AIclinicalresearch/docs/00-系统总体设计/00-核心问题解答.md

# 鏍稿績闂<E7B8BE><E99782>瑙ｇ瓟

> **鍒涘缓鏃ユ湡锛?* 2025-11-06  
> **鏂囨。鐩<E38082>殑锛?* 鍥炵瓟鐢ㄦ埛鎻愬嚭鐨勫叧閿<E58FA7>灦鏋勯棶棰?

---

## 馃搵 鎮ㄦ彁鍑虹殑闂<E6AE91><E99782>

鎮ㄦ彁鍑轰簡闈炲父鏍稿績鐨勬灦鏋勯棶棰橈紝杩欎簺闂<EFBFBD><EFBFBD>鐩存帴褰卞搷浜嗘暣涓<EFBFBD>郴缁熺殑璁捐<EFBFBD>銆傝<EFBFBD>鎴戦€愪竴娣卞叆瑙ｇ瓟锛?

---

## 1锔忊儯 鏂囨。绯荤粺閲嶆瀯

### 鎮ㄧ殑寤鸿<E5AFA4>

> 锛?锛夌郴缁熸€讳綋鏋舵瀯銆佹€讳綋闇€姹侾RD銆佺郴缁熸€讳綋璁捐<E79281>銆佺郴缁熸€讳綋閮ㄧ讲绛夛紝搴旇<E690B4>鏄<EFBFBD>竴涓<E7ABB4>嫭绔嬬殑鏂囦欢澶? 
> 锛?锛?涓<>ā鍧楀簲璇ユ槸鐙<E6A7B8>珛鐨?涓<>枃浠跺す锛屾瘡涓<E798A1>ā鍧楁湁锛氶」鐩<E3808D><E990A9>杩般€佽<E282AC>璁℃枃妗ｃ€佷笟鍔¤<E98D94>鍒欍€佸紑鍙戣<E98D99>鍒掋€佹瘡鏃ヨ繘搴︺€侀儴缃叉枃妗?

### 鎴戠殑鍥炲<E98DA5>

鉁?**瀹屽叏璁ゅ悓锛佽繖鏄<E7B996>潪甯告<E794AF>纭<EFBFBD>殑鏋舵瀯鎬濊矾锛?*

鎴戝凡缁忓垱寤轰簡璇︾粏鐨勬枃妗ｉ噸鏋勬柟妗堬細
- 馃搫 [鏂囨。浣撶郴閲嶆瀯鏂规<EFBFBD>](./02-鏂囨。浣撶郴閲嶆瀯鏂规<E98F82>.md)

**鏂版枃妗ｇ粨鏋勶細**
```
docs/
  鈹溾攢鈹€ 00-绯荤粺鎬讳綋璁捐<E79281>/          # 鉁?鎬讳綋鐙<E7B68B>珛
  鈹?  鈹溾攢鈹€ 01-绯荤粺鏋舵瀯鍒嗗眰璁捐<E79281>.md
  鈹?  鈹溾攢鈹€ 02-鏂囨。浣撶郴閲嶆瀯鏂规<E98F82>.md
  鈹?  鈹溾攢鈹€ 03-鎬讳綋闇€姹傛枃妗?PRD).md
  鈹?  鈹溾攢鈹€ 04-鎶€鏈<E282AC>灦鏋勭櫧鐨<E6ABA7>功.md
  鈹?  鈹斺攢鈹€ 05-閮ㄧ讲鏋舵瀯璁捐<E79281>.md
  鈹?
  鈹溾攢鈹€ 01-骞冲彴鍩虹<E98DA9>灞?           # 骞冲彴灞傦紙鐢ㄦ埛鏉冮檺銆佸瓨鍌ㄣ€侀€氱煡绛夛級
  鈹溾攢鈹€ 02-閫氱敤鑳藉姏灞?           # 閫氱敤鑳藉姏锛圠LM缃戝叧銆佹枃妗ｅ<E5A697>鐞嗐€丷AG绛夛級
  鈹?
  鈹斺攢鈹€ 03-涓氬姟妯″潡/             # 鉁?7涓<37>ā鍧楃嫭绔?
      鈹溾攢鈹€ AIA-AI鏅鸿兘闂<E58598>瓟/
      鈹溾攢鈹€ ASL-AI鏅鸿兘鏂囩尞/
      鈹溾攢鈹€ PKB-涓<>汉鐭ヨ瘑搴?
      鈹溾攢鈹€ DC-鏁版嵁娓呮礂鏁寸悊/
      鈹溾攢鈹€ SSA-鏅鸿兘缁熻<E7BC81>鍒嗘瀽/
      鈹溾攢鈹€ ST-缁熻<E7BC81>鍒嗘瀽宸ュ叿/
      鈹斺攢鈹€ RVW-绋夸欢瀹℃煡绯荤粺/
```

**姣忎釜妯″潡鐨勬爣鍑嗙粨鏋勶細**
```
XXX-妯″潡鍚嶇О/
  鈹溾攢鈹€ 00-椤圭洰姒傝堪/         # PRD銆佸姛鑳芥竻鍗曘€佺敤鎴锋晠浜?
  鈹溾攢鈹€ 01-璁捐<E79281>鏂囨。/         # 鎶€鏈<E282AC>灦鏋勩€佹暟鎹<E69A9F>簱銆丄PI銆佸墠绔<E5A2A0>粍浠躲€乁I鍘熷瀷
  鈹溾攢鈹€ 02-涓氬姟瑙勫垯/         # 涓氬姟瑙勫垯銆侀獙璇佽<E79287>鍒?
  鈹溾攢鈹€ 03-寮€鍙戣<E98D99>鍒?         # 閲岀▼纰戙€佷换鍔″垎瑙?
  鈹溾攢鈹€ 04-娴嬭瘯鏂囨。/         # 娴嬭瘯璁″垝銆佹祴璇曠敤渚?
  鈹溾攢鈹€ 05-閮ㄧ讲鏂囨。/         # 閮ㄧ讲鎸囧崡銆侀厤缃<E58EA4><E7BC83>鏄?
  鈹溾攢鈹€ 06-寮€鍙戣繘搴?         # 姣忔棩/姣忓懆杩涘害锛堝彲閫夛級
  鈹斺攢鈹€ README.md           # 妯″潡瀵艰埅
```

**鏍稿績浼樺娍锛?*
- 鉁?鎬讳綋涓庢ā鍧楀垎绂?
- 鉁?灞傛<E7819E>娓呮櫚锛堝钩鍙板眰銆侀€氱敤鑳藉姏灞傘€佷笟鍔℃ā鍧楀眰锛?
- 鉁?鏀<>寔妯″潡鐙<E6BDA1>珛閿€鍞<E282AC>紙姣忎釜妯″潡鏂囨。鍙<E38082>嫭绔嬫墦鍖咃級
- 鉁?鏄撲簬鎵╁睍锛堟柊澧炴ā鍧楀<E98DA7>鍒舵ā鏉垮嵆鍙<E5B586>級

---

## 2锔忊儯 涓嶈€冭檻娣峰悎閮ㄧ讲

### 鎮ㄧ殑鍐崇瓥

> 鍙<EFBFBD>€冭檻浜戠<EFBFBD>銆佹湰鍦板寲锛堢<EFBFBD>鏈夊寲锛夈€佸崟鏈虹増锛屼笉鑰冭檻娣峰悎閮ㄧ讲

### 鎴戠殑鍥炲<E98DA5>

鉁?**瀹屽叏璧炲悓锛佹贩鍚堥儴缃叉妧鏈<E5A6A7>毦搴︽瀬楂橈紝闇€姹備笉鏄庣‘锛屽簲璇ユ殏缂撱€?*

**璋冩暣鍚庣殑閮ㄧ讲妯″紡锛?*
| 閮ㄧ讲妯″紡 | 鐩<>爣鐢ㄦ埛 | 鎶€鏈<E282AC>毦搴?| 浼樺厛绾?|
|---------|---------|---------|-------|
| **浜戠<E6B59C>SaaS鐗?* | 涓<>汉鐢ㄦ埛銆佸皬鏈烘瀯 | 猸愨瓙猸?涓<>瓑 | P0锛堝綋鍓嶏級 |
| **绉佹湁鍖栭儴缃?* | 鍖婚櫌銆佸ぇ鏈烘瀯 | 猸愨瓙猸愨瓙 楂?| P1锛堥樁娈典簩锛?|
| **鍗曟満鐗堬紙Electron锛?* | 涓<>汉鍖荤敓 | 猸愨瓙猸愨瓙猸?寰堥珮 | P2锛堥樁娈典簩锛?|
| ~~娣峰悎閮ㄧ讲~~ | ~~楂樼骇瀹㈡埛~~ | ~~猸愨瓙猸愨瓙猸?鏋侀珮~~ | 鉂?涓嶈€冭檻 |

**绠€鍖栧悗鐨勫ソ澶勶細**
- 鉁?闄嶄綆鎶€鏈<E282AC><E98F88>鏉傚害
- 鉁?鑱氱劍鏍稿績鍦烘櫙
- 鉁?鍔犲揩寮€鍙戦€熷害
- 鉁?闄嶄綆缁存姢鎴愭湰

**闃舵<E99783>瑙勫垝锛?*
```
闃舵<EFBFBD>涓€锛堝綋鍓?6涓<36>湀锛夛細浜戠<E6B59C>SaaS鐗?
- 涓撴敞浜戠<E6B59C>閮ㄧ讲
- 楠岃瘉甯傚満闇€姹?
- 蹇<>€熻凯浠?

闃舵<EFBFBD>浜岋紙6-18涓<38>湀锛夛細绉佹湁鍖栭儴缃?
- 瑙﹀彂鏉′欢锛氭湁瀹㈡埛鏄庣‘瑕佹眰
- 寮曞叆K8s
- Docker涓€閿<E282AC>儴缃?

闃舵<EFBFBD>涓夛紙18涓<EFBFBD>湀+锛夛細鍗曟満鐗堬紙鍙<E7B499>€夛級
- 瑙﹀彂鏉′欢锛氭湁澶ч噺鍗曟満鐗堥渶姹?
- 寮€鍙慐lectron搴旂敤
- 鏈<>湴鍖栬繍琛?
```

---

## 3锔忊儯 瀹＄ǹ绯荤粺鐨勭嫭绔嬫€?

### 鎮ㄧ殑璁″垝

> 鏈<EFBFBD>潵杩樹細澧炲姞涓€涓<EFBFBD><EFBFBD>绋跨郴缁熺殑寮€鍙戯紝鐩<EFBFBD>墠宸茬粡鏈夋牳蹇冨<EFBFBD>绋垮姛鑳戒簡锛屽彲鑳介渶瑕佺嫭绔嬫垚涓€涓<EFBFBD>郴缁?

### 鎴戠殑鍥炲<E98DA5>

鉁?**瀹＄ǹ绯荤粺闈炲父閫傚悎鐙<E6828E>珛锛佽繖鏄<E7B996>竴涓<E7ABB4>瀬鍏峰晢涓氫环鍊肩殑鍐崇瓥锛?*

**涓轰粈涔堝<E6B694>绋跨郴缁熼€傚悎鐙<E6828E>珛锛?*

**1. 鐢ㄦ埛缇ゅ畬鍏ㄤ笉鍚?*
```
涓诲钩鍙扮敤鎴凤細涓村簥鍖荤敓銆佺爺绌惰€?
瀹＄ǹ绯荤粺鐢ㄦ埛锛氭湡鍒婄紪杈戦儴銆佸嚭鐗堢ぞ銆佸<EFBFBD>浼?

鈫?涓ょ被鐢ㄦ埛娌℃湁浜ら泦锛屽畬鍏ㄧ嫭绔?
```

**2. 涓氬姟閫昏緫瀹屽叏鐙<E58F8F>珛**
```
涓诲钩鍙帮細绉戠爺鍏ㄦ祦绋嬶紙缁熻<EFBFBD>鍒嗘瀽銆佹枃鐚<EFBFBD>瓫閫夈€佹暟鎹<EFBFBD>竻娲楋級
瀹＄ǹ绯荤粺锛氱ǹ浠跺<EFBFBD>鏌ユ祦绋嬶紙鎶曠ǹ銆佸<EFBFBD>绋裤€佷慨鏀广€佸喅绛栵級

鈫?涓氬姟閫昏緫鏃犲叧鑱?
```

**3. 閮ㄧ讲鍦烘櫙鐙<E6AB99>珛**
```
涓诲钩鍙帮細浜戠<EFBFBD>SaaS涓轰富锛岄儴鍒嗙<EFBFBD>鏈夊寲
瀹＄ǹ绯荤粺锛氭湡鍒婄紪杈戦儴鐙<EFBFBD>珛閮ㄧ讲

鈫?閮ㄧ讲闇€姹備笉鍚?
```

**4. 鍟嗕笟妯″紡鐙<E7B4A1>珛**
```
涓诲钩鍙帮細鎸夌増鏈<EFBFBD><EFBFBD>闃咃紙鍩虹<EFBFBD>鐗堛€侀珮绾х増銆佹棗鑸扮増锛?
瀹＄ǹ绯荤粺锛氭寜鏈熷垔璁㈤槄锛屾垨鎸夌ǹ浠舵暟閲忚<EFBFBD>璐?

鈫?鍟嗕笟妯″紡瀹屽叏涓嶅悓
```

**褰撳墠鐘舵€侊細**
- 鉁?鏍稿績鍔熻兘宸插疄鐜帮紙鏂囨。鎻愬彇銆佽<E98A86>鑼冩€ц瘎浼般€佹柟娉曞<E5A889>璇勪及锛?
- 鉁?鏁版嵁搴撹〃宸茬嫭绔嬶紙review_tasks锛?
- 鈿狅笍 闇€瑕佹墿灞曪紙瀹＄ǹ浜虹<E6B59C>鐞嗐€佸<E282AC>绋挎祦绋嬨€佸<E282AC>杞<EFBFBD><E69D9E>绋匡級

**寤鸿<E5AFA4>锛?*
```
鐭<EFBFBD>湡锛堝綋鍓嶏級锛?
- 瀹＄ǹ绯荤粺浣滀负涓诲钩鍙扮殑涓€涓<E282AC>ā鍧?
- 浣嗗湪鏋舵瀯璁捐<E79281>涓婁繚鎸佺嫭绔嬶紙鐙<E7B499>珛Schema銆佺嫭绔婣PI锛?

涓<EFBFBD>湡锛?-12涓<32>湀锛夛細
- 寮€鍙戝畬鏁村<E98F81>绋跨郴缁燂紙瀹＄ǹ浜恒€佹祦绋嬨€佸<E282AC>杞<EFBFBD><E69D9E>绋匡級
- 楠岃瘉甯傚満闇€姹?

闀挎湡锛?2涓<32>湀+锛夛細
- 瀹屽叏鐙<E58F8F>珛涓哄崟鐙<E5B49F>骇鍝?AI杈呭姪瀹＄ǹ绯荤粺"
- 鐙<>珛閮ㄧ讲銆佺嫭绔嬮攢鍞?
- 鐩<>爣瀹㈡埛锛氭湡鍒婄紪杈戦儴銆佸嚭鐗堢ぞ
```

**鐙<>珛閿€鍞<E282AC>环鍊硷細猸愨瓙猸愨瓙猸?鏋侀珮锛?*
- 甯傚満绌虹櫧锛氬浗鍐呯己涔廇I瀹＄ǹ宸ュ叿
- 鍒氶渶锛氭湡鍒婄紪杈戦儴瀹＄ǹ鍘嬪姏澶?
- 浠樿垂鑳藉姏寮猴細鏈熷垔鏈夐<E98F88>绠?

---

## 4锔忊儯 鎬讳綋 vs 閫氱敤 vs 妯″潡鐙<E6BDA1>珛

### 鎮ㄧ殑鏍稿績闂<E7B8BE><E99782>

> 鍝<EFBFBD>簺鏄<EFBFBD>€讳綋鐨勶紵鍝<EFBFBD>簺鏄<EFBFBD>€氱敤鐨勬妧鏈<EFBFBD>兘鍔涳紵鍝<EFBFBD>簺鏄<EFBFBD>悇妯″潡鐙<EFBFBD>珛鐨勶紵  
> 鍝<EFBFBD>簺鑳藉姏鏄<EFBFBD><EFBFBD>鐢ㄧ殑锛熷摢浜涙妧鏈<EFBFBD>灦鏋勫彲浠ュ<EFBFBD>鐢<EFBFBD>紵

### 鎴戠殑鍥炲<E98DA5>

杩欐槸鏈€鏍稿績鐨勬灦鏋勯棶棰橈紒鎴戝凡缁忓垱寤轰簡璇︾粏鐨勬灦鏋勫垎灞傝<EFBFBD>璁★細
- 馃搫 [绯荤粺鏋舵瀯鍒嗗眰璁捐<EFBFBD>](./01-绯荤粺鏋舵瀯鍒嗗眰璁捐<E79281>.md)

**涓夊眰鏋舵瀯鎬昏<E98EAC>锛?*

### 绗<>竴灞傦細骞冲彴鍩虹<E98DA9>灞傦紙Platform Layer锛?

**瀹氫箟锛?* 鎵€鏈変笟鍔℃ā鍧楃殑鍦板熀锛屾彁渚涢€氱敤鐨勫熀纭€璁炬柦鑳藉姏

**鍖呭惈妯″潡锛?*
1. 鉁?**鐢ㄦ埛涓庢潈闄愪腑蹇冿紙UAM锛?* - 鐢ㄦ埛璁よ瘉銆佹潈闄愮<E99784>鐞嗐€丗eature Flag
2. 鉁?**瀛樺偍鏈嶅姟** - 鏂囦欢涓婁紶涓嬭浇銆丱SS/鏈<>湴鏂囦欢绯荤粺
3. 鉁?**閫氱煡鏈嶅姟** - 绔欏唴娑堟伅銆侀偖浠躲€乄ebSocket鎺ㄩ€?
4. 鉁?**鐩戞帶涓庢棩蹇?* - 鎿嶄綔鏃ュ織銆侀敊璇<E6958A>棩蹇椼€佸<E282AC>璁℃棩蹇?
5. 鉁?**绯荤粺閰嶇疆** - 绯荤粺绾ч厤缃<E58EA4><E7BC83>鐞?

**鐗瑰緛锛?*
- 鉁?鍏ㄥ眬鍞<E79CAC>竴锛堟暣涓<E69AA3>钩鍙板彧鏈変竴濂楋級
- 鉁?涓氬姟鏃犲叧锛堜笉娑夊強鍏蜂綋涓氬姟閫昏緫锛?
- 鉁?寮轰緷璧栨€э紙鎵€鏈変笟鍔℃ā鍧楅兘蹇呴』渚濊禆锛?
- 鉁?绋冲畾鎬ч珮锛堝緢灏戝彉鍔<E5BD89>級

---

### 绗<>簩灞傦細閫氱敤鑳藉姏灞傦紙Capability Layer锛?

**瀹氫箟锛?* 璺ㄤ笟鍔℃ā鍧楀叡浜<E58FA1>殑鏍稿績鎶€鏈<E282AC>兘鍔?

**鍖呭惈鑳藉姏锛?*

#### 1. LLM澶фā鍨嬬綉鍏?猸愨瓙猸愨瓙猸?**鏈€鏍稿績**

**鑱岃矗锛?*
- 缁熶竴绠＄悊鎵€鏈塋LM璋冪敤
- 鏍规嵁鐢ㄦ埛鐗堟湰鍔ㄦ€佸垏鎹㈡ā鍨?
- 鎴愭湰鎺у埗涓庨檺娴?
- Token璁℃暟涓庤<E6B693>璐?

**浣跨敤妯″潡锛?*
- 鉁?AIA锛圓I鏅鸿兘闂<E58598>瓟锛?
- 鉁?ASL锛圓I鏅鸿兘鏂囩尞锛?
- 鉁?PKB锛堜釜浜虹煡璇嗗簱锛?
- 鉁?DC锛堟暟鎹<E69A9F>竻娲楋級
- 鉁?RVW锛堢ǹ浠跺<E6B5A0>鏌ワ級

**澶嶇敤鐜囷細** 5/7 = 71%

**涓轰粈涔堟槸鏍稿績锛?*
```
杩欐槸鍟嗕笟妯″紡鐨勬妧鏈<EFBFBD>繚闅滐細
- 鍩虹<E98DA9>鐗堬細鍙<E7B4B0>兘鐢―eepSeek-V3锛埪?/鐧句竾tokens锛?
- 楂樼骇鐗堬細鍙<E7B4B0>敤DeepSeek + Qwen3
- 鏃楄埌鐗堬細鍙<E7B4B0>敤DeepSeek + Qwen3 + Qwen-Long + Claude

鎴愭湰鎺у埗锛?
- 缁熶竴鐩戞帶鎵€鏈塋LM API璋冪敤
- 瓒呭嚭閰嶉<E996B0>鑷<EFBFBD>姩闄愭祦
- 鎸夌増鏈<E5A297><E98F88>璐?
```

**褰撳墠鐘舵€侊細** 鉂?鏈<>疄鐜帮紙P0浼樺厛绾э級

---

#### 2. 鏂囨。澶勭悊寮曟搸 猸愨瓙猸愨瓙猸?**鏈€鏍稿績**

**鑱岃矗锛?*
- 澶氭牸寮忔枃妗ｆ彁鍙栵紙PDF/Docx/Txt/Excel锛?
- 鏂囨湰娓呮礂涓庨<E6B693>澶勭悊
- OCR澶勭悊
- 琛ㄦ牸鎻愬彇

**浣跨敤妯″潡锛?*
- 鉁?ASL锛堟枃鐚甈DF鎻愬彇锛?
- 鉁?PKB锛堢煡璇嗗簱鏂囨。锛?
- 鉁?DC锛圗xcel/Docx瀵煎叆锛?
- 鉁?SSA锛堟暟鎹<E69A9F><E98EB9>鍏ワ級
- 鉁?ST锛堟暟鎹<E69A9F><E98EB9>鍏ワ級
- 鉁?RVW锛堢ǹ浠舵彁鍙栵級

**澶嶇敤鐜囷細** 6/7 = 86%

**褰撳墠鐘舵€侊細** 鉁?宸插疄鐜帮紙Python寰<6E>湇鍔★級

---

#### 3. RAG寮曟搸 猸愨瓙猸愨瓙 **鏍稿績**

**鑱岃矗锛?*
- 鍚戦噺鍖栧瓨鍌<E793A8>紙Embedding锛?
- 璇<>箟妫€绱<E282AC>紙Semantic Search锛?
- 妫€绱㈠<E7BBB1>寮虹敓鎴愶紙RAG锛?

**浣跨敤妯″潡锛?*
- 鉁?PKB锛堜釜浜虹煡璇嗗簱闂<E7B0B1>瓟锛?
- 鉁?ASL锛堟枃鐚<E69E83>唴瀹规<E780B9>绱<EFBFBD>級
- 鉁?AIA锛園鐭ヨ瘑搴撻棶绛旓級

**澶嶇敤鐜囷細** 3/7 = 43%

**褰撳墠鐘舵€侊細** 鉁?宸插疄鐜帮紙鍩轰簬Dify锛?

---

#### 4. 鏁版嵁ETL寮曟搸 猸愨瓙猸?**涓<>瓑**

**鑱岃矗锛?*
- Excel澶氳〃JOIN
- 鏁版嵁娓呮礂
- 鏁版嵁杞<E5B581>崲

**浣跨敤妯″潡锛?*
- 鉁?DC锛堟暟鎹<E69A9F>竻娲楋級
- 鉁?SSA锛堢粺璁″垎鏋愭暟鎹<E69A9F><E98EB9>澶勭悊锛?

**澶嶇敤鐜囷細** 2/7 = 29%

**褰撳墠鐘舵€侊細** 鉂?鏈<>疄鐜帮紙P2浼樺厛绾э級

---

#### 5. 鍖诲<E98D96>NLP寮曟搸 猸愨瓙猸?**涓<>瓑**

**鑱岃矗锛?*
- 鍖诲<E98D96>瀹炰綋璇嗗埆锛圢ER锛?
- 鍖诲<E98D96>鏈<EFBFBD><E98F88>鏍囧噯鍖?

**浣跨敤妯″潡锛?*
- 鉁?DC锛堢梾渚嬫暟鎹甆ER鎻愬彇锛?

**澶嶇敤鐜囷細** 1/7 = 14%

**褰撳墠鐘舵€侊細** 鉂?鏈<>疄鐜帮紙P2浼樺厛绾э級

---

### 绗<>笁灞傦細涓氬姟妯″潡灞傦紙Product Layer锛?

**瀹氫箟锛?* 闈㈠悜鐢ㄦ埛鐨勪骇鍝佸姛鑳斤紝姣忎釜妯″潡閮芥槸鐙<E6A7B8>珛鐨勪骇鍝佸崟鍏?

**7涓<37>笟鍔℃ā鍧楋細**

| 妯″潡 | 鍚嶇О | 鍟嗕笟浠峰€?| 鐙<>珛鎬?| 鐘舵€?|
|------|------|---------|-------|------|
| **AIA** | AI鏅鸿兘闂<E58598>瓟 | 猸愨瓙猸愨瓙 | 猸愨瓙猸?| 鉁?宸插畬鎴?|
| **ASL** | AI鏅鸿兘鏂囩尞 | 猸愨瓙猸愨瓙猸?| 猸愨瓙猸愨瓙猸?| 鈴?涓嬩竴姝ラ噸鐐?|
| **PKB** | 涓<>汉鐭ヨ瘑搴?| 猸愨瓙猸?| 猸愨瓙猸?| 鉁?宸插畬鎴?|
| **DC** | 鏁版嵁娓呮礂鏁寸悊 | 猸愨瓙猸愨瓙猸?| 猸愨瓙猸愨瓙猸?| 鈴?瑙勫垝涓?|
| **SSA** | 鏅鸿兘缁熻<E7BC81>鍒嗘瀽 | 猸愨瓙猸愨瓙猸?| 猸愨瓙猸愨瓙 | 鈴?瑙勫垝涓?|
| **ST** | 缁熻<E7BC81>鍒嗘瀽宸ュ叿 | 猸愨瓙猸愨瓙 | 猸愨瓙猸愨瓙 | 鈴?瑙勫垝涓?|
| **RVW** | 绋夸欢瀹℃煡绯荤粺 | 猸愨瓙猸愨瓙猸?| 猸愨瓙猸愨瓙猸?| 鈿?鐙<>珛绯荤粺 |

**鐗瑰緛锛?*
- 鉁?鐙<>珛閮ㄧ讲锛氬彲浠ュ崟鐙<E5B49F>墦鍖呴儴缃?
- 鉁?鐙<>珛閿€鍞<E282AC>細鍙<E7B4B0>互鍗曠嫭鍞<E5ABAD>崠
- 鉁?浣庤€﹀悎锛氭ā鍧楅棿涓嶇洿鎺ヤ緷璧?
- 鉁?楂樺唴鑱氾細妯″潡鍐呭姛鑳藉畬鏁?

---

### 鍙<><E98D99>鐢ㄨ兘鍔涙€荤粨

| 鑳藉姏 | 浣跨敤棰戠巼 | 澶嶇敤妯″潡鏁?| 浼樺厛绾?| 鐘舵€?|
|------|---------|-----------|--------|------|
| **LLM缃戝叧** | 71% | 5/7 | P0 | 鉂?寰呭疄鐜?|
| **鏂囨。澶勭悊寮曟搸** | 86% | 6/7 | P0 | 鉁?宸插疄鐜?|
| **RAG寮曟搸** | 43% | 3/7 | P1 | 鉁?宸插疄鐜?|
| **ETL寮曟搸** | 29% | 2/7 | P2 | 鉂?寰呭疄鐜?|
| **鍖诲<E98D96>NLP** | 14% | 1/7 | P2 | 鉂?寰呭疄鐜?|

---

## 5锔忊儯 鏁版嵁搴撴灦鏋?

### 鎮ㄧ殑闂<E6AE91><E99782>

> 璁捐<EFBFBD>澶歋chema鏋舵瀯鏄<EFBFBD>潪甯稿繀瑕佺殑銆? 
> 鐩<EFBFBD>墠褰撳墠绯荤粺鐨勬暟鎹<EFBFBD>簱浼间箮鏄疍IFY鐨勶紵  
> 鐩<EFBFBD>墠鎴戜滑鏈夎嚜宸辩嫭绔嬬殑鏁版嵁搴撳悧锛?

### 鎴戠殑鍥炲<E98DA5>

鉁?**鎴戜滑鏈夎嚜宸辩嫭绔嬬殑PostgreSQL鏁版嵁搴擄紝涓嶆槸Dify鐨勶紒**

**褰撳墠鏁版嵁搴撴儏鍐碉細**

```typescript
// 鏁版嵁婧愶細backend/prisma/schema.prisma
datasource db {
  provider = "postgresql"
  url      = env("DATABASE_URL")
}
```

**褰撳墠琛ㄧ粨鏋勶細**
```
褰撳墠鏁版嵁搴擄紙PostgreSQL锛岀嫭绔嬩簬Dify锛夛細
鈹溾攢鈹€ users                    # 鐢ㄦ埛琛?
鈹溾攢鈹€ projects                 # 椤圭洰琛?
鈹溾攢鈹€ conversations            # 瀵硅瘽琛<E798BD>紙AI闂<49>瓟锛?
鈹溾攢鈹€ messages                 # 娑堟伅琛?
鈹溾攢鈹€ knowledge_bases          # 鐭ヨ瘑搴撹〃
鈹溾攢鈹€ documents                # 鏂囨。琛?
鈹溾攢鈹€ admin_logs               # 绠＄悊鍛樻棩蹇?
鈹溾攢鈹€ general_conversations    # 閫氱敤瀵硅瘽
鈹溾攢鈹€ general_messages         # 閫氱敤娑堟伅
鈹溾攢鈹€ batch_tasks              # 鎵瑰<E98EB5>鐞嗕换鍔★紙Phase 3锛?
鈹溾攢鈹€ batch_results            # 鎵瑰<E98EB5>鐞嗙粨鏋?
鈹溾攢鈹€ task_templates           # 浠诲姟妯℃澘
鈹斺攢鈹€ review_tasks             # 绋夸欢瀹℃煡浠诲姟

Dify鏁版嵁搴擄紙瀹屽叏鐙<EFBFBD>珛锛夛細
鈹溾攢鈹€ dify鑷<79>繁鐨勮〃锛堜笉鍦ㄦ垜浠<E59E9C>殑鏁版嵁搴擄級
鈹斺攢鈹€ 閫氳繃Dify API璋冪敤锛屼笉鐩存帴璁块棶
```

**鍏抽敭婢勬竻锛?*
- 鉁?鎴戜滑鏈夎嚜宸辩殑PostgreSQL鏁版嵁搴?
- 鉁?Dify鏈夎嚜宸辩殑鏁版嵁搴擄紙鎴戜滑涓嶇洿鎺ヨ<E98EBA>闂<EFBFBD>級
- 鉁?鎴戜滑閫氳繃Dify API璋冪敤锛圚TTP REST API锛?
- 鉁?涓や釜鏁版嵁搴撳畬鍏ㄧ嫭绔?

**浣嗘槸瀛樺湪鐨勯棶棰橈細**
- 鉂?**鎵€鏈夎〃鍦ㄥ悓涓€Schema锛坧ublic锛?*
- 鉂?鏈<>潵寰<E6BDB5>湇鍔℃媶鍒嗗洶闅?
- 鉂?涓嶆敮鎸佹ā鍧楃嫭绔嬮儴缃?

---

### Schema闅旂<E99785>鏂规<E98F82>

**鐩<>爣鏋舵瀯锛?*
```sql
-- 骞冲彴灞係chema
CREATE SCHEMA platform_schema;
  鈹溾攢鈹€ users
  鈹溾攢鈹€ roles
  鈹溾攢鈹€ permissions
  鈹溾攢鈹€ feature_flags
  鈹溾攢鈹€ notifications
  鈹斺攢鈹€ admin_logs

-- 閫氱敤鑳藉姏Schema
CREATE SCHEMA capability_schema;
  鈹溾攢鈹€ llm_usage_logs
  鈹溾攢鈹€ llm_quotas
  鈹斺攢鈹€ document_processing_logs

-- 涓氬姟妯″潡Schema
CREATE SCHEMA aia_schema;        -- AI鏅鸿兘闂<E58598>瓟
  鈹溾攢鈹€ aia_projects
  鈹溾攢鈹€ aia_conversations
  鈹斺攢鈹€ aia_messages

CREATE SCHEMA asl_schema;        -- AI鏅鸿兘鏂囩尞
  鈹溾攢鈹€ asl_projects
  鈹溾攢鈹€ asl_literature_items
  鈹溾攢鈹€ asl_screening_results
  鈹斺攢鈹€ ...

CREATE SCHEMA pkb_schema;        -- 涓<>汉鐭ヨ瘑搴?
  鈹溾攢鈹€ pkb_knowledge_bases
  鈹斺攢鈹€ pkb_documents

CREATE SCHEMA dc_schema;         -- 鏁版嵁娓呮礂
  鈹溾攢鈹€ dc_projects
  鈹溾攢鈹€ dc_raw_files
  鈹斺攢鈹€ dc_cleaned_data

CREATE SCHEMA ssa_schema;        -- 鏅鸿兘缁熻<E7BC81>鍒嗘瀽
  鈹溾攢鈹€ ssa_projects
  鈹斺攢鈹€ ssa_analysis_tasks

CREATE SCHEMA st_schema;         -- 缁熻<E7BC81>鍒嗘瀽宸ュ叿
  鈹斺攢鈹€ st_tool_usage

CREATE SCHEMA review_schema;     -- 绋夸欢瀹℃煡
  鈹溾攢鈹€ review_tasks
  鈹溾攢鈹€ review_journals
  鈹溾攢鈹€ review_reviewers
  鈹斺攢鈹€ review_workflows
```

---

### 杩佺Щ绛栫暐

**闃舵<E99783>涓€锛氶€昏緫闅旂<E99785>锛堝綋鍓嶉樁娈碉紝绔嬪嵆瀹炴柦锛?*
```
鐩<EFBFBD>爣锛氬湪浠ｇ爜灞傞潰鎸塖chema缁勭粐锛屼絾鏁版嵁搴撹繕鏄痯ublic
鏂瑰紡锛歅risma涓<EFBFBD>娇鐢ˊ@map鎸囧畾琛ㄥ悕鍓嶇紑

渚嬪<EFBFBD>锛?
model AiaProject {
  id        String @id @default(uuid())
  // ...
  @@map("aia_projects")     // 琛ㄥ悕鍓嶇紑鏍囪瘑妯″潡
}

model AslProject {
  id        String @id @default(uuid())
  // ...
  @@map("asl_projects")
}

model DcProject {
  id        String @id @default(uuid())
  // ...
  @@map("dc_projects")
}
```

**濂藉<E6BF82>锛?*
- 鉁?绔嬪嵆鍙<E5B586>疄鏂斤紝鏃犻渶鏁版嵁杩佺Щ
- 鉁?涓烘湭鏉ョ墿鐞嗛殧绂绘墦鍩虹<E98DA9>
- 鉁?浠ｇ爜灞傞潰宸茬粡鎸夋ā鍧楃粍缁?

---

**闃舵<E99783>浜岋細鐗╃悊闅旂<E99785>锛堝井鏈嶅姟鎷嗗垎鏃讹紝闃舵<E99783>浜岋級**
```
鐩<EFBFBD>爣锛氱湡姝ｅ垱寤虹嫭绔婼chema
鏃舵満锛氬綋闇€瑕佹媶鍒嗘煇涓<EFBFBD>ā鍧椾负鐙<EFBFBD>珛寰<EFBFBD>湇鍔℃椂

姝ラ<EFBFBD>锛?
1. CREATE SCHEMA xxx_schema;
2. CREATE TABLE xxx_schema.table_name ...
3. INSERT INTO xxx_schema.table SELECT * FROM public.old_table;
4. 鏇存柊Prisma Schema锛堟寚瀹歴chema锛?
5. 娴嬭瘯楠岃瘉
6. 鍒囨崲鐢熶骇
```

---

## 6锔忊儯 涓嬩竴姝ュ紑鍙戦噸鐐?

### 鎮ㄧ殑鍐崇瓥

> 涓嬩竴姝ョ潃閲嶅紑鍙戠殑鍔熻兘鑲<EFBFBD>畾鏄疉I鏅鸿兘鏂囩尞妯″潡銆? 
> 褰撶劧鍦ㄦ€讳綋鏋舵瀯璁ㄨ<EFBFBD>娓呮<EFBFBD>鍓嶏紝鎴戜滑鍏堜笉寮€鍙戙€?

### 鎴戠殑鍥炲<E98DA5>

鉁?**瀹屽叏璧炲悓锛丄I鏅鸿兘鏂囩尞鏄<E5B09E>牳蹇冪珵浜夊姏锛屽簲璇ユ槸涓嬩竴姝ラ噸鐐广€?*

**寮€鍙戦『搴忓缓璁<E7BC93>細**

**绗<>竴姝ワ細鏋舵瀯璁捐<E79281>锛堟湰鍛<E6B9B0>紝1-2澶╋級**
```
P0鏂囨。锛堝繀椤诲畬鎴愶級锛?
1. 鉁?绯荤粺鏋舵瀯鍒嗗眰璁捐<E79281>锛堝凡瀹屾垚锛?
2. 鉁?鏂囨。浣撶郴閲嶆瀯鏂规<E98F82>锛堝凡瀹屾垚锛?
3. 鈿狅笍 LLM澶фā鍨嬬綉鍏宠<E98D8F>璁★紙鍏抽敭锛?
4. 鈿狅笍 鏁版嵁搴揝chema闅旂<E99785>鏂规<E98F82>锛堝叧閿<E58FA7>級
```

**绗<>簩姝ワ細鏂囨。鏁寸悊锛堟湰鍛<E6B9B0>紝1-2澶╋級**
```
1. 璋冩暣ASL妯″潡鏂囨。缁撴瀯锛堟寜鏂版ā鏉匡級
2. 琛ュ厖缂哄け鐨勮<E990A8>璁℃枃妗?
3. 鏄庣‘寮€鍙戦噷绋嬬<E7BB8B>
```

**绗<>笁姝ワ細鍏抽敭鎶€鏈<E282AC>獙璇侊紙涓嬪懆锛?-2澶╋級**
```
1. 鈿狅笍 R璇<52>█鎶€鏈<E282AC>獙璇侊紙SSA妯″潡闇€瑕侊紝鍙<E7B49D>欢鍚庯級
2. 鈿狅笍 LLM Gateway鍘熷瀷楠岃瘉
3. 鈿狅笍 Schema闅旂<E99785>杩佺Щ娴嬭瘯
```

**绗<>洓姝ワ細寮€濮婣SL妯″潡寮€鍙戯紙涓嬪懆寮€濮嬶級**
```
浼樺厛绾э細
- P0锛氭爣棰樻憳瑕佸垵绛涳紙鏍稿績鍔熻兘锛屽凡鏈夊師鍨嬶級
- P1锛氬叏鏂囧<E98F82>绛涳紙鏍稿績鍔熻兘锛屽凡鏈夊師鍨嬶級
- P2锛氬叏鏂囪В鏋愪笌鏁版嵁鎻愬彇
- P3锛氭暟鎹<E69A9F>垎鏋愪笌鎶ュ憡鐢熸垚
```

---

## 馃幆 鎬讳綋绛栫暐寤鸿<E5AFA4>

### 鏍稿績鍘熷垯

**1. 鏋舵瀯鍏堣<E98D8F>锛屾枃妗ｅ厛琛?*
```
鉁?鍏堟妸鎬讳綋鏋舵瀯璁ㄨ<E79281>娓呮<E5A893>
鉁?鍏堟妸鏂囨。缁撴瀯璋冩暣濂?
鉁?鐒跺悗鍐嶅紑濮嬪紑鍙?
```

**2. 鑱氱劍鏍稿績锛岄€愭<E282AC>鎵╁睍**
```
闃舵<EFBFBD>涓€锛堝綋鍓?6涓<36>湀锛夛細
- 浜戠<E6B59C>SaaS鐗?
- 鏍稿績妯″潡锛欰SL銆丏C銆丄IA浼樺寲
- 鍏抽敭鑳藉姏锛歀LM缃戝叧銆丼chema闅旂<E99785>

闃舵<EFBFBD>浜岋紙6-18涓<38>湀锛夛細
- 绉佹湁鍖栭儴缃?
- 鎵╁睍妯″潡锛歋SA銆丼T
- 鐙<>珛绯荤粺锛歊VW锛堝<E9949B>绋跨郴缁燂級

闃舵<EFBFBD>涓夛紙18涓<EFBFBD>湀+锛夛細
- 鍗曟満鐗堬紙鍙<E7B499>€夛級
- 鍏ㄩ潰寰<E6BDB0>湇鍔?
```

**3. 妯″潡鐙<E6BDA1>珛锛岃兘鍔涘<E98D94>鐢?*
```
鉁?涓氬姟妯″潡鐙<E6BDA1>珛璁捐<E79281>锛堜綆鑰﹀悎锛?
鉁?閫氱敤鑳藉姏缁熶竴鎻愪緵锛堥珮澶嶇敤锛?
鉁?鏀<>寔妯″潡鐙<E6BDA1>珛閿€鍞?
```

---

## 鉁?绔嬪嵆琛屽姩娓呭崟

### 鏈<>懆琛屽姩锛圥0锛?

**1. 鏋舵瀯璁捐<E79281>锛?-2澶╋級**
- [x] 绯荤粺鏋舵瀯鍒嗗眰璁捐<E79281> 鉁?
- [x] 鏂囨。浣撶郴閲嶆瀯鏂规<E98F82> 鉁?
- [ ] LLM澶фā鍨嬬綉鍏宠<E98D8F>璁?
- [ ] 鏁版嵁搴揝chema闅旂<E99785>鏂规<E98F82>

**2. 鏂囨。杩佺Щ锛?-2澶╋級**
- [ ] 鍒涘缓鏂版枃浠跺す缁撴瀯
- [ ] 杩佺ЩASL妯″潡鏂囨。
- [ ] 璋冩暣鏂囨。缁撴瀯锛堟寜鏂版ā鏉匡級

---

### 涓嬪懆琛屽姩锛圥1锛?

**3. 鍏抽敭鏂囨。琛ュ厖锛?-3澶╋級**
- [ ] ASL妯″潡缂哄け鏂囨。
- [ ] LLM缃戝叧璇︾粏璁捐<E79281>
- [ ] RVW鐙<57>珛绯荤粺瑙勫垝

**4. 寮€濮婣SL妯″潡寮€鍙戯紙鍚<E7B499>姩锛?*
- [ ] 鏁版嵁搴撹〃璁捐<E79281>锛坅sl_schema锛?
- [ ] API璁捐<E79281>
- [ ] 鍓嶇<E98D93>缁勪欢璁捐<E79281>

---

## 馃搳 鎬荤粨

### 鎮ㄧ殑鎯虫硶闈炲父姝ｇ‘锛?

1. 鉁?**鏂囨。绯荤粺閲嶆瀯**锛氭€讳綋鐙<E7B68B>珛锛屾ā鍧楃嫭绔?
2. 鉁?**涓嶈€冭檻娣峰悎閮ㄧ讲**锛氱畝鍖栨妧鏈<E5A6A7><E98F88>鏉傚害
3. 鉁?**瀹＄ǹ绯荤粺鐙<E7B2BA>珛**锛氭瀬鍏峰晢涓氫环鍊?
4. 鉁?**鏋舵瀯鍒嗗眰娓呮櫚**锛氬钩鍙板眰銆侀€氱敤鑳藉姏灞傘€佷笟鍔℃ā鍧楀眰
5. 鉁?**Schema闅旂<E99785>蹇呰<E8B987>**锛氭敮鎸佹ā鍧楃嫭绔嬪拰寰<E68BB0>湇鍔℃媶鍒?
6. 鉁?**ASL鏄<4C>笅涓€姝ラ噸鐐?*锛氭牳蹇冪珵浜夊姏

### 褰撳墠鏈€鍏抽敭鐨勫伐浣?

**P0锛堟湰鍛<E6B9B0>級锛?*
1. 瀹屾垚鏋舵瀯璁捐<E79281>鏂囨。锛圠LM缃戝叧銆丼chema闅旂<E99785>锛?
2. 璋冩暣鏂囨。缁撴瀯锛堣縼绉籄SL妯″潡锛?

**P1锛堜笅鍛<E7AC85>級锛?*
3. 琛ュ厖鍏抽敭鏂囨。
4. 寮€濮婣SL妯″潡寮€鍙?

### 鎴戜滑涓嶇潃鎬ワ紝鍏堟妸鎬讳綋鎬濊矾娌熼€氭竻妤?

鉁?**瀹屽叏璁ゅ悓鎮ㄧ殑鎯虫硶锛?*

鏋舵瀯璁捐<EFBFBD>鏄<EFBFBD>湴鍩猴紝鍦板熀涓嶇墷锛屽悗闈㈠紑鍙戜細寰堢棝鑻︺€?

鎴戜滑鍏堟妸鏋舵瀯鍜屾枃妗ｆ⒊鐞嗘竻妤氾紝鍐嶅紑濮嬪紑鍙戙€?

---

**鎺ヤ笅鏉ユ偍鎯宠<E98EAF>璁轰粈涔堬紵**
1. LLM澶фā鍨嬬綉鍏崇殑璇︾粏璁捐<E79281>锛?
2. 鏁版嵁搴揝chema闅旂<E99785>鐨勫叿浣撳疄鏂斤紵
3. ASL妯″潡鐨勫紑鍙戣<E98D99>鍒掞紵
4. 瀹＄ǹ绯荤粺鐨勭嫭绔嬭<E7BB94>鍒掞紵
5. 鍏朵粬鏋舵瀯闂<E780AF><E99782>锛?