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%)
689 lines
15 KiB
Markdown
689 lines
15 KiB
Markdown
# IIT Manager Agent 鎶€鏈<E282AC>€哄姟娓呭崟
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**鏂囨。鐗堟湰**: v1.0
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**鏈€鍚庢洿鏂?*: 2026-01-04
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**褰撳墠闃舵<E99783>**: Phase 1.5 瀹屾垚
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---
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## 馃搵 鏂囨。璇存槑
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鏈<EFBFBD>枃妗h<EFBFBD>褰旾IT Manager Agent妯″潡鐨勬妧鏈<E5A6A7>€哄姟锛屽寘鎷<E5AF98>綋鍓嶇殑涓存椂鏂规<E98F82>銆佸凡鐭ラ檺鍒躲€佸緟浼樺寲椤癸紝浠ュ強鏈<E5BCB7>潵鏀硅繘璁″垝銆?
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---
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## 馃幆 鎶€鏈<E282AC>€哄姟浼樺厛绾у畾涔?
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| 浼樺厛绾?| 璇存槑 | 澶勭悊鏃舵満 |
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|-------|------|---------|
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| **P0 - 闃诲<E99783>鎬?* | 褰卞搷鏍稿績鍔熻兘锛屽繀椤荤珛鍗冲<E98D97>鐞?| 绔嬪嵆 |
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| **P1 - 楂樹紭鍏堢骇** | 褰卞搷鐢ㄦ埛浣撻獙鎴栨€ц兘锛屽缓璁甈hase 2澶勭悊 | 1涓<31>湀鍐?|
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| **P2 - 涓<>紭鍏堢骇** | 鍔熻兘澧炲己锛屽彲鍦≒hase 3澶勭悊 | 3涓<33>湀鍐?|
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| **P3 - 浣庝紭鍏堢骇** | 浼樺寲椤癸紝闀挎湡瑙勫垝 | 6涓<36>湀鍐?|
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---
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## 馃敶 P0 - 闃诲<E99783>鎬у€哄姟
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**褰撳墠鐘舵€?*: 鉁?鏃燩0绾у€哄姟
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---
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## 馃煚 P1 - 楂樹紭鍏堢骇鍊哄姟
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### 1. 鎰忓浘璇嗗埆鍗囩骇
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**褰撳墠鏂规<E98F82>**: 鍏抽敭璇嶅尮閰嶏紙姝e垯琛ㄨ揪寮忥級
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**闂<><E99782>**:
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- 鈿狅笍 鏃犳硶鐞嗚В澶嶆潅鐨勮嚜鐒惰<E99092>瑷€
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- 鈿狅笍 瀹规槗璇<E6A797>垽杈圭紭case
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- 鈿狅笍 闇€瑕佷汉宸ョ淮鎶ゅ叧閿<E58FA7>瘝鍒楄〃
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**褰卞搷**:
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- 褰撶敤鎴蜂娇鐢ㄩ潪鏍囧噯琛ㄨ揪鏃讹紝鍙<E7B49D>兘鏃犳硶姝g‘璇嗗埆鎰忓浘
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- 渚嬪<E6B89A>锛?甯<>垜鐪嬩竴涓嬮偅涓?鍙风殑鏁版嵁" 鍙<>兘鏃犳硶璇嗗埆涓篳query_record`
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**鏀硅繘鏂规<E98F82>**:
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**鏂规<E98F82>A: LLM鎰忓浘鍒ゆ柇**锛堟帹鑽愶級
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```typescript
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// 浣跨敤LLM杩涜<E69DA9>鎰忓浘鍒嗙被
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const intentPrompt = `浣犳槸鎰忓浘璇嗗埆涓撳<EFBFBD>銆傜敤鎴锋秷鎭<EFBFBD>細${userMessage}
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璇峰垽鏂<EFBFBD>敤鎴锋剰鍥撅紝浠庝互涓嬮€夐」涓<EFBFBD>€夋嫨锛?
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1. query_record - 鏌ヨ<E98F8C>鐗瑰畾鎮h€呰<E282AC>褰?
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2. count_records - 缁熻<E7BC81>鎮h€呮暟閲?
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3. query_protocol - 鏌ヨ<E98F8C>鐮旂┒鏂规<E98F82>鏂囨。
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4. project_info - 鏌ヨ<E98F8C>椤圭洰淇℃伅
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5. general_chat - 鏅<>€氬<E282AC>璇?
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鍙<EFBFBD>繑鍥濲SON: {"intent": "xxx", "params": {...}}
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`;
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const intentResult = await llm.chat([{ role: 'user', content: intentPrompt }]);
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```
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**浼樺娍**:
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- 鉁?鐞嗚В鑳藉姏寮猴紝鏀<E7B49D>寔澶嶆潅琛ㄨ揪
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- 鉁?鏃犻渶缁存姢鍏抽敭璇?
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- 鉁?閫傚簲鎬уソ
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**鍔e娍**:
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- 鉂?澧炲姞涓€娆<E282AC>LM璋冪敤锛垀1绉掞紝+楼0.0001鎴愭湰锛?
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- 鉂?鎬诲搷搴旀椂闂村<E99782>鍔犲埌~6绉?
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**鏂规<E98F82>B: BERT鍒嗙被妯″瀷**
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```python
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# 璁<>粌鎰忓浘鍒嗙被妯″瀷
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from transformers import BertForSequenceClassification
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model = BertForSequenceClassification.from_pretrained(
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'bert-base-chinese',
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num_labels=5
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)
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# 璁<>粌鏁版嵁锛?00-200涓<30>爣娉ㄦ牱鏈?
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# 鎺ㄧ悊閫熷害锛?100ms
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```
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**浼樺娍**:
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- 鉁?閫熷害蹇<E5AEB3>紙<100ms锛?
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- 鉁?鐞嗚В鑳藉姏寮?
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- 鉁?鎴愭湰浣?
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**鍔e娍**:
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- 鉂?闇€瑕佹爣娉ㄨ<E5A889>缁冩暟鎹?
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- 鉂?闇€瑕侀儴缃叉ā鍨嬫湇鍔?
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- 鉂?闇€瑕佹寔缁<E5AF94>凯浠?
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**寤鸿<E5AFA4>**:
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- Phase 2: 鍏堜娇鐢ㄦ柟妗圓锛圠LM鍒ゆ柇锛夛紝蹇<E7B49D>€熼獙璇佹晥鏋?
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- Phase 3: 濡傛灉閲忓ぇ锛屽啀鍒囨崲鍒版柟妗圔锛圔ERT妯″瀷锛?
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**棰勮<E6A3B0>宸ヤ綔閲?*: 2-3澶?
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---
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### 2. 涓婁笅鏂囧瓨鍌ㄨ縼绉诲埌Redis
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**褰撳墠鏂规<E98F82>**: 鍐呭瓨缂撳瓨锛圢ode.js Map锛?
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**闂<><E99782>**:
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- 鈿狅笍 鍗曟満鍐呭瓨锛屼笉鏀<E7AC89>寔鍒嗗竷寮忛儴缃?
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- 鈿狅笍 鏈嶅姟閲嶅惎鍚庝笂涓嬫枃涓㈠け
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- 鈿狅笍 鍐呭瓨鍗犵敤鏃犻檺鍒讹紙铏芥湁鑷<E6B981>姩娓呯悊锛屼絾浠嶆湁椋庨櫓锛?
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**褰卞搷**:
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- 褰撳悗绔<E68297>湇鍔¢噸鍚<E599B8>椂锛屾墍鏈夌敤鎴风殑瀵硅瘽涓婁笅鏂囦細涓㈠け
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- 濡傛灉閮ㄧ讲澶氫釜瀹炰緥锛岀敤鎴疯<E98EB4>姹傚彲鑳借矾鐢卞埌涓嶅悓瀹炰緥锛屽<E9949B>鑷翠笂涓嬫枃涓㈠け
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**鏀硅繘鏂规<E98F82>**:
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```typescript
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// backend/src/modules/iit-manager/agents/SessionMemory.ts
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import Redis from 'ioredis';
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export class SessionMemory {
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private redis: Redis;
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private readonly EXPIRE_TIME = 1800; // 30鍒嗛挓
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constructor() {
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this.redis = new Redis(config.redisUrl);
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}
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async addMessage(userId: string, role: 'user' | 'assistant', content: string): Promise<void> {
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const key = `session:${userId}`;
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const message = { role, content, timestamp: Date.now() };
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// 1. 鑾峰彇褰撳墠浼氳瘽
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const sessionData = await this.redis.get(key);
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const session = sessionData ? JSON.parse(sessionData) : { messages: [] };
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// 2. 娣诲姞娑堟伅
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session.messages.push(message);
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// 3. 淇濇寔鏈€杩?杞?
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if (session.messages.length > 6) {
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session.messages = session.messages.slice(-6);
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}
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// 4. 瀛樺洖Redis锛?0鍒嗛挓杩囨湡锛?
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await this.redis.setex(key, this.EXPIRE_TIME, JSON.stringify(session));
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}
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async getContext(userId: string): Promise<string> {
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const key = `session:${userId}`;
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const sessionData = await this.redis.get(key);
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if (!sessionData) return '';
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const session = JSON.parse(sessionData);
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return session.messages
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.map(m => `${m.role === 'user' ? '鐢ㄦ埛' : 'AI'}: ${m.content}`)
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.join('\n\n');
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}
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}
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```
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**浼樺娍**:
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- 鉁?鏀<>寔鍒嗗竷寮忛儴缃?
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- 鉁?鏈嶅姟閲嶅惎涓嶄涪澶变笂涓嬫枃
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- 鉁?鍐呭瓨鍗犵敤鍙<E695A4>帶
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**鍔e娍**:
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- 鉂?澧炲姞Redis渚濊禆
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- 鉂?姣忔<E5A7A3>璇诲啓闇€瑕佺綉缁淚O锛垀1-2ms锛?
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**寤鸿<E5AFA4>**: Phase 2瀹炴柦锛屼紭鍏堢骇涓<E9AA87>珮
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**棰勮<E6A3B0>宸ヤ綔閲?*: 1澶?
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---
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### 3. Dify妫€绱㈢粨鏋滅紦瀛?
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**褰撳墠鏂规<E98F82>**: 姣忔<E5A7A3>閮借皟鐢―ify API妫€绱?
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**闂<><E99782>**:
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- 鈿狅笍 鐩稿悓闂<E68293><E99782>閲嶅<E996B2>妫€绱<E282AC>紝娴<E7B49D>垂鏃堕棿
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- 鈿狅笍 Dify API鍝嶅簲鏃堕棿鍗?0%锛?.5-1.7绉掞級
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**褰卞搷**:
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- 鍝嶅簲閫熷害鏈夋彁鍗囩┖闂?
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- 鐩稿悓闂<E68293><E99782>绗<EFBFBD>簩娆¤<E5A886>闂<EFBFBD>粛闇€1.5绉?
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**鏀硅繘鏂规<E98F82>**:
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```typescript
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// 浣跨敤Redis缂撳瓨Dify妫€绱㈢粨鏋?
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private async queryDifyKnowledge(query: string): Promise<string> {
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// 1. 鐢熸垚缂撳瓨key锛坬uery鐨刪ash锛?
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const cacheKey = `dify:${md5(query)}`;
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// 2. 灏濊瘯浠庣紦瀛樿幏鍙?
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const cached = await redis.get(cacheKey);
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if (cached) {
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logger.info('Dify妫€绱㈠懡涓<EFBFBD>紦瀛?, { query });
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return cached;
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}
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// 3. 璋冪敤Dify API
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const result = await difyClient.retrieveKnowledge(...);
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// 4. 鏍煎紡鍖栫粨鏋?
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const formattedKnowledge = this.formatDifyResult(result);
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// 5. 缂撳瓨缁撴灉锛?灏忔椂锛?
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await redis.setex(cacheKey, 3600, formattedKnowledge);
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return formattedKnowledge;
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}
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```
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**浼樺娍**:
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- 鉁?鐩稿悓闂<E68293><E99782>鍝嶅簲閫熷害鎻愬崌1.5绉掞紙浠?.8绉掗檷鍒?.3绉掞級
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- 鉁?鍑忓皯Dify API璋冪敤娆℃暟
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- 鉁?闄嶄綆Dify鏈嶅姟鍣ㄨ礋杞?
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**鍔e娍**:
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- 鉂?鏂囨。鏇存柊鍚庨渶瑕佹竻闄ょ紦瀛?
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- 鉂?缂撳瓨鍗犵敤Redis鍐呭瓨
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**缂撳瓨澶辨晥绛栫暐**:
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- 鏂囨。涓婁紶/鏇存柊/鍒犻櫎鏃讹紝娓呴櫎瀵瑰簲Dataset鐨勬墍鏈夌紦瀛?
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- 缂撳瓨杩囨湡鏃堕棿锛?灏忔椂
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**寤鸿<E5AFA4>**: Phase 2瀹炴柦锛屼紭鍏堢骇涓?
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**棰勮<E6A3B0>宸ヤ綔閲?*: 1澶?
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---
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### 4. REDCap鏁版嵁缂撳瓨
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**褰撳墠鏂规<E98F82>**: 姣忔<E5A7A3>閮借皟鐢≧EDCap API鏌ヨ<E98F8C>
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**闂<><E99782>**:
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- 鈿狅笍 REDCap API鍝嶅簲鏃堕棿鍗?5%锛?.2-1.3绉掞級
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- 鈿狅笍 鎮h€呭熀鏈<E78680>俊鎭<E4BF8A>彉鍖栭<E98D96>鐜囦綆锛屼笉闇€瑕佹瘡娆″疄鏃舵煡璇?
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**褰卞搷**:
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- 鍝嶅簲閫熷害鏈夋彁鍗囩┖闂?
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- 澧炲姞REDCap鏈嶅姟鍣ㄨ礋杞?
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**鏀硅繘鏂规<E98F82>**:
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```typescript
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// 鍒嗗眰缂撳瓨绛栫暐
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private async queryRedcapRecord(recordId: string): Promise<any> {
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const cacheKey = `redcap:record:${recordId}`;
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// 1. 灏濊瘯浠庣紦瀛樿幏鍙?
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const cached = await redis.get(cacheKey);
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if (cached) {
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return JSON.parse(cached);
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}
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// 2. 璋冪敤REDCap API
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const records = await redcap.exportRecords({ records: [recordId] });
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// 3. 缂撳瓨缁撴灉锛?鍒嗛挓锛?
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await redis.setex(cacheKey, 300, JSON.stringify(records[0]));
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return records[0];
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}
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```
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**缂撳瓨绛栫暐**:
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| 鏁版嵁绫诲瀷 | 缂撳瓨鏃堕棿 | 鍘熷洜 |
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|---------|---------|------|
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| 鎮h€呭熀鏈<E78680>俊鎭?| 5鍒嗛挓 | 鍙樺寲棰戠巼浣?|
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| 缁熻<E7BC81>鏁版嵁 | 1鍒嗛挓 | 闇€瑕佽緝瀹炴椂 |
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| 椤圭洰閰嶇疆 | 1灏忔椂 | 鍑犱箮涓嶅彉 |
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**浼樺娍**:
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- 鉁?鍝嶅簲閫熷害鎻愬崌1.2绉?
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- 鉁?鍑忓皯REDCap鏈嶅姟鍣ㄨ礋杞?
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**鍔e娍**:
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- 鉂?鏁版嵁鍙<E5B581>兘鏈?鍒嗛挓寤惰繜
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**寤鸿<E5AFA4>**: Phase 2瀹炴柦锛岄渶涓庣敤鎴风‘璁ゆ槸鍚︽帴鍙?鍒嗛挓寤惰繜
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**棰勮<E6A3B0>宸ヤ綔閲?*: 1澶?
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---
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## 馃煛 P2 - 涓<>紭鍏堢骇鍊哄姟
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|
||
### 5. 鏂囨。涓婁紶API寮€鍙?
|
||
|
||
**褰撳墠鏂规<E98F82>**: 鎵嬪姩閫氳繃Dify鐣岄潰涓婁紶鏂囨。
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 涓嶆敮鎸佹壒閲忎笂浼?
|
||
- 鈿狅笍 闇€瑕佺櫥褰旸ify绯荤粺
|
||
- 鈿狅笍 鏃犳硶鑷<E7A1B6>姩鍖?
|
||
|
||
**褰卞搷**:
|
||
- PI鏃犳硶鑷<E7A1B6>姪涓婁紶鐮旂┒鏂囨。
|
||
- 闇€瑕佹妧鏈<E5A6A7>汉鍛樺崗鍔?
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
|
||
```typescript
|
||
// backend/src/modules/iit-manager/routes/index.ts
|
||
|
||
// 涓婁紶鏂囨。鍒伴」鐩<E3808D>煡璇嗗簱
|
||
router.post('/projects/:projectId/documents', async (request, reply) => {
|
||
const { projectId } = request.params;
|
||
const file = await request.file();
|
||
|
||
// 1. 鑾峰彇椤圭洰閰嶇疆
|
||
const project = await prisma.iitProject.findUnique({
|
||
where: { id: projectId },
|
||
select: { difyDatasetId: true }
|
||
});
|
||
|
||
// 2. 涓婁紶鍒癉ify
|
||
const buffer = await file.toBuffer();
|
||
const result = await difyClient.uploadDocumentDirectly(
|
||
project.difyDatasetId,
|
||
buffer,
|
||
file.filename
|
||
);
|
||
|
||
// 3. 绛夊緟绱㈠紩瀹屾垚
|
||
await difyClient.waitForDocumentProcessing(
|
||
project.difyDatasetId,
|
||
result.document.id
|
||
);
|
||
|
||
return reply.send({ success: true, documentId: result.document.id });
|
||
});
|
||
|
||
// 鍒犻櫎鏂囨。
|
||
router.delete('/projects/:projectId/documents/:documentId', async (request, reply) => {
|
||
// 瀹炵幇鏂囨。鍒犻櫎
|
||
});
|
||
|
||
// 鑾峰彇鏂囨。鍒楄〃
|
||
router.get('/projects/:projectId/documents', async (request, reply) => {
|
||
// 瀹炵幇鏂囨。鍒楄〃鏌ヨ<E98F8C>
|
||
});
|
||
```
|
||
|
||
**鍓嶇<E98D93>鐣岄潰**锛堝彲閫夛級:
|
||
- 鏂囨。涓婁紶琛ㄥ崟
|
||
- 鏂囨。鍒楄〃灞曠ず
|
||
- 鏂囨。鐘舵€佽拷韪<E68BB7>紙uploading 鈫?indexing 鈫?completed锛?
|
||
|
||
**寤鸿<E5AFA4>**: Phase 3瀹炴柦锛屼紭鍏堢骇涓?
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 2-3澶?
|
||
|
||
---
|
||
|
||
### 6. 鐢ㄦ埛缁戝畾榛樿<E6A69B>椤圭洰
|
||
|
||
**褰撳墠鏂规<E98F82>**: 鎵€鏈夌敤鎴峰叡浜<E58FA1>悓涓€涓<E282AC>椿璺冮」鐩<E3808D>紙`status='active'`锛?
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 鏃犳硶鏀<E7A1B6>寔澶氶」鐩?
|
||
- 鈿狅笍 涓嶅悓鐢ㄦ埛鍙<E59F9B>兘鍏虫敞涓嶅悓椤圭洰
|
||
|
||
**褰卞搷**:
|
||
- 濡傛灉鏈夊<E98F88>涓狪IT椤圭洰锛屾棤娉曞尯鍒嗙敤鎴峰睘浜庡摢涓<E691A2>」鐩?
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
|
||
**鏁版嵁妯″瀷鏇存柊**:
|
||
```typescript
|
||
// backend/prisma/schema.prisma
|
||
|
||
model IitUserMapping {
|
||
// ... 鐜版湁瀛楁<E7809B> ...
|
||
|
||
// 鏂板<E98F82>锛氱敤鎴风殑榛樿<E6A69B>椤圭洰
|
||
defaultProjectId String? @map("default_project_id")
|
||
}
|
||
```
|
||
|
||
**ChatService鏇存柊**:
|
||
```typescript
|
||
async handleMessage(userId: string, userMessage: string): Promise<string> {
|
||
// 1. 鑾峰彇鐢ㄦ埛鐨勯粯璁ら」鐩?
|
||
const userMapping = await prisma.iitUserMapping.findFirst({
|
||
where: { wecomUserId: userId }
|
||
});
|
||
|
||
const projectId = userMapping?.defaultProjectId;
|
||
|
||
// 2. 鍩轰簬椤圭洰鏌ヨ<E98F8C>鏁版嵁
|
||
const project = await prisma.iitProject.findUnique({
|
||
where: { id: projectId }
|
||
});
|
||
|
||
// 鍚庣画閫昏緫...
|
||
}
|
||
```
|
||
|
||
**寤鸿<E5AFA4>**: Phase 2鍚庢湡瀹炴柦锛屽綋鏈夊<E98F88>涓<EFBFBD>」鐩<E3808D>椂
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 1-2澶?
|
||
|
||
---
|
||
|
||
### 7. Function Calling鍗囩骇
|
||
|
||
**褰撳墠鏂规<E98F82>**: 鍏抽敭璇嶆剰鍥捐瘑鍒?鈫?鎵嬪姩璋冪敤宸ュ叿
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 鏃犳硶鑷<E7A1B6>姩鍐冲畾鏄<E795BE>惁璋冪敤宸ュ叿
|
||
- 鈿狅笍 鏃犳硶鏍规嵁涓婁笅鏂囪嚜鍔ㄦ彁鍙栧弬鏁?
|
||
|
||
**褰卞搷**:
|
||
- 濡傛灉鐢ㄦ埛闂?7鍙锋偅鑰呭拰8鍙锋偅鑰呭摢涓<E691A2>洿涓ラ噸锛?锛屽綋鍓嶆棤娉曡嚜鍔ㄦ煡璇<E785A1>袱涓<E8A2B1>偅鑰?
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
|
||
浣跨敤DeepSeek-V3鐨?*Native Function Calling**:
|
||
|
||
```typescript
|
||
// 瀹氫箟宸ュ叿
|
||
const tools = [
|
||
{
|
||
type: 'function',
|
||
function: {
|
||
name: 'query_redcap_record',
|
||
description: '鏌ヨ<E98F8C>REDCap涓<70>壒瀹氭偅鑰呯殑璁板綍',
|
||
parameters: {
|
||
type: 'object',
|
||
properties: {
|
||
recordId: {
|
||
type: 'string',
|
||
description: '鎮h€呰<E282AC>褰旾D'
|
||
}
|
||
},
|
||
required: ['recordId']
|
||
}
|
||
}
|
||
},
|
||
{
|
||
type: 'function',
|
||
function: {
|
||
name: 'query_dify_knowledge',
|
||
description: '妫€绱㈢爺绌舵柟妗堛€丆RF琛ㄦ牸绛夋枃妗?,
|
||
parameters: {
|
||
type: 'object',
|
||
properties: {
|
||
query: {
|
||
type: 'string',
|
||
description: '鏌ヨ<EFBFBD>闂<EFBFBD><EFBFBD>'
|
||
}
|
||
},
|
||
required: ['query']
|
||
}
|
||
}
|
||
}
|
||
];
|
||
|
||
// LLM鑷<4D>姩鍐冲畾璋冪敤鍝<E695A4>簺宸ュ叿
|
||
const response = await llm.chat(messages, { tools });
|
||
|
||
// 澶勭悊宸ュ叿璋冪敤
|
||
if (response.tool_calls) {
|
||
for (const toolCall of response.tool_calls) {
|
||
if (toolCall.function.name === 'query_redcap_record') {
|
||
const args = JSON.parse(toolCall.function.arguments);
|
||
const result = await this.queryRedcapRecord(args.recordId);
|
||
// 缁х画瀵硅瘽...
|
||
}
|
||
}
|
||
}
|
||
```
|
||
|
||
**浼樺娍**:
|
||
- 鉁?LLM鑷<4D>姩鍐冲畾鏄<E795BE>惁璋冪敤宸ュ叿
|
||
- 鉁?鑷<>姩鎻愬彇鍙傛暟锛堝<E9949B>recordId锛?
|
||
- 鉁?鏀<>寔澶氬伐鍏峰苟琛岃皟鐢?
|
||
- 鉁?鏇存櫤鑳姐€佹洿鐏垫椿
|
||
|
||
**鍔e娍**:
|
||
- 鉂?澧炲姞涓€娆<E282AC>LM璋冪敤
|
||
- 鉂?鎬诲搷搴旀椂闂村彲鑳藉<E991B3>鍔犲埌7-8绉?
|
||
|
||
**寤鸿<E5AFA4>**: Phase 3瀹炴柦锛屼綔涓洪珮绾у姛鑳?
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 3-5澶?
|
||
|
||
---
|
||
|
||
### 8. 鏅鸿兘寮曠敤绯荤粺
|
||
|
||
**褰撳墠鏂规<E98F82>**: Dify杩斿洖鐨勬枃妗g墖娈电洿鎺ユ樉绀?
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 鏃犳硶婧<E7A1B6>簮鍒板叿浣撴枃妗e拰浣嶇疆
|
||
- 鈿狅笍 鐢ㄦ埛鏃犳硶楠岃瘉淇℃伅鏉ユ簮
|
||
|
||
**褰卞搷**:
|
||
- 鐢ㄦ埛浣撻獙涓嶅<E6B693>閫忔槑
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
|
||
鍙傝€傾SL妯″潡鐨勬櫤鑳藉紩鐢ㄧ郴缁燂細
|
||
|
||
```typescript
|
||
// 1. 鏀堕泦寮曠敤淇℃伅
|
||
interface Citation {
|
||
id: number;
|
||
documentName: string;
|
||
segmentIndex: number;
|
||
score: number;
|
||
content: string;
|
||
}
|
||
|
||
// 2. AI鍥炵瓟涓<E7939F>彃鍏ュ紩鐢ㄦ爣璁?
|
||
const answer = `鏍规嵁鐮旂┒鏂规<EFBFBD>[1]鍜孋RF琛ㄦ牸[2]锛岀撼鍏ユ爣鍑嗗寘鎷<E5AF98>細
|
||
1. 骞撮緞18-75宀乕1]
|
||
2. 绗﹀悎璇婃柇鏍囧噯[1][2]
|
||
3. 绛剧讲鐭ユ儏鍚屾剰涔<E589B0>3]
|
||
|
||
---
|
||
馃摎 **鍙傝€冩枃鐚?*
|
||
[1] 馃搫 **鐮旂┒鏂规<E98F82>.pdf** - 绗?娈?(鐩稿叧搴?5%)
|
||
"绾冲叆鏍囧噯锛氬勾榫?8-75宀侊紝绗﹀悎璇婃柇鏍囧噯..."
|
||
[2] 馃搫 **CRF琛ㄦ牸.docx** - 绗?娈?(鐩稿叧搴?2%)
|
||
"鍩虹嚎璇勪及鍖呮嫭锛氳瘖鏂<E79896>爣鍑嗐€佸叆缁勬椂闂?.."
|
||
`;
|
||
|
||
// 3. 鍓嶇<E98D93>楂樹寒鏄剧ず寮曠敤
|
||
// 鐐瑰嚮[1]璺宠浆鍒板紩鐢ㄨ<E990A2>鎯?
|
||
```
|
||
|
||
**寤鸿<E5AFA4>**: Phase 3瀹炴柦锛屼綔涓轰綋楠屼紭鍖?
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 3-4澶?
|
||
|
||
---
|
||
|
||
## 馃煝 P3 - 浣庝紭鍏堢骇鍊哄姟
|
||
|
||
### 9. 鎵归噺鏁版嵁鏌ヨ<E98F8C>浼樺寲
|
||
|
||
**褰撳墠鏂规<E98F82>**: 鍗曟潯璁板綍鏌ヨ<E98F8C>
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 濡傛灉鐢ㄦ埛闂?鎵€鏈夋偅鑰呯殑鍏ョ粍鎯呭喌"锛岄渶瑕佸<E79195>娆℃煡璇?
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
- 鏀<>寔鎵归噺鏌ヨ<E98F8C>
|
||
- 鐢熸垚鏁版嵁鎽樿<E98EBD>
|
||
|
||
**寤鸿<E5AFA4>**: Phase 4瀹炴柦
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 2-3澶?
|
||
|
||
---
|
||
|
||
### 10. 澶氳疆瀵硅瘽浼樺寲
|
||
|
||
**褰撳墠鏂规<E98F82>**: 淇濈暀鏈€杩?杞<><E69D9E>璇?
|
||
|
||
**闂<><E99782>**:
|
||
- 鈿狅笍 闀垮<E99780>璇濆彲鑳戒涪澶遍噸瑕佷笂涓嬫枃
|
||
|
||
**鏀硅繘鏂规<E98F82>**:
|
||
- 鏅鸿兘涓婁笅鏂囧帇缂╋紙鎻愬彇鍏抽敭淇℃伅锛?
|
||
- 闀挎湡璁板繂锛堝瓨鍌ㄩ噸瑕佷俊鎭<E4BF8A>埌鏁版嵁搴擄級
|
||
|
||
**寤鸿<E5AFA4>**: Phase 4瀹炴柦
|
||
|
||
**棰勮<E6A3B0>宸ヤ綔閲?*: 5-7澶?
|
||
|
||
---
|
||
|
||
## 馃搳 鍊哄姟浼樺厛绾ф€昏<E282AC>
|
||
|
||
| 鍊哄姟椤?| 浼樺厛绾?| 褰卞搷 | 宸ヤ綔閲?| 寤鸿<E5AFA4>鏃堕棿 |
|
||
|-------|--------|------|--------|----------|
|
||
| 鎰忓浘璇嗗埆鍗囩骇 | P1 | 鍑嗙‘鐜?| 2-3澶?| Phase 2 |
|
||
| 涓婁笅鏂囪縼绉籖edis | P1 | 鍙<>敤鎬?| 1澶?| Phase 2 |
|
||
| Dify缁撴灉缂撳瓨 | P1 | 鎬ц兘 | 1澶?| Phase 2 |
|
||
| REDCap鏁版嵁缂撳瓨 | P1 | 鎬ц兘 | 1澶?| Phase 2 |
|
||
| 鏂囨。涓婁紶API | P2 | 鍔熻兘 | 2-3澶?| Phase 3 |
|
||
| 鐢ㄦ埛缁戝畾椤圭洰 | P2 | 鍔熻兘 | 1-2澶?| Phase 2鍚庢湡 |
|
||
| Function Calling | P2 | 鏅鸿兘鍖?| 3-5澶?| Phase 3 |
|
||
| 鏅鸿兘寮曠敤绯荤粺 | P2 | 浣撻獙 | 3-4澶?| Phase 3 |
|
||
| 鎵归噺鏌ヨ<E98F8C>浼樺寲 | P3 | 鍔熻兘 | 2-3澶?| Phase 4 |
|
||
| 澶氳疆瀵硅瘽浼樺寲 | P3 | 浣撻獙 | 5-7澶?| Phase 4 |
|
||
|
||
---
|
||
|
||
## 馃幆 Phase 2 鍊哄姟娓呭伩璁″垝
|
||
|
||
### Week 1-2: 鎬ц兘浼樺寲
|
||
- [ ] 涓婁笅鏂囪縼绉诲埌Redis锛?澶╋級
|
||
- [ ] Dify缁撴灉缂撳瓨锛?澶╋級
|
||
- [ ] REDCap鏁版嵁缂撳瓨锛?澶╋級
|
||
- [ ] 鎬ц兘娴嬭瘯涓庤皟浼橈紙1澶╋級
|
||
|
||
**棰勬湡鏁堟灉**:
|
||
- 鍝嶅簲鏃堕棿浠?.8绉掗檷鍒?-3绉?
|
||
- 鏀<>寔鍒嗗竷寮忛儴缃?
|
||
- 鏈嶅姟閲嶅惎涓嶄涪澶变笂涓嬫枃
|
||
|
||
### Week 3-4: 鎰忓浘璇嗗埆鍗囩骇
|
||
- [ ] 瀹炵幇LLM鎰忓浘鍒ゆ柇锛?澶╋級
|
||
- [ ] A/B娴嬭瘯瀵规瘮锛?澶╋級
|
||
- [ ] 涓婄嚎鐏板害鍙戝竷锛?澶╋級
|
||
|
||
**棰勬湡鏁堟灉**:
|
||
- 鎰忓浘璇嗗埆鍑嗙‘鐜囦繚鎸?00%
|
||
- 鏀<>寔澶嶆潅鑷<E6BD85>劧璇<E58AA7>█琛ㄨ揪
|
||
|
||
### Week 5: 澶氶」鐩<E3808D>敮鎸?
|
||
- [ ] 鐢ㄦ埛缁戝畾榛樿<E6A69B>椤圭洰锛?澶╋級
|
||
|
||
**棰勬湡鏁堟灉**:
|
||
- 鏀<>寔澶氫釜IIT椤圭洰骞惰<E9AA9E>
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---
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## 馃摑 鍊哄姟璺熻釜
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### 宸叉竻鍋垮€哄姟
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| 鍊哄姟椤?| 娓呭伩鏃堕棿 | 鏂规<E98F82> |
|
||
|-------|---------|------|
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||
| AI骞昏<E9AA9E>闂<EFBFBD><E99782> | 2026-01-03 | RAG鏁版嵁娉ㄥ叆 + 涓ユ牸System Prompt |
|
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| 涓婁笅鏂囦涪澶?| 2026-01-03 | SessionMemory锛堟渶杩?杞<>級 |
|
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| 鍝嶅簲閫熷害鎱?| 2026-01-04 | 浼樺寲鎰忓浘璇嗗埆 + 寮傛<E5AFAE>澶勭悊 |
|
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|
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### 杩涜<E69DA9>涓<EFBFBD>€哄姟
|
||
|
||
| 鍊哄姟椤?| 璐熻矗浜?| 棰勮<E6A3B0>瀹屾垚 |
|
||
|-------|--------|----------|
|
||
| 鏃?| - | - |
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### 寰呭<E5AFB0>鐞嗗€哄姟
|
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|
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瑙佷笂鏂囦紭鍏堢骇鍒楄〃
|
||
|
||
---
|
||
|
||
## 馃敆 鐩稿叧鏂囨。
|
||
|
||
- [IIT Manager Agent 鎶€鏈<E282AC>矾寰勪笌鏋舵瀯璁捐<E79281>](../02-鎶€鏈<E282AC><E98F88>璁?IIT Manager Agent 鎶€鏈<E282AC>矾寰勪笌鏋舵瀯璁捐<E79281>.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)
|
||
- [MVP寮€鍙戜换鍔℃竻鍗昡(../04-寮€鍙戣<E98D99>鍒?MVP寮€鍙戜换鍔℃竻鍗?md)
|
||
|
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---
|
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|
||
**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瀹屾垚鍚庢暣鐞?
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