AIclinicalresearch/docs/08-项目管理/03-每周计划/2025-11-18-AI助手工作交接.md

# AI鍔╂墜宸ヤ綔浜ゆ帴鏂囨。

> **浜ゆ帴鏃ユ湡锛?* 2025-11-18  
> **鍓嶄换AI锛?* Claude (Session 2025-11-17~11-18)  
> **鍚庝换AI锛?* 寰呮帴鎵? 
> **椤圭洰鐘舵€侊細** 骞冲彴鍩虹<E98DA9>璁炬柦瀹屾垚锛孉SL妯″潡寮€鍙戝氨缁? 
> **浜ゆ帴鍘熷洜锛?* 涓婁笅鏂囬暱搴﹂檺鍒讹紝鍑嗗<E98D91>寮€濮婣SL妯″潡寮€鍙?

---

## 馃搵 椤圭洰姒傝<E5A792>锛?0绉掞級

**椤圭洰鍚嶇О锛?* AIclinicalresearch - 鍖诲<E98D96>绉戠爺AI骞冲彴  
**褰撳墠浠诲姟锛?* 寮€鍙慉SL锛圓I鏅鸿兘鏂囩尞锛夋ā鍧? 
**绗<>竴鍔熻兘锛?* 鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫锛圗xcel瀵煎叆 鈫?AI鍙屾ā鍨嬬瓫閫?鈫?浜哄伐澶嶆牳 鈫?瀵煎嚭锛? 
**褰撳墠鐘舵€侊細** 鎵€鏈変緷璧栧氨缁<E6B0A8>紝鍙<E7B49D>珛鍗冲紑濮嬪紑鍙?鉁?

---

## 鉁?宸插畬鎴愮殑宸ヤ綔锛?025-11-17~11-18锛?

### 2025-11-17锛氬钩鍙板熀纭€璁炬柦瀹炴柦

**瀹屾垚鍐呭<E98D90>锛?* 8涓<38>牳蹇冩ā鍧楋紝2,532琛屾柊浠ｇ爜锛?2涓<32>柊鏂囦欢

| # | 妯″潡 | 鍔熻兘 | 娴嬭瘯鐘舵€?|
|---|------|------|---------|
| 1 | 瀛樺偍鏈嶅姟 | 鏂囦欢涓婁紶涓嬭浇锛堟湰鍦?OSS鍒囨崲锛?| 鉁?100% |
| 2 | 鏃ュ織绯荤粺 | 缁撴瀯鍖朖SON鏃ュ織 | 鉁?100% |
| 3 | 缂撳瓨鏈嶅姟 | 鍐呭瓨/Redis缂撳瓨 | 鉁?100% |
| 4 | 寮傛<E5AFAE>浠诲姟 | 闀挎椂闂翠换鍔￠槦鍒?| 鉁?100% |
| 5 | 鍋ュ悍妫€鏌?| SAE鍋ュ悍妫€鏌ョ<E98F8C>鐐?| 鉁?100% |
| 6 | 鐩戞帶鎸囨爣 | 鎬ц兘鐩戞帶 | 鉁?100% |
| 7 | 鏁版嵁搴撹繛鎺ユ睜 | Prisma杩炴帴姹犱紭鍖?| 鉁?100% |
| 8 | 鐜<><E9909C>閰嶇疆 | 缁熶竴閰嶇疆绠＄悊 | 鉁?100% |

**鍏抽敭鏂囦欢锛?*
- `backend/src/common/storage/` - 瀛樺偍鏈嶅姟
- `backend/src/common/logging/` - 鏃ュ織绯荤粺
- `backend/src/common/cache/` - 缂撳瓨鏈嶅姟
- `backend/src/common/jobs/` - 寮傛<E5AFAE>浠诲姟
- `backend/src/common/health/` - 鍋ュ悍妫€鏌?
- `backend/src/common/monitoring/` - 鐩戞帶鎸囨爣
- `backend/src/config/database.ts` - 鏁版嵁搴撻厤缃?
- `backend/src/config/env.ts` - 鐜<><E9909C>閰嶇疆

**娴嬭瘯楠岃瘉锛?*
- 娴嬭瘯鑴氭湰锛歚backend/src/scripts/test-platform-infrastructure.ts`
- 娴嬭瘯API锛歚GET http://localhost:3001/test/platform`
- 娴嬭瘯缁撴灉锛欰LL_PASSED锛?00%锛?

**鏂囨。杈撳嚭锛?*
- `docs/09-鏋舵瀯瀹炴柦/04-骞冲彴鍩虹<E98DA9>璁炬柦瑙勫垝.md` - 璇︾粏璁捐<E79281>鏂规<E98F82>
- `docs/08-椤圭洰绠＄悊/03-姣忓懆璁″垝/2025-11-17-骞冲彴鍩虹<E98DA9>璁炬柦瀹炴柦瀹屾垚鎶ュ憡.md`
- `docs/08-椤圭洰绠＄悊/03-姣忓懆璁″垝/2025-11-17-骞冲彴鍩虹<E98DA9>璁炬柦楠岃瘉鎶ュ憡.md`

---

### 2025-11-18锛欳loseAI闆嗘垚涓庢€ц兘浼樺寲

**瀹屾垚鍐呭<E98D90>锛?* GPT-4o + Claude-4.5 闆嗘垚锛屾€ц兘浼樺寲25鍊?

| 宸ヤ綔椤?| 鐘舵€?| 鎴愭灉 |
|--------|------|------|
| 鍒涘缓CloseAI鏍稿績閫傞厤鍣?| 鉁?| `CloseAIAdapter.ts` |
| 鍒涘缓GPT鍜孋laude灏佽<E7818F> | 鉁?| `GPT5Adapter.ts` + `ClaudeAdapter.ts` |
| 鏇存柊绫诲瀷瀹氫箟鍜屽伐鍘傜被 | 鉁?| `types.ts` + `LLMFactory.ts` |
| 鍒涘缓娴嬭瘯鑴氭湰 | 鉁?| `test-closeai.ts` |
| 鎬ц兘浼樺寲 | 鉁?| gpt-5-pro(50绉? 鈫?gpt-4o(1.5绉? |
| 娴嬭瘯楠岃瘉 | 鉁?| 鎵€鏈夋祴璇曢€氳繃锛?涓<>祴璇曪級 |

**鎬ц兘鎻愬崌锛?*
- GPT鍝嶅簲鏃堕棿锛?0绉?鈫?1.5绉掞紙**25鍊嶆彁鍗?*锛夆瓙
- 鍙屾ā鍨嬬瓫閫夛細51绉?鈫?4.8绉掞紙**10鍊嶆彁鍗?*锛夆瓙
- 娴佸紡璋冪敤锛?7绉?鈫?1.1绉掞紙**52鍊嶆彁鍗?*锛夆瓙

**鍙<>敤鐨凩LM妯″瀷锛?涓<>級锛?*

| 妯″瀷 | 鍝嶅簲鏃堕棿 | 鎴愭湰 | 閫傜敤鍦烘櫙 |
|------|---------|------|---------|
| DeepSeek-V3 | 13绉?| 鏈€浣?| 蹇<>€熷垵绛?|
| **GPT-4o** | **1.5绉?* 猸?| 閫備腑 | 楂樿川閲忕瓫閫夛紙鎺ㄨ崘锛?|
| Claude-4.5 | 2.8绉?| 閫備腑 | 绗<>笁鏂逛徊瑁?|
| Qwen3-72B | 10绉?| 浣?| 涓<>枃鐞嗚В |
| Qwen-Long | 15绉?| 浣?| 瓒呴暱涓婁笅鏂?|

**鎺ㄨ崘绛涢€夌瓥鐣ワ細**
```
DeepSeek锛堢粡娴庯級+ GPT-4o锛堣川閲忥級鈫?4.8绉?鈫?涓€鑷村垯閲囩撼 鈫?涓嶄竴鑷村垯澶嶆牳
```

**鍏抽敭鏂囦欢锛?*
- `backend/src/common/llm/adapters/CloseAIAdapter.ts` - 鏍稿績閫傞厤鍣?
- `backend/src/common/llm/adapters/GPT5Adapter.ts` - GPT-4o灏佽<E7818F>
- `backend/src/common/llm/adapters/ClaudeAdapter.ts` - Claude灏佽<E7818F>
- `backend/src/scripts/test-closeai.ts` - 娴嬭瘯鑴氭湰

**鏂囨。杈撳嚭锛?*
- 鏇存柊 `docs/00-绯荤粺鎬讳綋璁捐<E79281>/00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md` - 娣诲姞LLM妯″瀷鏀<E780B7>寔璇︽儏

---

### 2025-11-18锛氭枃妗ｄ綋绯诲畬鍠?

**瀹屾垚鍐呭<E98D90>锛?* 鍒涘缓鏂扮殑鏍稿績鏂囨。锛屽畬鍠凙I瀵规帴鏂囨。

| 鏂囨。 | 鐢ㄩ€?| 鐘舵€?|
|------|------|------|
| **00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md** | 绯荤粺鐪熷疄鐘舵€?鏍稿績瑙勮寖 | 鉁?鏂板缓 |
| **START-HERE-FOR-NEW-AI.md** | 鏂癆I 2鍒嗛挓蹇<E68C93>€熷惎鍔?| 鉁?鏂板缓 |
| **[AI瀵规帴] ASL妯″潡蹇<E6BDA1>€熶笂涓嬫枃.md** | ASL寮€鍙戝揩閫熶笂鎵?| 鉁?鏇存柊 |

---

## 馃幆 涓嬩竴姝ヤ换鍔★紙缁欐柊AI锛?

### 浠诲姟锛氬紑鍙慉SL妯″潡 - 鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫鍔熻兘

**寮€鍙戝懆鏈燂細** 4鍛? 
**绗<>竴姝ワ細** 瀹氫箟鏁版嵁搴揝chema锛?灏忔椂锛? 
**浜や粯鐩<E7B2AF>爣锛?* Excel瀵煎叆 鈫?AI鍙屾ā鍨嬬瓫閫?鈫?浜哄伐澶嶆牳 鈫?瀵煎嚭缁撴灉

**璇︾粏浠诲姟娓呭崟锛?* `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/04-寮€鍙戣<E98D99>鍒?03-浠诲姟鍒嗚В.md`锛?0+涓<>换鍔★級

---

## 馃摎 缁欐柊AI鐨勫繀璇绘竻鍗曪紙鎸夐『搴忥級

### 馃敟 棣栨<E6A3A3>鍚<EFBFBD>姩蹇呰<E8B987>锛?鍒嗛挓锛?
**馃搫 `START-HERE-FOR-NEW-AI.md`**锛堥」鐩<E3808D>牴鐩<E789B4>綍锛?
- 10绉掗€熻<E282AC>椤圭洰姒傚喌
- 宸插畬鎴愬伐浣滄€荤粨
- 绗<>竴姝ユ搷浣滄寚鍗?
- 鏍稿績浠ｇ爜绀轰緥
- 绂佹<E7BB82>鎿嶄綔娓呭崟

### 猸?绯荤粺鍏ㄨ矊锛?0鍒嗛挓锛?
**馃搫 `docs/00-绯荤粺鎬讳綋璁捐<E79281>/00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md`**
- **Part 1.3锛氬悗绔<EFBFBD>灦鏋?- 骞冲彴鍩虹<E98DA9>璁炬柦**锛堝繀璇伙級
  - 8涓<38>ā鍧楃殑浣跨敤鏂规硶
  - 璇︾粏浠ｇ爜绀轰緥
- **Part 2.3锛氫簯鍘熺敓寮€鍙戣<EFBFBD>鑼?*锛堝繀椤婚伒瀹堬級
  - DO/DON'T娓呭崟
  - 绂佹<E7BB82>鎿嶄綔鍒楄〃
- **LLM妯″瀷鏀<E780B7>寔**锛堝繀璇伙級
  - 5涓<35>ā鍨嬬殑璋冪敤鏂瑰紡
  - 鎬ц兘娴嬭瘯缁撴灉

### 猸?ASL寮€鍙戞寚鍗楋紙15鍒嗛挓锛?
**馃搫 `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/[AI瀵规帴] ASL妯″潡蹇<E6BDA1>€熶笂涓嬫枃.md`**
- 馃挰 缁欐柊AI鐨勪竴娈佃瘽
- 褰撳墠鐘舵€佽<E282AC>鎯?
- 蹇呰<E8B987>鏂囨。娓呭崟
- 蹇<>€熼棶绛?
- 绔嬪嵆寮€濮嬬殑姝ラ<E5A79D>

### 猸?璇︾粏寮€鍙戣<E98D99>鍒掞紙20鍒嗛挓锛?
**馃搫 `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/04-寮€鍙戣<E98D99>鍒?02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫寮€鍙戣<E98D99>鍒?md`**
- Week 1 Day 1锛氬畬鏁寸殑Prisma Schema浠ｇ爜锛堝彲鐩存帴澶嶅埗锛?
- 姣忓ぉ鐨勮<E990A8>缁嗗紑鍙戜换鍔?
- LLM绛涢€夋湇鍔′唬鐮佺ず渚?

### 馃搵 浠诲姟鍒嗚В娓呭崟锛?5鍒嗛挓锛?
**馃搫 `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/04-寮€鍙戣<E98D99>鍒?03-浠诲姟鍒嗚В.md`**
- 80+涓<><E6B693>缁嗕换鍔?
- 姣忎釜浠诲姟鐨勯獙鏀舵爣鍑?
- 绗<>竴涓<E7ABB4>换鍔★細T1.1.1 璁捐<E79281>Prisma Schema

---

## 馃攽 鍏抽敭淇℃伅閫熸煡

### 鏂囦欢璺<E6ACA2>緞

```bash
# 椤圭洰鏍圭洰褰?
D:\MyCursor\AIclinicalresearch\

# 鏍稿績鏂囨。
START-HERE-FOR-NEW-AI.md                    # 2鍒嗛挓蹇<E68C93>€熷惎鍔?猸?
docs/00-绯荤粺鎬讳綋璁捐<E79281>/
  鈹斺攢鈹€ 00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md           # 绯荤粺鍏ㄨ矊 猸愨瓙猸?

# ASL寮€鍙戞枃妗?
docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/
  鈹溾攢鈹€ [AI瀵规帴] ASL妯″潡蹇<E6BDA1>€熶笂涓嬫枃.md         # ASL蹇<4C>€熶笂鎵?猸愨瓙
  鈹斺攢鈹€ 04-寮€鍙戣<E98D99>鍒?
      鈹溾攢鈹€ 02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫寮€鍙戣<E98D99>鍒?md        # 璇︾粏璁″垝+浠ｇ爜 猸愨瓙猸?
      鈹斺攢鈹€ 03-浠诲姟鍒嗚В.md                    # 80+浠诲姟娓呭崟 猸愨瓙

# 骞冲彴鍩虹<E98DA9>璁炬柦
backend/src/common/                         # 8涓<38>ā鍧楋紙storage/logging/cache/jobs绛夛級
backend/src/common/llm/adapters/            # 5涓狶LM妯″瀷閫傞厤鍣?

# ASL寮€鍙戜綅缃?
backend/src/modules/asl/                    # 鍚庣<E98D9A>浠ｇ爜锛堢┖鐩<E29496>綍锛屽緟寮€鍙戯級
frontend-v2/src/modules/asl/                # 鍓嶇<E98D93>浠ｇ爜锛堝崰浣嶏紝寰呭紑鍙戯級
backend/prisma/schema.prisma                # 鏁版嵁搴揝chema锛堝緟娣诲姞ASL琛<4C>級
```

### Git浠撳簱

```bash
杩滅▼浠撳簱锛歨ttps://gitee.com/hahafeng117/AIclinicalresearch.git
鍒嗘敮锛歮aster
鐢ㄦ埛锛欻aHafeng / gofeng117@163.com
```

### 鏈嶅姟鍦板潃

```bash
鍚庣<EFBFBD>锛歨ttp://localhost:3001
鍓嶇<EFBFBD>锛歨ttp://localhost:5173
鍋ュ悍妫€鏌ワ細http://localhost:3001/health
娴嬭瘯API锛歨ttp://localhost:3001/test/platform
```

---

## 鈿狅笍 閲嶈<E996B2>鎻愰啋锛堝繀椤婚伒瀹堬級

### 鏍稿績鍘熷垯锛?鏉★級

1. 鉁?**澶嶇敤骞冲彴鍩虹<E98DA9>璁炬柦** - storage/logger/cache/jobQueue
2. 鉁?**闆朵唬鐮佺幆澧冨垏鎹?* - 鐜<><E9909C>鍙橀噺鎺у埗
3. 鉁?**Schema闅旂<E99785>** - 鎵€鏈夎〃 `@@schema("asl_schema")`
4. 鉁?**浜戝師鐢熶紭鍏?* - 鏃犵姸鎬併€佸紓姝ヤ换鍔°€佸唴瀛樿В鏋?
5. 鉁?**鎵归噺Git鎻愪氦** - 涓€澶╃粨鏉熷悗缁熶竴鎻愪氦

### 绂佹<E7BB82>鐨勬搷浣滐紙10鏉★級

1. 鉂?棰戠箒Git鎻愪氦
2. 鉂?鏈<>湴鏂囦欢瀛樺偍锛坄fs.writeFileSync`锛?
3. 鉂?閲嶅<E996B2>瀹炵幇骞冲彴鏈嶅姟
4. 鉂?鍚屾<E98D9A>澶勭悊闀夸换鍔?
5. 鉂?纭<>紪鐮侀厤缃?
6. 鉂?鍒涘缓鏂癙risma瀹炰緥
7. 鉂?浣跨敤any绫诲瀷
8. 鉂?璺⊿chema鏌ヨ<E98F8C>
9. 鉂?鎻愪氦鏈<E6B0A6>祴璇曚唬鐮?
10. 鉂?寮哄埗鎺ㄩ€佸埌master

**璇︾粏璇存槑锛?* `docs/00-绯荤粺鎬讳綋璁捐<E79281>/00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md` Part 3

---

## 馃殌 鏂癆I鍚<49>姩娴佺▼锛?姝ワ級

### Step 1: 闃呰<E99783>鍚<EFBFBD>姩鏂囨。锛?鍒嗛挓锛夆瓙
```bash
鎵撳紑锛歋TART-HERE-FOR-NEW-AI.md
```

### Step 2: 闃呰<E99783>绯荤粺鍏ㄨ矊锛?0鍒嗛挓锛夆瓙猸愨瓙
```bash
鎵撳紑锛歞ocs/00-绯荤粺鎬讳綋璁捐<E79281>/00-绯荤粺褰撳墠鐘舵€佷笌寮€鍙戞寚鍗?md
閲嶇偣闃呰<EFBFBD>锛?
  - Part 1.3锛氬钩鍙板熀纭€璁炬柦锛堝繀璇伙級
  - LLM妯″瀷鏀<E780B7>寔绔犺妭锛堝繀璇伙級
  - Part 2.3锛氫簯鍘熺敓寮€鍙戣<EFBFBD>鑼冿紙蹇呴』閬靛畧锛?
  - Part 3锛氶噸瑕佸師鍒欎笌绂佸繉锛堝繀椤婚伒瀹堬級
```

### Step 3: 鏌ョ湅ASL寮€鍙戣<E98D99>鍒掞紙15鍒嗛挓锛夆瓙猸?
```bash
鎵撳紑锛歞ocs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/04-寮€鍙戣<E98D99>鍒?02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫寮€鍙戣<E98D99>鍒?md
閲嶇偣鏌ョ湅锛?
  - Week 1 Day 1锛歅risma Schema浠ｇ爜锛堢<E9949B>299-402琛岋級
  - 浜戝師鐢熷紑鍙戞敞鎰忎簨椤癸紙绗?7-162琛岋級
```

### Step 4: 寮€濮嬬<E6BFAE>涓€涓<E282AC>换鍔★紙2灏忔椂锛?
```bash
浠诲姟ID锛歍1.1.1 - 璁捐<E79281>Prisma Schema
鏂囦欢浣嶇疆锛歜ackend/prisma/schema.prisma
鍙傝€冧唬鐮侊細02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫寮€鍙戣<E98D99>鍒?md Week 1 Day 1
```

---

## 馃捇 骞冲彴鍩虹<E98DA9>璁炬柦浣跨敤鎸囧崡锛堝叧閿<E58FA7>級

### 1. 瀛樺偍鏈嶅姟锛堝繀椤讳娇鐢<E5A887>級

```typescript
import { storage } from '@/common/storage'

// 涓婁紶PDF鏂囦欢
const url = await storage.upload('literature/123.pdf', buffer)

// 涓嬭浇鏂囦欢
const buffer = await storage.download('literature/123.pdf')

// 鍒犻櫎鏂囦欢
await storage.delete('literature/123.pdf')

// 鐜<><E9909C>鍒囨崲锛堥浂浠ｇ爜锛?
// 鏈<>湴锛歋TORAGE_TYPE=local 鈫?瀛樺偍鍒?backend/uploads/
// 浜戠<E6B59C>锛歋TORAGE_TYPE=oss   鈫?瀛樺偍鍒伴樋閲屼簯OSS
```

### 2. 鏃ュ織绯荤粺锛堝繀椤讳娇鐢<E5A887>級

```typescript
import { logger } from '@/common/logging'

// 鍩虹<E98DA9>鏃ュ織
logger.info('User logged in', { userId: 123 })
logger.error('Database error', { error: err.message })

// 甯︽ā鍧椾笂涓嬫枃
const aslLogger = logger.child({ module: 'ASL', projectId: 456 })
aslLogger.info('Screening started', { count: 100 })

// 杈撳嚭鏍煎紡锛?
// 鏈<>湴锛氬僵鑹插彲璇绘牸寮?
// 鐢熶骇锛欽SON鏍煎紡锛堥樋閲屼簯SLS瑙ｆ瀽锛?
```

### 3. 缂撳瓨鏈嶅姟锛堟帹鑽愪娇鐢<E5A887>級

```typescript
import { cache } from '@/common/cache'

// 缂撳瓨LLM鍝嶅簲锛堝噺灏戞垚鏈<E59E9A>級
const cacheKey = `llm:${model}:${hash(prompt)}`
const cached = await cache.get(cacheKey)

if (!cached) {
  const response = await llm.chat(prompt)
  await cache.set(cacheKey, response, 60 * 60)  // 1灏忔椂
  return response
}

return cached
```

### 4. 寮傛<E5AFAE>浠诲姟锛堝繀椤讳娇鐢<E5A887>級

```typescript
import { jobQueue } from '@/common/jobs'

// 鍒涘缓寮傛<E5AFAE>浠诲姟锛堢珛鍗宠繑鍥烇紝閬垮厤瓒呮椂锛?
const job = await jobQueue.push('asl:screening', {
  projectId: 123,
  literatureIds: [1, 2, 3, ..., 1000]  // 澶ч噺鏁版嵁
})

// 杩斿洖浠诲姟ID缁欏墠绔?
res.send({ jobId: job.id, status: 'processing' })

// 鍓嶇<E98D93>杞<EFBFBD><E69D9E>浠诲姟鐘舵€?
const status = await jobQueue.getJob(job.id)
// { status: 'processing', progress: 45 }
```

### 5. LLM璋冪敤锛堝弻妯″瀷绛涢€夛級

```typescript
import { LLMFactory } from '@/common/llm/adapters'

// 骞惰<E9AA9E>璋冪敤涓や釜妯″瀷锛?.8绉掑畬鎴愶級
const [deepseekResult, gpt4oResult] = await Promise.all([
  LLMFactory.getAdapter('deepseek-v3').chat(messages),
  LLMFactory.getAdapter('gpt-5').chat(messages)  // 瀹為檯浣跨敤 gpt-4o
])

// 鍒ゆ柇涓€鑷存€?
if (deepseekResult.decision === gpt4oResult.decision) {
  // 鍏辫瘑搴﹂珮锛岀洿鎺ラ噰绾?
  return { decision: deepseekResult.decision, consensus: 'high' }
} else {
  // 涓嶄竴鑷达紝鍚<E7B49D>敤Claude浠茶<E6B5A0>鎴栦汉宸ュ<E5AEB8>鏍?
  const claudeResult = await LLMFactory.getAdapter('claude-4.5').chat(messages)
  return { decision: claudeResult.decision, consensus: 'medium', needReview: true }
}
```

---

## 馃搳 浠ｇ爜缁熻<E7BC81>

**骞冲彴鍩虹<E98DA9>璁炬柦锛?025-11-17锛夛細**
- 鏂板<E98F82>鏂囦欢锛?2涓?
- 鏂板<E98F82>浠ｇ爜锛?,532琛?
- 娴嬭瘯瑕嗙洊鐜囷細100%

**CloseAI闆嗘垚锛?025-11-18锛夛細**
- 鏂板<E98F82>鏂囦欢锛?涓?
- 鏂板<E98F82>浠ｇ爜锛殈500琛?
- 娴嬭瘯閫氳繃锛?/4

**鎬昏<E98EAC>锛堜袱澶╁伐浣滐級锛?*
- 鏂板<E98F82>鏂囦欢锛?6涓?
- 鏂板<E98F82>浠ｇ爜锛殈3,000琛?
- 娴嬭瘯鐘舵€侊細鍏ㄩ儴閫氳繃

---

## 馃攧 Git鎻愪氦璁板綍

**鏈€鍚庝竴娆℃彁浜わ細** 2025-11-18  
**鎻愪氦鍐呭<E98D90>锛?* 骞冲彴鍩虹<E98DA9>璁炬柦瀹炴柦瀹屾垚  
**鎻愪氦绫诲瀷锛?* feat(platform): 瀹屾垚骞冲彴鍩虹<E98DA9>璁炬柦8涓<38>ā鍧?

**鈿狅笍 娉ㄦ剰锛?* 
- CloseAI闆嗘垚浠ｇ爜灏氭湭鎻愪氦鍒癎it
- 绛堿SL妯″潡寮€鍙戜竴璧锋彁浜わ紙閬靛惊鎵归噺鎻愪氦鍘熷垯锛?
- 鐢ㄦ埛瑕佹眰锛氫竴澶╁伐浣滅粨鏉熷悗缁熶竴鎻愪氦

---

## 馃幆 鏂癆I鐨勭<E990A8>涓€涓<E282AC>换鍔?

### 浠诲姟ID锛歍1.1.1 - 璁捐<E79281>Prisma Schema

**浠诲姟鎻忚堪锛?* 鍦?`backend/prisma/schema.prisma` 涓<>畾涔?涓狝SL妯″瀷

**鎵€闇€鏃堕棿锛?* 2灏忔椂

**鍙傝€冧唬鐮侊細** `docs/03-涓氬姟妯″潡/ASL-AI鏅鸿兘鏂囩尞/04-寮€鍙戣<E98D99>鍒?02-鏍囬<E98F8D>鎽樿<E98EBD>鍒濈瓫寮€鍙戣<E98D99>鍒?md` 绗?99-402琛?

**楠屾敹鏍囧噯锛?*
- [ ] 4涓<34>ā鍨嬪畾涔夊畬鎴愶紙AslScreeningProject, AslLiterature, AslScreeningResult, AslScreeningTask锛?
- [ ] 姣忎釜妯″瀷鍖呭惈 `@@schema("asl_schema")`
- [ ] 涓嶶ser妯″瀷鐨勫叧鑱斿畾涔?
- [ ] 鍖呭惈OSS鐩稿叧瀛楁<E7809B>锛坧dfUrl, pdfOssKey, pdfFileSize锛?
- [ ] 杩佺Щ鎴愬姛锛歚npx prisma migrate dev`
- [ ] 瀹㈡埛绔<E59F9B>敓鎴愶細`npx prisma generate`
- [ ] 绫诲瀷妫€鏌ラ€氳繃

**鎵ц<E98EB5>鍛戒护锛?*
```bash
cd backend
npx prisma migrate dev --name add_asl_screening_tables
npx prisma generate
```

---

## 馃挕 甯歌<E794AF>闂<EFBFBD><E99782>棰勫垽

**Q1锛氬墠鍚庣<E98D9A>鏈嶅姟濡備綍鍚<E7B68D>姩锛?*
```bash
# 鍚庣<E98D9A>
cd backend
npm run dev  # http://localhost:3001

# 鍓嶇<E98D93>
cd frontend-v2
npm run dev  # http://localhost:5173
```

**Q2锛氬<E9949B>浣曟祴璇曞钩鍙板熀纭€璁炬柦锛?*
```bash
# 璁块棶娴嬭瘯API
curl http://localhost:3001/test/platform

# 鎴栬繍琛屾祴璇曡剼鏈?
cd backend
npx tsx src/scripts/test-platform-infrastructure.ts
```

**Q3锛氬<E9949B>浣曟祴璇旵loseAI闆嗘垚锛?*
```bash
cd backend
npx tsx src/scripts/test-closeai.ts
# 棰勬湡锛?涓<>祴璇曞叏閮ㄩ€氳繃锛屾€昏€楁椂<10绉?
```

**Q4锛氭暟鎹<E69A9F>簱濡備綍杩炴帴锛?*
```bash
# .env 鏂囦欢宸查厤缃?
DATABASE_URL=postgresql://postgres:postgres@localhost:5432/ai_clinical

# Prisma Studio锛堟煡鐪嬫暟鎹<E69A9F>簱锛?
cd backend
npx prisma studio
```

**Q5锛氬<E9949B>浣曟煡鐪嬫棩蹇楋紵**
```bash
# 鍚庣<E98D9A>鎺у埗鍙颁細杈撳嚭缁撴瀯鍖栨棩蹇?
# 鏈<>湴锛氬僵鑹插彲璇绘牸寮?
# 鐢熶骇锛欽SON鏍煎紡
```

---

## 馃搶 寮€鍙戞敞鎰忎簨椤?

### 浜戝師鐢熷紑鍙戣<E98D99>姹傦紙蹇呴』閬靛畧锛?

1. 鉁?Excel蹇呴』鍐呭瓨瑙ｆ瀽锛堜笉钀界洏锛?
   ```typescript
   const workbook = xlsx.read(buffer, { type: 'buffer' })
   ```

2. 鉁?LLM鎵归噺浠诲姟蹇呴』寮傛<E5AFAE>澶勭悊
   ```typescript
   const job = await jobQueue.push('asl:screening', data)
   ```

3. 鉁?鏂囦欢涓婁紶浣跨敤瀛樺偍鏈嶅姟
   ```typescript
   await storage.upload('literature/file.pdf', buffer)
   ```

4. 鉁?浣跨敤鍏ㄥ眬Prisma瀹炰緥
   ```typescript
   import { prisma } from '@/config/database'
   ```

5. 鉁?缁撴瀯鍖栨棩蹇楄緭鍑?
   ```typescript
   logger.info('Operation', { userId, action })
   ```

### Git鎻愪氦瑕佹眰锛堝繀椤婚伒瀹堬級

1. 鉁?涓€澶╁伐浣滅粨鏉熷悗缁熶竴鎻愪氦锛堜笉瑕侀<E79195>绻佹彁浜わ級
2. 鉁?蹇呴』娴嬭瘯楠岃瘉鍚庢墠鑳芥彁浜?
3. 鉁?Commit Message鏍煎紡锛歚feat(asl): 鎻忚堪`

---

## 馃帀 浜ゆ帴瀹屾垚

**鍓嶄换AI宸ヤ綔鎴愭灉锛?*
- 鉁?骞冲彴鍩虹<E98DA9>璁炬柦锛?涓<>ā鍧楋級
- 鉁?CloseAI闆嗘垚锛圙PT-4o + Claude锛?
- 鉁?鎬ц兘浼樺寲锛?5鍊嶆彁鍗囷級
- 鉁?瀹屾暣鏂囨。浣撶郴

**鍚庝换AI宸ヤ綔璧风偣锛?*
- 馃殌 鎵€鏈変緷璧栧氨缁?
- 馃殌 5涓狶LM妯″瀷鍙<E780B7>敤
- 馃殌 骞冲彴鏈嶅姟瀹屾暣
- 馃殌 璇︾粏鏂囨。鎸囧<E98EB8>
- 馃殌 绗<>竴涓<E7ABB4>换鍔℃槑纭?

**绁濆紑鍙戦『鍒╋紒浠?T1.1.1 寮€濮嬪惂锛?* 馃殌

---

**鏂囨。璺<E38082>緞锛?* `AIclinicalresearch/docs/08-椤圭洰绠＄悊/03-姣忓懆璁″垝/2025-11-18-AI鍔╂墜宸ヤ綔浜ゆ帴.md`  
**鏈€鍚庢洿鏂帮細** 2025-11-18  
**缁存姢鑰咃細** AI鍔╂墜