤粺**锛屽綋PI璇㈤棶鐮旂┒鏂规<E98F82>鐩稿叧闂<E58FA7><E99782>鏃讹紝AI浼氳嚜鍔ㄤ粠鐭ヨ瘑搴撲腑妫€绱㈡枃妗ｏ紱褰撹<E8A4B0>闂<EFBFBD>偅鑰呮暟鎹<E69A9F>椂锛孉I浼氬疄鏃舵煡璇<E785A1>EDCap鏁版嵁搴撱€傞€氳繃**娣峰悎妫€绱㈡妧鏈?*锛孉I鑳藉<E991B3>鍚屾椂鐞嗚В鐮旂┒鏂囨。鍜屾偅鑰呮暟鎹<E69A9F>紝缁欏嚭鍑嗙‘銆佷笓涓氱殑鍥炵瓟銆傛暣涓<E69AA3>郴缁熷熀浜?*RAG鎶€鏈?*锛堟<E9949B>绱㈠<E7BBB1>寮虹敓鎴愶級锛岀‘淇滱I鐨勫洖绛?00%鍩轰簬鐪熷疄鏁版嵁锛屼笉浼氱紪閫犱俊鎭<E4BF8A>€?

**鎶€鏈<E282AC>寒鐐癸紙5鐐癸級**:
1. **鎰忓浘璇嗗埆**: 鑷<>姩鍒ゆ柇鐢ㄦ埛闂<E59F9B><E99782>绫诲瀷锛?00%鍑嗙‘鐜囷級
2. **宸ュ叿璋冪敤**: 鏍规嵁鎰忓浘璋冪敤涓嶅悓鐨勬暟鎹<E69A9F>簮锛圧EDCap/Dify锛?
3. **娣峰悎妫€绱?*: 缁撳悎缁撴瀯鍖栨暟鎹<E69A9F>拰闈炵粨鏋勫寲鏂囨。
4. **闆跺够瑙?*: 鎵€鏈夊洖绛旈兘鏈夌湡瀹炴暟鎹<E69A9F>敮鎾戯紙RAG鎶€鏈<E282AC>級
5. **蹇<>€熷搷搴?*: 骞冲潎5绉掑唴鍥炲<E98DA5>锛堟弧瓒充紒涓氬井淇¤<E6B787>姹傦級

### 閫傜敤鍦烘櫙

鉁?**PI鏃ュ父绠＄悊**:
- 鏌ヨ<E98F8C>鐮旂┒鏂规<E98F82>銆佷鸡鐞嗚祫鏂?
- 浜嗚В鎮ｈ€呭叆缁勬儏鍐?
- 缁熻<E7BC81>椤圭洰杩涘睍

鉁?**鏁版嵁璐ㄦ帶**:
- 妫€鏌ユ偅鑰呰<E991B0>褰?
- 鏍稿<E98F8D>鏁版嵁瀹屾暣鎬?

鉁?**鐭ヨ瘑鏌ヨ<E98F8C>**:
- CRF琛ㄦ牸鍐呭<E98D90>
- 绾冲叆鎺掗櫎鏍囧噯
- 鐮旂┒娴佺▼

---

## 馃敆 鐩稿叧鏂囨。

- [IIT Manager Agent 寮€鍙戣<E98D99>褰昡(../06-寮€鍙戣<E98D99>褰?)
- [IIT Manager Agent 鎶€鏈<E282AC>€哄姟娓呭崟](../07-鎶€鏈<E282AC>€哄姟/)
- [MVP寮€鍙戜换鍔℃竻鍗昡(../04-寮€鍙戣<E98D99>鍒?MVP寮€鍙戜换鍔℃竻鍗?md)
- [Phase1.5-AI瀵硅瘽鑳藉姏寮€鍙戣<E98D99>鍒抅(../04-寮€鍙戣<E98D99>鍒?Phase1.5-AI瀵硅瘽鑳藉姏寮€鍙戣<E98D99>鍒?md)

---

**鏂囨。缁存姢**: 鎶€鏈<E282AC>洟闃? 
**鏈€鍚庢洿鏂?*: 2026-01-04  
**鐗堟湰鍘嗗彶**:
- v1.0 (2026-01-04): 鍒濆<E98D92>鐗堟湰锛孭hase 1.5瀹屾垚