Files

HaHafeng 1b53ab9d52 feat(aia): Complete AIA V2.0 with universal streaming capabilities

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%)

2026-01-14 19:15:01 +08:00

31 KiB

Raw Blame History

邉ｻ扈滓楔譫<EFBFBD><EFBFBD>螻りｮｾ隶｡

*譁<EFBFBD>｡｣迚域悽<EFBFBD>? v1.0
*蛻帛ｻｺ譌･譛滂ｼ? 2025-11-06
譛蜷取峩譁ｰ<EFBFBD><EFBFBD> 2025-11-06
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<EFBFBD>搭譁<>｡｣隸ｴ譏<EFBDB4>

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笨?**讓｡蝮怜庄迢ｬ遶?<EFBFBD>壻ｻｻ菴墓ｨ｡蝮鈴<EFBFBD>蜿ｯ莉･迢ｬ遶矩Κ鄂ｲ蜥碁楳蜚?- 笨?**譫ｶ譫<EFBDB6>庄貍碑ｿ?<EFBFBD>壻ｻ主黒菴灘芦蠕ｮ譛榊苅蟷ｳ貊第ｼ碑ｿ<EFBFBD>

<EFBFBD>女<EFBFBD>?譫ｶ譫<EFBDB6><E8ADAB>螻よｻ隗<EFBDBB>

荳牙ｱよ楔譫<EFBFBD>

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笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏?                   騾夂畑閭ｽ蜉帛ｱゑｼ<E38291>apability Layer<65>?            笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?         笏?笏? 笏<>LM鄂大<E98482>  笏?笏よ枚譯｣螟<EFBDA3><E89E9F>?笏?笏３AG蠑墓梼  笏?笏よ焚謐ｮETL  笏?窶?       笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?         笏?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?                              竊?萓晁ｵ<E69981>
笏娯楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?笏?                   蟷ｳ蜿ｰ蝓ｺ遑螻ゑｼ<E38291>latform Layer<65>?              笏?笏? 笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?笏娯楳笏笏笏笏笏笏笏笏笏?         笏?笏? 笏ら畑謌ｷ譚<EFBDB7><E8AD9A>?笏?笏ょｭ伜お譛榊<E8AD9B>?笏?笏る夂衍譛榊苅 笏?笏ら尅謗ｧ譌･蠢?笏?窶?       笏?笏? 笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?笏披楳笏笏笏笏笏笏笏笏笏?         笏?笏披楳笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏笏?```

---

## <20>盗 隨ｬ荳螻ゑｼ壼ｹｳ蜿ｰ蝓ｺ遑螻ゑｼ<E38291>latform Layer<65>?
### 螳壻ｹ<E5A3BB>

**蟷ｳ蜿ｰ蝓ｺ遑螻よ弍謇譛我ｸ壼苅讓｡蝮礼噪蝨ｰ蝓ｺ<E89D93>梧署萓幃夂畑逧<E79591>渕遑隶ｾ譁ｽ閭ｽ蜉帙?*

### 譬ｸ蠢<EFBDB8>音蠕<E99FB3>

- 笨?**蜈ｨ螻蜚ｯ荳**<2A>壽紛荳ｪ蟷ｳ蜿ｰ蜿ｪ譛我ｸ螂?- 笨?**荳壼苅譌<E88B85>蜈ｳ**<2A>壻ｸ肴ｶ牙所蜈ｷ菴謎ｸ壼苅騾ｻ霎<EFBDBB>
- 笨?**蠑ｺ萓晁ｵ匁?*<2A>壽園譛我ｸ壼苅讓｡蝮鈴<E89DAE>蠢<EFBFBD>｡ｻ萓晁ｵ<E69981>
- 笨?**遞ｳ螳壽ｧ鬮<EFBDA7>**<2A>壼ｾ亥ｰ大序蜉?
### 蛹<>性逧<E680A7>ｨ｡蝮?
#### 1. 逕ｨ謌ｷ荳取揀髯蝉ｸｭ蠢<EFBDAD>ｼ<EFBFBD>AM<41>?
**閨瑚ｴ｣<EFBDB4>?*
- 逕ｨ謌ｷ豕ｨ蜀後∫匳蠖輔∬ｮ､隸<EFBDA4>ｼ<EFBFBD>WT<57>?- 逕ｨ謌ｷ菫｡諱ｯ邂｡逅<EFBDA1>
- 隗定牡荳取揀髯千ｮ｡逅<EFBDA1>ｼ<EFBFBD>BAC<41>?- 螟夂ｧ滓姐邂｡逅<EFBDA1>ｼ<EFBFBD>aaS迚茨ｼ<E88CA8>
- Feature Flag謗ｧ蛻ｶ<E89BBB>育沿譛ｬ譚<EFBDAC>剞<EFBFBD><E5899E>

**謨ｰ謐ｮ陦ｨ<E999A6><EFBDA8>**
```typescript
// 蟷ｳ蜿ｰ螻４chema: platform_schema
- users               // 逕ｨ謌ｷ蝓ｺ遑菫｡諱ｯ
- roles               // 隗定牡螳壻ｹ<E5A3BB>
- permissions         // 譚<>剞螳壻ｹ<E5A3BB>
- user_roles          // 逕ｨ謌ｷ-隗定牡蜈ｳ閨<EFBDB3>
- role_permissions    // 隗定牡-譚<>剞蜈ｳ閨<EFBDB3>
- tenants             // 遘滓姐<E6BB93><E5A790>aaS螟夂ｧ滓姐<E6BB93><E5A790>
- feature_flags       // Feature Flag驟咲ｽｮ

*API遉ｺ萓具ｼ?

POST   /api/auth/register          // 豕ｨ蜀<EFBDA8>
POST   /api/auth/login             // 逋ｻ蠖<EFBDBB>
GET    /api/users/me               // 闔ｷ蜿門ｽ灘燕逕ｨ謌ｷ
PUT    /api/users/me               // 譖ｴ譁ｰ逕ｨ謌ｷ菫｡諱ｯ
GET    /api/users/permissions      // 闔ｷ蜿也畑謌ｷ譚<EFBDB7>剞
GET    /api/users/feature-flags    // 闔ｷ蜿也畑謌ｷFeature Flag

2. 蟄伜お譛榊苅<E6A68A><E88B85>torage Service<63>?

*閨瑚ｴ｣<EFBFBD>?

譁<EFBFBD>ｻｶ荳贋ｼ<EFBFBD>縲∽ｸ玖ｽｽ縲∝唖髯?- 謾ｯ謖∵悽蝨ｰ蠑蜿大柱莠醍ｫｯ驛ｨ鄂ｲ譌<EFBDB2>郛晏<E9839B>謐｢
扈滉ｸ逧<EFBFBD>ｭ伜お謗･蜿｣<EFBFBD>御ｸ壼苅讓｡蝮玲裏髴蜈ｳ蠢<EFBFBD>ｺ募ｱょｮ樒鴫

*謚譛ｯ譁ｹ譯茨ｼ井ｺ大次逕滓楔譫?- 騾る<E9A8BE>蝎ｨ讓｡蠑擾ｼ会ｼ?

// 扈滉ｸ謗･蜿｣螳壻ｹ<E5A3BB>
interface StorageAdapter {
  upload(key: string, buffer: Buffer): Promise<string>
  download(key: string): Promise<Buffer>
  delete(key: string): Promise<void>
  getUrl(key: string): string
}

// 譛ｬ蝨ｰ蠑蜿托ｼ哭ocalAdapter
class LocalAdapter implements StorageAdapter {
  private uploadDir = './uploads'
  // 螳樒鴫<E6A892>壻ｿ晏ｭ伜芦譛ｬ蝨ｰ譁<EFBDB0>ｻｶ邉ｻ扈<EFBDBB>
}

// 逕滉ｺｧ邇ｯ蠅<EFBDAF>ｼ唹SSAdapter
class OSSAdapter implements StorageAdapter {
  private client: OSS
  // 螳樒鴫<E6A892>壻ｸ贋ｼ<E8B48B>蛻ｰ髦ｿ驥御ｺ前SS
}

// 蟾･蜴らｱｻ<EFBDB1>夊<EFBFBD>蜉ｨ蛻<EFBDA8>困
class StorageFactory {
  static create(): StorageAdapter {
    const type = process.env.STORAGE_TYPE || 'local'
    return type === 'oss' ? new OSSAdapter() : new LocalAdapter()
  }
}

// 荳壼苅讓｡蝮嶺ｽｿ逕ｨ
export const storage = StorageFactory.create()

*驛ｨ鄂ｲ譫ｶ譫<EFBFBD>ｼ?

邇ｯ蠅<EFBFBD>	騾る<EFBFBD>蝎?	驟咲ｽｮ	隸ｴ譏<EFBFBD>
譛ｬ蝨ｰ蠑蜿?	LocalAdapter	`STORAGE_TYPE=local`	譁<EFBFBD>ｻｶ蟄伜お蛻?`./uploads/`
莠醍ｫｯSaaS	OSSAdapter	`STORAGE_TYPE=oss`	譁<EFBFBD>ｻｶ蟄伜お蛻ｰ髦ｿ驥御ｺ前SS
遘∵怏蛹夜Κ鄂?	LocalAdapter	`STORAGE_TYPE=local`	譁<EFBFBD>ｻｶ蟄伜お蛻ｰ譛榊苅蝎ｨ逎∫尨
蜊墓惻迚?	LocalAdapter	`STORAGE_TYPE=local`	譁<EFBFBD>ｻｶ蟄伜お蛻ｰ逕ｨ謌ｷ譛ｬ蝨?

*荳壼苅讓｡蝮嶺ｽｿ逕ｨ<EFBFBD>?

// 謇譛我ｸ壼苅讓｡蝮暦ｼ<E69AA6>SL/AIA/PKB遲会ｼ臥ｻ滉ｸ菴ｿ逕ｨ
import { storage } from '@/common/storage'

// 荳贋ｼ<E8B48B><EFBDBC>井ｸ榊<EFBDB8>蠢<EFBFBD>悽蝨ｰ霑俶弍OSS<53>?const url = await storage.upload('literature/123.pdf', pdfBuffer)

*莨伜漢<EFBFBD>?

笨?荳壼苅莉｣遐<EFBDA3>峺謾ｹ蜉ｨ蛻<EFBDA8>困邇ｯ蠅?- 笨?譛ｬ蝨ｰ蠑蜿第裏髴莠第恪蜉?- 笨?逕滉ｺｧ邇ｯ蠅<EFBDAF>ｸ髞ｮ蛻<EFBDAE><E89BBB>?- 笨?謇譛画ｨ｡蝮怜､咲畑蜷御ｸ螂嶺ｻ｣遐?- 笨?謾ｯ謖￣RD螳壻ｹ臥<EFBDB9>?遘埼Κ鄂ｲ蠖｢諤? 螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7><EFBFBD>ocalAdapter + OSSAdapter鬚<72>蕗<EFBFBD>? *螳樊命譁<EFBFBD>｡｣<EFBFBD>?
蟷ｳ蜿ｰ蝓ｺ遑隶ｾ譁ｽ隗<EFBFBD><EFBFBD>
backend/src/common/README.md
[蟷ｳ蜿ｰ蝓ｺ遑隶ｾ譁ｽ螳樊命螳梧<E89EB3>謚･蜻馨(../08-鬘ｹ逶ｮ邂｡逅<EFBDA1>/03-豈丞捉隶｡蛻<EFBDA1>/2025-11-17-蟷ｳ蜿ｰ蝓ｺ遑隶ｾ譁ｽ螳樊命螳梧<E89EB3>謚･蜻<EFBDA5>.md)

2.1. 譌･蠢礼ｳｻ扈滂ｼ<E6BB82>ogging Service<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

扈捺桷蛹匁律蠢苓ｾ灘<EFBFBD><EFBFBD><EFBFBD>SON譬ｼ蠑擾ｼ?- 謾ｯ謖∵悽蝨ｰ蠑蜿大柱莠醍ｫｯ驛ｨ鄂ｲ
髮<EFBFBD><EFBFBD>髦ｿ驥御ｺ全LS<EFBFBD>育函莠ｧ邇ｯ蠅<EFBFBD>ｼ<EFBFBD>

*螳樒鴫譁ｹ蠑擾ｼ?

// Winston驟咲ｽｮ
import { logger } from '@/common/logging'

// 蝓ｺ遑譌･蠢<EFBDA5>
logger.info('User logged in', { userId: 123 })
logger.error('Database error', { error: err.message })

// 蟶ｦ荳贋ｸ区枚逧<E69E9A>律蠢?const aslLogger = logger.child({ module: 'ASL', projectId: 456 })
aslLogger.info('Screening started', { count: 100 })

*霎灘<EFBFBD>譬ｼ蠑擾ｼ?

譛ｬ蝨ｰ蠑蜿托ｼ壼ｽｩ濶ｲ蜿ｯ隸ｻ譬ｼ蠑<EFBFBD>
逕滉ｺｧ邇ｯ蠅<EFBFBD>ｼ哽SON譬ｼ蠑擾ｼ井ｾｿ莠惨LS隗｣譫撰ｼ? 螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7>磯怙螳芽｣<E88ABD>inston萓晁ｵ厄ｼ?

2.2. 郛灘ｭ俶恪蜉｡<E89C89><EFBDA1>ache Service<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

LLM蜩榊ｺ皮ｼ灘ｭ假ｼ亥㍼蟆羨PI隹<EFBFBD>畑謌先悽<EFBFBD>?- 謨ｰ謐ｮ蠎捺衍隸｢扈捺棡郛灘ｭ?- Session郛灘ｭ<E78198>

*螳樒鴫譁ｹ蠑擾ｼ?

// 騾る<E9A8BE>蝎ｨ讓｡蠑擾ｼ哺emoryCacheAdapter | RedisCacheAdapter
import { cache } from '@/common/cache'

// 郛灘ｭ廊LM蜩榊ｺ費ｼ?蟆乗慮<E4B997>?const cacheKey = `llm:${model}:${hash(prompt)}`
await cache.set(cacheKey, response, 60 * 60)
const cached = await cache.get(cacheKey)

*邇ｯ蠅<EFBFBD><EFBFBD>謐｢<EFBFBD>?

譛ｬ蝨ｰ蠑蜿托ｼ啻CACHE_TYPE=memory`
莠醍ｫｯ驛ｨ鄂ｲ<EFBFBD>啻CACHE_TYPE=redis`

螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7><EFBFBD>emoryCache + RedisCache鬚<65>蕗<EFBFBD>?

2.3. 蠑よｭ･莉ｻ蜉｡<E89C89><EFBDA1>ob Queue<75>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

髟ｿ譌ｶ髣ｴ莉ｻ蜉｡蠑よｭ･螟<EFBFBD>炊<EFBFBD>磯∩蜈拘erverless雜<EFBFBD>慮<EFBFBD>?- 莉ｻ蜉｡霑帛ｺｦ譟･隸｢
謾ｯ謖∽ｻｻ蜉｡驥崎ｯ募柱螟ｱ雍･螟<EFBFBD><EFBFBD>? *螳樒鴫譁ｹ蠑擾ｼ?

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

// 蛻帛ｻｺ莉ｻ蜉｡<E89C89>育ｫ句叉霑泌屓<E6B38C><E5B193>
const job = await jobQueue.push('asl:screening', {
  projectId: 123,
  literatureIds: [1, 2, 3]
})

// 霑泌屓莉ｻ蜉｡ID扈吝燕遶?res.send({ jobId: job.id })

// 蜑咲ｫｯ霓ｮ隸｢莉ｻ蜉｡迥ｶ諤?const status = await jobQueue.getJob(job.id)
// { status: 'processing', progress: 45 }

*邇ｯ蠅<EFBFBD><EFBFBD>謐｢<EFBFBD>?

譛ｬ蝨ｰ蠑蜿托ｼ啻QUEUE_TYPE=memory`
莠醍ｫｯ驛ｨ鄂ｲ<EFBFBD>啻QUEUE_TYPE=database`

螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7><EFBFBD>emoryQueue + DatabaseQueue鬚<65>蕗<EFBFBD>?

2.4. 蛛･蠎ｷ譽譟･<E8AD9F><EFBDA5>ealth Check<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

SAE蟄俶ｴｻ譽譟･<EFBFBD><EFBFBD>iveness Probe<62>?- SAE蟆ｱ扈ｪ譽譟･<E8AD9F><EFBDA5>eadiness Probe<62>?- 謨ｰ謐ｮ蠎楢ｿ樊磁逶第<E980B6>? *遶ｯ轤ｹ<EFBFBD>?
GET /health/liveness - 邂蜊募桃蠎?- GET /health/readiness - 譽譟･謨ｰ謐ｮ蠎薙∝<C280>蟄倡ｭ<E580A1>
GET /health - 隸ｦ扈<EFBDA6>▼蠎ｷ菫｡諱ｯ<E8ABB1>亥ｼ蜿醍畑<E9868D>? 螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3>

2.5. 逶第而謖<E8808C><E8AC96><EFBFBD>ｼ<EFBFBD>onitoring<6E>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

謨ｰ謐ｮ蠎楢ｿ樊磁謨ｰ逶第而<EFBFBD>亥ｸｦ蜻願ｭｦ<EFBFBD>?- 蜀<>ｭ倅ｽｿ逕ｨ逶第而<E7ACAC>亥ｸｦ蜻願ｭｦ<EFBDAD>?- API蜩榊ｺ疲慮髣ｴ逶第而
LLM隹<EFBFBD>畑扈溯ｮ｡

*菴ｿ逕ｨ譁ｹ蠑擾ｼ?

import { Metrics } from '@/common/monitoring'

// 隶ｰ蠖墓焚謐ｮ蠎楢ｿ樊磁謨ｰ<E8ACA8>亥ｸｦ蜻願ｭｦ<EFBDAD>?await Metrics.recordDBConnectionCount()

// 隶ｰ蠖柊PI蜩榊ｺ疲慮髣ｴ
Metrics.recordAPIResponseTime('GET', '/api/projects', 200, 150)

// 隶ｰ蠖畢LM隹<4D>畑
Metrics.recordLLMCall('deepseek', 'chat', 1500, true, { total: 300 })

螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3>

2.6. 謨ｰ謐ｮ蠎楢ｿ樊磁豎<E7A381><E8B18E><EFBFBD>onnection Pool<6F>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

*閨瑚ｴ｣<EFBFBD>?

髦ｲ豁｢Serverless謇ｩ螳ｹ蟇ｼ閾ｴ霑樊磁謨ｰ雜<EFBFBD><EFBFBD>?- 莨倬寉蜈ｳ髣ｭ霑樊磁<E6A88A><E7A381>IGTERM菫｡蜿ｷ螟<EFBDB7>炊<EFBFBD>?- 霑樊磁謨ｰ逶第<E980B6>? *驟咲ｽｮ<EFBFBD>?

# 蜉ｨ諤∬ｿ樊磁髯仙宛隶｡邂?# connectionLimit = (RDS_MAX_CONNECTIONS / MAX_INSTANCES) - 鬚<>蕗

DB_MAX_CONNECTIONS=400  # RDS譛螟ｧ霑樊磁謨ｰ
MAX_INSTANCES=20        # SAE譛螟ｧ螳樔ｾ区焚
# 豈丞ｮ樔ｾ区耳闕撰ｼ<E692B0>18荳ｪ霑樊<E99C91>?```

**螳樊命迥ｶ諤<EFBDB6>ｼ<EFBFBD>** 笨?2025-11-17 螳梧<E89EB3>

---

#### 3. 騾夂衍譛榊苅<E6A68A><E88B85>otification Service<63>?
**閨瑚ｴ｣<EFBDB4>?*
- 遶吝<E981B6>豸域<E8B1B8>
- 驍ｮ莉ｶ騾夂衍
- WebSocket螳樊慮謗ｨ騾?
**謨ｰ謐ｮ陦ｨ<E999A6><EFBDA8>**
```typescript
// 蟷ｳ蜿ｰ螻４chema: platform_schema
- notifications       // 騾夂衍隶ｰ蠖<EFBDB0>
- notification_templates // 騾夂衍讓｡譚ｿ

*API遉ｺ萓具ｼ?

GET    /api/notifications          // 闔ｷ蜿夜夂衍蛻苓｡ｨ
POST   /api/notifications/:id/read // 譬<>ｮｰ蟾ｲ隸ｻ

4. 逶第而荳取律蠢暦ｼ<E69AA6>onitoring & Logging<6E>?

*閨瑚ｴ｣<EFBFBD>?

謫堺ｽ懈律蠢<EFBFBD>
髞呵ｯｯ譌･蠢<EFBFBD>
諤ｧ閭ｽ逶第而
螳｡隶｡譌･蠢暦ｼ亥粋隗<EFBFBD>ｦ∵ｱゑｼ<EFBFBD>

謨ｰ謐ｮ陦ｨ<EFBFBD><EFBFBD>

// 蟷ｳ蜿ｰ螻４chema: platform_schema
- admin_logs          // 邂｡逅<EFBDA1>遭謫堺ｽ懈律蠢?- error_logs          // 髞呵ｯｯ譌･蠢<EFBDA5>
- audit_logs          // 螳｡隶｡譌･蠢暦ｼ亥粋隗<E7B28B>ｼ<EFBFBD>

5. 邉ｻ扈滄<E68988>鄂ｮ<E98482><EFBDAE>ystem Config<69>?

*閨瑚ｴ｣<EFBFBD>?

邉ｻ扈溽ｺｧ驟咲ｽｮ邂｡逅?- 螟夂識蠅<E8AD98><E8A085>鄂ｮ<E98482>亥ｼ蜿代∵ｵ玖ｯ輔∫函莠ｧ<E88EA0><EFBDA7>
蜉ｨ諤<EFBFBD><EFBFBD>鄂ｮ譖ｴ譁? 謨ｰ謐ｮ陦ｨ<EFBFBD><EFBFBD>

// 蟷ｳ蜿ｰ螻４chema: platform_schema
- system_configs      // 邉ｻ扈滄<E68988>鄂ｮ

<EFBFBD>肌隨ｬ莠悟ｱゑｼ夐夂畑閭ｽ蜉帛ｱゑｼ<E38291>apability Layer<65>?

螳壻ｹ<EFBFBD>

*騾夂畑閭ｽ蜉帛ｱよ弍霍ｨ荳壼苅讓｡蝮怜<EFBFBD>莠ｫ逧<EFBFBD><EFBFBD>ｸ蠢<EFBFBD>橿譛ｯ閭ｽ蜉幢ｼ梧弍荳壼苅騾ｻ霎醍噪蝓ｺ遑縲?

譬ｸ蠢<EFBFBD>音蠕<EFBFBD>

笨?**蜿ｯ螟咲<E89E9F>?<EFBFBD>壼､壻ｸｪ荳壼苅讓｡蝮怜<EFBFBD>莠?- 笨?荳壼苅逶ｸ蜈ｳ<EFBFBD>壼桁蜷ｫ鬚<EFBFBD>沺遏･隸?- 笨?迢ｬ遶矩Κ鄂ｲ<EFBFBD>壼庄莉･迢ｬ遶倶ｸｺ蠕ｮ譛榊<EFBFBD>?- 笨?**鬮伜<E9ACAE>閨?<EFBFBD>壽ｯ丈ｸｪ閭ｽ蜉幄′雍｣蜊穂ｸ

蛹<EFBFBD>性逧<EFBFBD><EFBFBD>蜉?

1. LLM螟ｧ讓｡蝙狗ｽ大<EFBDBD><E5A4A7><EFBFBD>LM Gateway<61>俄ｭ絶ｭ絶ｭ絶ｭ絶ｭ<E7B5B6> 譬ｸ蠢<EFBFBD>

*閨瑚ｴ｣<EFBFBD>?

扈滉ｸ邂｡逅<EFBFBD>園譛鵜LM隹<EFBFBD>畑
譬ｹ謐ｮ逕ｨ謌ｷ迚域悽蜉ｨ諤∝<EFBFBD>謐｢讓｡蝙?- 謌先悽謗ｧ蛻ｶ荳朱剞豬?- Token隶｡謨ｰ荳手ｮ｡雍? 譬ｸ蠢<EFBFBD>ｻｷ蛟ｼ<EFBFBD><EFBFBD>

霑呎弍蝠<EFBFBD>ｸ壽ｨ｡蠑冗噪謚譛ｯ菫晞囿<EFBFBD><EFBFBD>
- 蝓ｺ遑迚茨ｼ壼宵閭ｽ逕ｨDeepSeek-V3<56>井ｾｿ螳懶ｼ<E687B6>
- 鬮倡ｺｧ迚茨ｼ壼庄逕ｨDeepSeek + Qwen3
- 譌苓芦迚茨ｼ壼庄逕ｨDeepSeek + Qwen3 + Qwen-Long + Claude

謌先悽謗ｧ蛻ｶ<E89BBB>?- 扈滉ｸ逶第而謇譛鵜LM API隹<49>畑
- 雜<><E99B9C>驟埼｢晁<EFBDA2>蜉ｨ髯先ｵ<E58588>
- 謖臥沿譛ｬ隶｡雍?```

**謚譛ｯ譫ｶ譫<EFBDB6>ｼ<EFBFBD>**
```typescript
// LLM Gateway扈滉ｸ蜈･蜿｣
interface LLMGateway {
  // 隹<>畑LLM
  chat(params: {
    userId: string;
    modelType?: 'deepseek-v3' | 'qwen3' | 'qwen-long' | 'claude';
    messages: Message[];
    stream?: boolean;
  }): Promise<ChatResponse>;
  
  // 譬ｹ謐ｮ逕ｨ謌ｷ迚域悽騾画叫讓｡蝙<EFBDA1>
  selectModel(userId: string, preferredModel?: string): string;
  
  // 譽譟･驟埼｢?  checkQuota(userId: string): Promise<{ allowed: boolean; remaining: number }>;
  
  // Token隶｡謨ｰ
  countTokens(text: string): number;
}

謨ｰ謐ｮ陦ｨ<EFBFBD><EFBFBD>

// 騾夂畑閭ｽ蜉婀chema: capability_schema
- llm_usage_logs      // LLM菴ｿ逕ｨ譌･蠢<EFBDA5>
- llm_quotas          // 逕ｨ謌ｷ驟埼｢<E59FBC>

*荳ｺ莉荵域弍騾夂畑閭ｽ蜉幢ｼ?

笨?AIA讓｡蝮鈴怙隕<E68099>ｼ<EFBFBD>I譎ｺ閭ｽ髣ｮ遲費ｼ?- 笨?ASL讓｡蝮鈴怙隕<E68099>ｼ<EFBFBD>I譎ｺ閭ｽ譁<EFBDBD>鍵遲幃会ｼ<E4BC9A>
笨?PKB讓｡蝮鈴怙隕<E68099>ｼ育衍隸<E8A18D>ｺ迭AG髣ｮ遲費ｼ?- 笨?DC讓｡蝮鈴怙隕<E68099>ｼ域焚謐ｮ貂<EFBDAE>ｴ湧ER謠仙叙<E4BB99>?- 笨?螳｡遞ｿ讓｡蝮鈴怙隕<E68099>ｼ育ｨｿ莉ｶ螳｡譟･<E8AD9F>? *謇譛画ｨ｡蝮鈴<EFBFBD>萓晁ｵ豊LM Gateway<61>?

2. 譁<>｡｣螟<EFBDA3>炊蠑墓梼<E5A293><E6A2BC>ocument Processing Engine<6E>俄ｭ絶ｭ絶ｭ絶ｭ絶ｭ<E7B5B6> 譬ｸ蠢<EFBFBD>

*閨瑚ｴ｣<EFBFBD>?

螟壽<EFBFBD>ｼ蠑乗枚譯｣謠仙叙<EFBFBD><EFBFBD>DF/Docx/Txt/Excel<65>?- 譁<>悽貂<E682BD>ｴ嶺ｸ朱｢<E69CB1>､<EFBFBD>炊
OCR螟<EFBFBD>炊
陦ｨ譬ｼ謠仙叙

謚譛ｯ譫ｶ譫<EFBFBD>ｼ<EFBFBD>

// Python蠕ｮ譛榊苅<E6A68A>亥ｷｲ螳樒鴫<E6A892><E9B4AB>
interface DocumentProcessor {
  // 謠仙叙譁<E58F99>悽
  extract(file: File, method: 'pymupdf' | 'nougat' | 'mammoth'): Promise<{
    text: string;
    metadata: {
      charCount: number;
      language: string;
      quality: number;
    };
  }>;
  
  // 謠仙叙陦ｨ譬ｼ
  extractTables(file: File): Promise<Table[]>;
  
  // OCR螟<52>炊
  ocr(image: Buffer): Promise<string>;
}

*荳ｺ莉荵域弍騾夂畑閭ｽ蜉幢ｼ?

笨?ASL讓｡蝮鈴怙隕<E68099>ｼ域枚迪ｮPDF謠仙叙<E4BB99>?- 笨?PKB讓｡蝮鈴怙隕<E68099>ｼ育衍隸<E8A18D>ｺ捺枚譯｣荳贋ｼ<E8B48B><EFBDBC><EFBFBD>
笨?DC讓｡蝮鈴怙隕<E68099>ｼ<EFBFBD>xcel/Docx謨ｰ謐ｮ蟇ｼ蜈･<E89C88>?- 笨?螳｡遞ｿ讓｡蝮鈴怙隕<E68099>ｼ育ｨｿ莉ｶ譁<EFBDB6>｡｣謠仙叙<E4BB99>? 閾ｳ蟆<EFBFBD>4荳ｪ讓｡蝮嶺ｾ晁ｵ匁枚譯｣螟<EFBFBD>炊蠑墓梼<EFBFBD><EFBFBD>

3. RAG蠑墓梼<E5A293><E6A2BC>AG Engine<6E>俄ｭ絶ｭ絶ｭ絶ｭ?譬ｸ蠢<EFBFBD>

*閨瑚ｴ｣<EFBFBD>?

蜷鷹㍼蛹門ｭ伜お<EFBFBD><EFBFBD>mbedding<EFBFBD>?- 隸ｭ荵画｣邏｢<E9828F><EFBDA2>emantic Search<63>?- 譽邏｢蠅槫ｼｺ逕滓<E98095><E6BB93><EFBFBD>AG<41>?- Rerank驥肴賜蠎? 謚譛ｯ譫ｶ譫<EFBFBD>ｼ<EFBFBD>

// 蝓ｺ莠札ify謌冶<E8AC8C>蟒ｺ蜷鷹㍼謨ｰ謐ｮ蠎<EFBDAE>
interface RAGEngine {
  // 蛻帛ｻｺ遏･隸<EFBDA5>ｺ?  createDataset(name: string, description?: string): Promise<string>;
  
  // 荳贋ｼ<E8B48B>譁<EFBFBD>｡｣
  uploadDocument(datasetId: string, file: File): Promise<string>;
  
  // 隸ｭ荵画｣邏?  search(datasetId: string, query: string, topK?: number): Promise<SearchResult[]>;
  
  // RAG髣ｮ遲<EFBDAE>
  chatWithRAG(datasetId: string, query: string, history?: Message[]): Promise<string>;
}

*荳ｺ莉荵域弍騾夂畑閭ｽ蜉幢ｼ?

笨?PKB讓｡蝮鈴怙隕<E68099>ｼ井ｸｪ莠ｺ遏･隸<EFBDA5>ｺ馴琉遲費ｼ<E8B2BB>
笨?ASL讓｡蝮鈴怙隕<E68099>ｼ域枚迪ｮ蜀<EFBDAE>ｮｹ譽邏｢<E9828F><EFBDA2>
笨?AIA讓｡蝮鈴怙隕<E68099>ｼ<EFBFBD>遏･隸<EFBDA5>ｺ馴琉遲費ｼ<E8B2BB>

*閾ｳ蟆<EFBFBD>3荳ｪ讓｡蝮嶺ｾ晁ｵ乏AG蠑墓梼<EFBFBD>?

4. 謨ｰ謐ｮETL蠑墓梼<E5A293><E6A2BC>ata ETL Engine<6E>俄ｭ絶ｭ絶ｭ<E7B5B6> 荳ｭ遲<EFBFBD>

*閨瑚ｴ｣<EFBFBD>?

Excel螟夊｡ｨJOIN
謨ｰ謐ｮ貂<EFBFBD>ｴ<EFBFBD>
謨ｰ謐ｮ霓ｬ謐｢
謨ｰ謐ｮ鬪瑚ｯ<EFBFBD>

謚譛ｯ譫ｶ譫<EFBFBD>ｼ<EFBFBD>

# Python蠕ｮ譛榊苅<E6A68A>亥渕莠傘olars<72>?class ETLEngine:
    # 隸ｻ蜿門､壻ｸｪExcel
    def read_excel(self, files: List[File]) -> List[DataFrame]:
        pass
    
    # JOIN謫堺ｽ<E5A0BA>
    def join(self, dfs: List[DataFrame], keys: List[str]) -> DataFrame:
        pass
    
    # 謨ｰ謐ｮ貂<EFBDAE>ｴ<EFBFBD>
    def clean(self, df: DataFrame, rules: Dict) -> DataFrame:
        pass
    
    # 蟇ｼ蜃ｺ
    def export(self, df: DataFrame, format: str) -> bytes:
        pass

*荳ｺ莉荵域弍騾夂畑閭ｽ蜉幢ｼ?

笨?DC讓｡蝮鈴怙隕<E68099>ｼ域焚謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>ｼ?- 笨?SSA讓｡蝮鈴怙隕<E68099>ｼ育ｻ溯ｮ｡蛻<EFBDA1>梵謨ｰ謐ｮ鬚<EFBDAE>､<EFBFBD>炊<EFBFBD><E7828A>

*閾ｳ蟆<EFBFBD>2荳ｪ讓｡蝮嶺ｾ晁ｵ胞TL蠑墓梼<EFBFBD>?

5. 蛹ｻ蟄ｦNLP蠑墓梼<E5A293><E6A2BC>edical NLP Engine<6E>俄ｭ絶ｭ絶ｭ<E7B5B6> 荳ｭ遲<EFBFBD>

*閨瑚ｴ｣<EFBFBD>?

蛹ｻ蟄ｦ螳樔ｽ楢ｯ<EFBFBD>悪<EFBFBD><EFBFBD>ER<EFBFBD>?- 蛹ｻ蟄ｦ譛ｯ隸ｭ譬<EFBDAD>㊥蛹?- 逍ｾ逞<EFBDBE>/闕ｯ迚ｩ隸<EFBDA9>悪

謚譛ｯ譫ｶ譫<EFBFBD>ｼ<EFBFBD>

# Python蠕ｮ譛榊苅<E6A68A>亥渕莠市paCy + 蛹ｻ蟄ｦ讓｡蝙具ｼ?class MedicalNLP:
    # 螳樔ｽ楢ｯ<E6A5A2>悪
    def extract_entities(self, text: str) -> List[Entity]:
        pass
    
    # 譛ｯ隸ｭ譬<EFBDAD>㊥蛹?    def normalize(self, term: str) -> str:
        pass
    
    # 逍ｾ逞<EFBDBE>ｯ<EFBFBD>悪
    def extract_diseases(self, text: str) -> List[str]:
        pass

*荳ｺ莉荵域弍騾夂畑閭ｽ蜉幢ｼ?

笨?DC讓｡蝮鈴怙隕<E68099>ｼ育羅萓区焚謐ｮNER謠仙叙<E4BB99>?- 笨?ASL讓｡蝮怜庄閭ｽ髴隕<C280>ｼ域枚迪ｮ蜈ｳ髞ｮ隸肴署蜿厄ｼ<E58E84>

<EFBFBD>耳隨ｬ荳牙ｱゑｼ壻ｸ壼苅讓｡蝮怜ｱゑｼ<E38291>roduct Layer<65>?

螳壻ｹ<EFBFBD>

*荳壼苅讓｡蝮怜ｱよ弍髱｢蜷醍畑謌ｷ逧<EFBFBD>ｺｧ蜩∝粥閭ｽ<EFBFBD>梧ｯ丈ｸｪ讓｡蝮鈴<EFBFBD>譏ｯ迢ｬ遶狗噪莠ｧ蜩∝黒蜈<EFBFBD>?

譬ｸ蠢<EFBFBD>音蠕<EFBFBD>

笨?迢ｬ遶矩Κ鄂ｲ<EFBFBD>壼庄莉･蜊慕峡謇灘桁驛ｨ鄂?- 笨?**迢ｬ遶矩楳蜚?<EFBFBD>壼庄莉･蜊慕峡蜚ｮ蜊?- 笨?菴手ｦ蜷<EFBFBD><EFBFBD>壽ｨ｡蝮鈴龍荳咲峩謗･萓晁ｵ?- 笨?**鬮伜<E9ACAE>閨?<EFBFBD>壽ｨ｡蝮怜<EFBFBD>蜉溯<EFBFBD>螳梧紛

讓｡蝮玲ｸ<EFBFBD>黒

讓｡蝮嶺ｻ｣蜿ｷ	讓｡蝮怜錐遘ｰ	譬ｸ蠢<EFBFBD>粥閭ｽ	蝠<EFBFBD>ｸ壻ｻｷ蛟?	謚譛ｯ譬<EFBFBD>	萓晁ｵ也噪騾夂畑閭ｽ蜉<EFBFBD>
AIA	AI譎ｺ閭ｽ髣ｮ遲<EFBFBD>	10+譎ｺ閭ｽ菴?	箝絶ｭ絶ｭ絶ｭ<EFBFBD> 蟾ｮ蠑ょ<E8A091>?	Node.js + Dify	LLM鄂大<EFBFBD>縲ヽAG蠑墓梼
ASL	AI譎ｺ閭ｽ譁<EFBFBD>鍵	譁<EFBFBD>鍵遲幃峨∵署蜿?	箝絶ｭ絶ｭ絶ｭ絶ｭ?譬ｸ蠢<EFBDB8>	Node.js + Python	LLM鄂大<EFBFBD>縲∵枚譯｣螟<EFBFBD>炊縲ヽAG蠑墓梼
PKB	荳ｪ莠ｺ遏･隸<EFBFBD>ｺ?	RAG髣ｮ遲<EFBFBD>	箝絶ｭ絶ｭ?霎<>勧	Node.js + Dify	LLM鄂大<EFBFBD>縲∵枚譯｣螟<EFBFBD>炊縲ヽAG蠑墓梼
DC	謨ｰ謐ｮ貂<EFBFBD>ｴ玲紛逅<EFBFBD>	閾ｪ蜉ｨETL + NER	箝絶ｭ絶ｭ絶ｭ絶ｭ?譬ｸ蠢<EFBDB8>	Node.js + Python	LLM鄂大<EFBFBD>縲∵枚譯｣螟<EFBFBD>炊縲・TL蠑墓梼縲∝現蟄ｦNLP
SSA	譎ｺ閭ｽ扈溯ｮ｡蛻<EFBFBD>梵	3譚｡蛻<EFBFBD>梵霍ｯ蠕?	箝絶ｭ絶ｭ絶ｭ絶ｭ?蛻夐怙	Node.js + R	譁<EFBFBD>｡｣螟<EFBFBD>炊縲・TL蠑墓梼
ST	扈溯ｮ｡蛻<EFBFBD>梵蟾･蜈ｷ	100+蟆丞ｷ･蜈?	箝絶ｭ絶ｭ絶ｭ<EFBFBD> 鬮倬｢<E580AC>	Node.js + R	譁<EFBFBD>｡｣螟<EFBFBD>炊
RVW	遞ｿ莉ｶ螳｡譟･邉ｻ扈<EFBFBD>	譁ｹ豕募ｭｦ隸<EFBFBD>ｼ?	箝絶ｭ絶ｭ絶ｭ<EFBFBD> 迢ｬ遶<EFBDAC>	Node.js + Python	LLM鄂大<EFBFBD>縲∵枚譯｣螟<EFBFBD><EFBFBD>?

荳壼苅讓｡蝮苓ｯｦ霑ｰ

1. AIA - AI譎ｺ閭ｽ髣ｮ遲疲ｨ｡蝮<EFBDA1> 笨?**蟾ｲ螳梧<EFBFBD>?*

蠖灘燕迥ｶ諤<EFBFBD>ｼ<EFBFBD>

笨?10荳ｪ譎ｺ閭ｽ菴灘ｷｲ螳樒<E89EB3>?- 笨?螟夊ｽｮ蟇ｹ隸<EFBDB9>
笨?豬∝ｼ剰ｾ灘<EFBDBE>
笨?讓｡蝙句<E89D99>謐｢
笨?@遏･隸<EFBDA5>ｺ馴琉遲? *謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: aia_schema
- projects            // 鬘ｹ逶ｮ
- conversations       // 蟇ｹ隸<EFBDB9>
- messages            // 豸域<E8B1B8>
- agents_config       // 譎ｺ閭ｽ菴馴<E88FB4>鄂?```

**迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?*
- 笨?蜑咲ｫｯ<EFBFBD>壼庄迢ｬ遶区遠蛹<EFBFBD>
- 笨?蜷守ｫｯ<EFBFBD>壼庄迢ｬ遶玖ｿ占｡鯉ｼ井ｾ晁ｵ豊LM鄂大<EFBFBD>縲ヽAG蠑墓梼<EFBFBD>?- 笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema
- 笞<EFBFBD><EFBFBD><EFBFBD> 髴隕<EFBFBD>ｼ壼ｹｳ蜿ｰ螻ゑｼ育畑謌ｷ隶､隸<EFBFBD>ｼ?
---

#### 2. ASL - AI譎ｺ閭ｽ譁<EFBFBD>鍵讓｡蝮<EFBFBD> 竢?**隗<EFBFBD><EFBFBD>荳?*

**譬ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?*
1. 譬<EFBFBD>｢俶遭隕∝<EFBFBD>遲幢ｼ亥曙讓｡蝙帰I蛻､譁ｭ<EFBFBD>?2. 蜈ｨ譁<EFBFBD>､咲ｭ幢ｼ<EFBFBD>DF蜈ｨ譁<EFBFBD><EFBFBD>譫撰ｼ?3. 蜈ｨ譁<EFBFBD>ｧ｣譫蝉ｸ取焚謐ｮ謠仙<EFBFBD>?4. 謨ｰ謐ｮ蛻<EFBFBD>梵荳取冠蜻顔函謌?5. 邉ｻ扈溯ｯ<EFBFBD>ｻｷ荳皿eta蛻<EFBFBD>梵
6. 譁<EFBFBD>鍵邂｡逅<EFBFBD>

**謨ｰ謐ｮSchema<EFBFBD>?*
```typescript
// 荳壼苅讓｡蝮祐chema: asl_schema
- literature_projects         // 譁<>鍵鬘ｹ逶ｮ
- literature_items            // 譁<>鍵譚｡逶ｮ
- pico_configs                // PICO(S)驟咲ｽｮ
- screening_results           // 遲幃臥ｻ捺<EFBDBB>?- screening_history           // 遲幃牙紙蜿?- extraction_tasks            // 謠仙叙莉ｻ蜉｡
- extraction_results          // 謠仙叙扈捺棡
- meta_analysis_tasks         // Meta蛻<61>梵莉ｻ蜉｡

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>夂峡遶騎eact蠎皮畑
笨?蜷守ｫｯ<EFBDAB>夂峡遶起ode.js譛榊苅
笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema
笨?萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲ヽAG蠑墓梼

迢ｬ遶矩楳蜚ｮ莉ｷ蛟ｼ<EFBFBD>壺ｭ絶ｭ絶ｭ絶ｭ絶ｭ?髱槫ｸｸ鬮假ｼ<E58187>

蜿ｯ莉･菴應ｸｺ迢ｬ遶倶ｺｧ蜩<EFBFBD>"AI譁<49>鍵遲幃臥ｳｻ扈?蜚ｮ蜊<EFBDAE>
逶ｮ譬<EFBFBD>ｮ｢謌ｷ<EFBFBD>夂ｳｻ扈溯ｯ<EFBFBD>ｻｷ遐皮ｩｶ閠<EFBFBD>∝ｾｪ隸∝現蟄ｦ荳ｭ蠢?

3. PKB - 荳ｪ莠ｺ遏･隸<EFBDA5>ｺ捺ｨ｡蝮?笨?**蟾ｲ螳梧<EFBFBD>?*

蠖灘燕迥ｶ諤<EFBFBD>ｼ<EFBFBD>

笨?遏･隸<EFBDA5>ｺ鼎RUD
笨?譁<>｡｣荳贋ｼ<E8B48B>
笨?RAG髣ｮ遲<EFBDAE>
笨?@遏･隸<EFBDA5>ｺ灘ｼ慕<EFBDBC>? *謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: pkb_schema
- knowledge_bases     // 遏･隸<EFBDA5>ｺ?- documents           // 譁<>｡｣

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>壼庄迢ｬ遶区遠蛹<E981A0>
笨?蜷守ｫｯ<EFBDAB>壼庄迢ｬ遶玖ｿ占｡<E58DA0>
笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema
笨?萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲ヽAG蠑墓梼

4. DC - 謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>ｨ｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

*譬ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?

螟哘xcel譁<EFBFBD>ｻｶ蟇ｼ蜈･
閾ｪ蜉ｨJOIN蜥梧ｸ<EFBFBD>ｴ?3. 蛹ｻ蟄ｦNER螳樔ｽ捺署蜿<E7BDB2>
謨ｰ謐ｮ雍ｨ驥乗冠蜻<EFBFBD>
蟇ｼ蜃ｺ譬<EFBFBD>㊥蛹匁焚謐? *謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: dc_schema
- dc_projects         // 謨ｰ謐ｮ貂<EFBDAE>ｴ鈴｡ｹ逶ｮ
- dc_raw_files        // 蜴溷ｧ区枚莉ｶ
- dc_cleaned_data     // 貂<>ｴ怜錘謨ｰ謐?- dc_ner_results      // NER謠仙叙扈捺棡
- dc_quality_reports  // 雍ｨ驥乗冠蜻<E586A0>

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>夂峡遶騎eact蠎皮畑
笨?蜷守ｫｯ<EFBDAB>哢ode.js + Python蠕ｮ譛榊<E8AD9B>?- 笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema<6D><61>QLite for 蜊墓惻迚茨ｼ<E88CA8>
笨?萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲・TL蠑墓梼縲∝現蟄ｦNLP

迢ｬ遶矩楳蜚ｮ莉ｷ蛟ｼ<EFBFBD>壺ｭ絶ｭ絶ｭ絶ｭ絶ｭ?髱槫ｸｸ鬮假ｼ<E58187>

蜿ｯ莉･菴應ｸｺ迢ｬ遶倶ｺｧ蜩<EFBFBD>"蛹ｻ蟄ｦ謨ｰ謐ｮ貂<EFBDAE>ｴ怜ｷ･蜈ｷ"蜚ｮ蜊<EFBDAE>
逶ｮ譬<EFBFBD>ｮ｢謌ｷ<EFBFBD>壻ｸｴ蠎顔ｧ大ｮ､縲∵焚謐ｮ邂｡逅<EFBFBD>遭

5. SSA - 譎ｺ閭ｽ扈溯ｮ｡蛻<EFBDA1>梵讓｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

*譬ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?

髦溷<EFBFBD>遐皮ｩｶ蛻<EFBFBD>梵
鬚<EFBFBD>ｵ区ｨ｡蝙区桷蟒ｺ
RCT遐皮ｩｶ蛻<EFBFBD>梵
謨ｰ謐ｮ雍ｨ驥乗<EFBFBD>ｸ譟･
扈溯ｮ｡蛻<EFBFBD>梵謚･蜻<EFBFBD>

*謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: ssa_schema
- ssa_projects        // 扈溯ｮ｡蛻<EFBDA1>梵鬘ｹ逶ｮ
- ssa_datasets        // 謨ｰ謐ｮ髮?- ssa_analysis_tasks  // 蛻<>梵莉ｻ蜉｡
- ssa_results         // 蛻<>梵扈捺棡
- ssa_reports         // 蛻<>梵謚･蜻<EFBDA5>

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>夂峡遶騎eact蠎皮畑
笨?蜷守ｫｯ<EFBDAB>哢ode.js + R蠕ｮ譛榊<E8AD9B>?- 笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema
笨?萓晁ｵ厄ｼ壽枚譯｣螟<EFBDA3>炊縲・TL蠑墓梼

迢ｬ遶矩楳蜚ｮ莉ｷ蛟ｼ<EFBFBD>壺ｭ絶ｭ絶ｭ絶ｭ絶ｭ?髱槫ｸｸ鬮假ｼ<E58187>

蜿ｯ莉･菴應ｸｺ迢ｬ遶倶ｺｧ蜩<EFBFBD>"荳ｴ蠎顔ｻ溯ｮ｡蛻<EFBDA1>梵蟷ｳ蜿ｰ"蜚ｮ蜊<EFBDAE>

6. ST - 扈溯ｮ｡蛻<EFBDA1>梵蟾･蜈ｷ讓｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

*譬ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?

100+蟆丞ｷ･蜈ｷ<E89C88><EFBDB7>譽鬪後∝今譁ｹ譽鬪後ヽOC譖ｲ郤ｿ遲会ｼ<E4BC9A>

*謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: st_schema
- st_tool_usage       // 蟾･蜈ｷ菴ｿ逕ｨ隶ｰ蠖<EFBDB0>

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>夂峡遶騎eact蠎皮畑
笨?蜷守ｫｯ<EFBDAB>哢ode.js + R蠕ｮ譛榊<E8AD9B>?- 笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema<6D>亥庄騾会ｼ<E4BC9A>
笨?萓晁ｵ厄ｼ壽枚譯｣螟<EFBDA3><E89E9F>?

7. RVW - 遞ｿ莉ｶ螳｡譟･邉ｻ扈<EFBDBB> 竢?**隗<EFBFBD><EFBFBD>荳ｭ<EFBFBD>亥ｷｲ譛画<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?*

蠖灘燕迥ｶ諤<EFBFBD>ｼ<EFBFBD>

笨?譁<>｡｣荳贋ｼ<E8B48B>
笨?譁<>悽謠仙叙
笨?遞ｿ郤ｦ隗<EFBDA6>激諤ｧ隸<EFBDA7>ｼｰ<EFBDBC><EFBDB0>ditorial_review<65>?- 笨?譁ｹ豕募ｭｦ隸<EFBDA6>ｼｰ<EFBDBC><EFBDB0>ethodology_review<65>?- 笨?扈ｼ蜷郁ｯ<E98381><EFBDAF>

*譛ｪ譚･謇ｩ螻包ｼ?

笞<EFBFBD><EFBFBD><EFBFBD> 螳｡遞ｿ莠ｺ邂｡逅?- 笞<><E7AC9E><EFBFBD> 螳｡遞ｿ豬∫ｨ狗ｮ｡逅<EFBDA1>
笞<EFBFBD><EFBFBD><EFBFBD> 螟夊ｽｮ螳｡遞ｿ
笞<EFBFBD><EFBFBD><EFBFBD> 螳｡遞ｿ諢剰ｧ∵ｨ｡譚ｿ

*謨ｰ謐ｮSchema<EFBFBD>?

// 荳壼苅讓｡蝮祐chema: review_schema
- review_tasks        // 螳｡譟･莉ｻ蜉｡<E89C89>亥ｷｲ譛会ｼ<E4BC9A>
// 譛ｪ譚･謇ｩ螻包ｼ?- review_journals     // 譛溷<E8AD9B>蠎?- review_reviewers    // 螳｡遞ｿ莠?- review_workflows    // 螳｡遞ｿ豬∫ｨ<E288AB>
- review_comments     // 螳｡遞ｿ諢剰ｧ<E589B0>

*迢ｬ遶矩Κ鄂ｲ閭ｽ蜉幢ｼ?

笨?蜑咲ｫｯ<EFBDAB>夂峡遶騎eact蠎皮畑
笨?蜷守ｫｯ<EFBDAB>夂峡遶起ode.js譛榊苅
笨?謨ｰ謐ｮ蠎難ｼ夂峡遶鬼chema
笨?萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3><E89E9F>? *迢ｬ遶矩楳蜚ｮ莉ｷ蛟ｼ<EFBFBD>壺ｭ絶ｭ絶ｭ絶ｭ絶ｭ?譫<>ｫ假ｼ?
蜿ｯ莉･菴應ｸｺ螳悟<EFBFBD>迢ｬ遶狗噪莠ｧ蜩?AI霎<49>勧螳｡遞ｿ邉ｻ扈<EFBDBB>"蜚ｮ蜊<EFBDAE>
逶ｮ譬<EFBFBD>ｮ｢謌ｷ<EFBFBD>壽悄蛻顔ｼ冶ｾ鷹Κ縲∝<EFBFBD>迚育､ｾ縲∝ｭｦ莨?- 蝠<>ｸ壽ｨ｡蠑擾ｼ壽潔譛溷<E8AD9B>隶｢髦<EFBDA2>ｼ梧<EFBDBC>謖臥ｨｿ莉ｶ謨ｰ驥剰ｮ｡雍? *荳ｺ莉荵亥ｮ｡遞ｿ邉ｻ扈滄ょ粋迢ｬ遶具ｼ?

笨?**逕ｨ謌ｷ鄒､迢ｬ遶?*<2A>壽悄蛻顔ｼ冶ｾ鷹Κ vs 荳ｴ蠎雁現逕滂ｼ亥ｮ悟<EFBDAE>荳榊酔<E6A68A><E98594>
笨?荳壼苅騾ｻ霎醍峡遶<EFBFBD><EFBFBD>壻ｸ主<EFBFBD>莉匁ｨ｡蝮玲裏蜈ｳ閨?3. 笨?驛ｨ鄂ｲ蝨ｺ譎ｯ迢ｬ遶<EFBFBD><EFBFBD>壽悄蛻顔ｼ冶ｾ鷹Κ譛芽<EFBFBD>蟾ｱ逧<EFBFBD>Κ鄂ｲ髴豎?4. 笨?蝠<EFBFBD>ｸ壽ｨ｡蠑冗峡遶<EFBFBD><EFBFBD>壼庄莉･謖画悄蛻願ｮ｢髦<EFBFBD>

<EFBFBD>迫讓｡蝮鈴龍蜈ｳ邉?

萓晁ｵ門<EFBFBD>邉ｻ蝗?

荳壼苅讓｡蝮怜ｱ?  笏懌楳笏 AIA (AI譎ｺ閭ｽ髣ｮ遲<EFBDAE>)
  笏?    笏披楳笏 萓晁ｵ厄ｼ哭LM鄂大<E98482>縲ヽAG蠑墓梼
  笏?  笏懌楳笏 ASL (AI譎ｺ閭ｽ譁<EFBDBD>鍵)
  笏?    笏披楳笏 萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲ヽAG蠑墓梼
  笏?  笏懌楳笏 PKB (荳ｪ莠ｺ遏･隸<EFBDA5>ｺ?
  笏?    笏披楳笏 萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲ヽAG蠑墓梼
  笏?  笏懌楳笏 DC (謨ｰ謐ｮ貂<EFBDAE>ｴ<EFBFBD>)
  笏?    笏披楳笏 萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲・TL蠑墓梼縲∝現蟄ｦNLP
  笏?  笏懌楳笏 SSA (譎ｺ閭ｽ扈溯ｮ｡蛻<EFBDA1>梵)
  笏?    笏披楳笏 萓晁ｵ厄ｼ壽枚譯｣螟<EFBDA3>炊縲・TL蠑墓梼
  笏?  笏懌楳笏 ST (扈溯ｮ｡蛻<EFBDA1>梵蟾･蜈ｷ)
  笏?    笏披楳笏 萓晁ｵ厄ｼ壽枚譯｣螟<EFBDA3><E89E9F>?  笏?  笏披楳笏 RVW (遞ｿ莉ｶ螳｡譟･)
        笏披楳笏 萓晁ｵ厄ｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3><E89E9F>?
騾夂畑閭ｽ蜉帛ｱ?  笏懌楳笏 LLM鄂大<E98482> 箝?(謇譛陰I讓｡蝮嶺ｾ晁ｵ<E69981>)
  笏懌楳笏 譁<>｡｣螟<EFBDA3>炊蠑墓梼 箝?(謇譛画枚譯｣讓｡蝮嶺ｾ晁ｵ?
  笏懌楳笏 RAG蠑墓梼 (AIA縲、SL縲￣KB萓晁ｵ<E69981>)
  笏懌楳笏 ETL蠑墓梼 (DC縲ヾSA萓晁ｵ<E69981>)
  笏披楳笏 蛹ｻ蟄ｦNLP (DC萓晁ｵ<E69981>)

蟷ｳ蜿ｰ蝓ｺ遑螻?  笏懌楳笏 逕ｨ謌ｷ荳取揀髯蝉ｸｭ蠢?箝?(謇譛画ｨ｡蝮嶺ｾ晁ｵ?
  笏懌楳笏 蟄伜お譛榊苅 箝?(謇譛画ｨ｡蝮嶺ｾ晁ｵ?
  笏懌楳笏 騾夂衍譛榊苅
  笏懌楳笏 逶第而荳取律蠢?  笏披楳笏 邉ｻ扈滄<E68988>鄂ｮ

蜈ｳ髞ｮ豢槫ｯ<EFBFBD>

*1. LLM鄂大<E98482>譏ｯ譬ｸ蠢<EFBDB8>ｸｭ譫?

萓晁ｵ豊LM鄂大<EFBFBD>逧<EFBFBD>ｨ｡蝮暦ｼ<EFBFBD>
- AIA<49><41>I譎ｺ閭ｽ髣ｮ遲費ｼ?- ASL<53><4C>I譎ｺ閭ｽ譁<EFBDBD>鍵<EFBFBD>?- PKB<4B>井ｸｪ莠ｺ遏･隸<EFBDA5>ｺ難ｼ?- DC<44>域焚謐ｮ貂<EFBDAE>ｴ暦ｼ<E69AA6>
- RVW<56>育ｨｿ莉ｶ螳｡譟･<E8AD9F><EFBDA5>

蜈ｱ隶｡<E99AB6>?荳ｪ讓｡蝮?/ 7荳ｪ讓｡蝮?= 71%

扈楢ｮｺ<EFBDAE>哭LM鄂大<E98482>蠢<EFBFBD>｡ｻ莨伜<E88EA8>隶ｾ隶｡蜥悟ｮ樒鴫<E6A892><E9B4AB>

2. 譁<>｡｣螟<EFBDA3>炊蠑墓梼菴ｿ逕ｨ蟷ｿ豕<EFBDBF>

萓晁ｵ匁枚譯｣螟<EFBFBD>炊逧<EFBFBD>ｨ｡蝮暦ｼ<EFBFBD>
- ASL<53>域枚迪ｮPDF謠仙叙<E4BB99>?- PKB<4B>育衍隸<E8A18D>ｺ捺枚譯｣<E8ADAF>?- DC<44><43>xcel/Docx蟇ｼ蜈･<E89C88>?- SSA<53>域焚謐ｮ蟇ｼ蜈･<E89C88><EFBDA5>
- ST<53>域焚謐ｮ蟇ｼ蜈･<E89C88><EFBDA5>
- RVW<56>育ｨｿ莉ｶ謠仙叙<E4BB99><E58F99>

蜈ｱ隶｡<E99AB6>?荳ｪ讓｡蝮?/ 7荳ｪ讓｡蝮?= 86%

扈楢ｮｺ<EFBDAE>壽枚譯｣螟<EFBDA3>炊蠑墓梼蟾ｲ螳樒鴫<E6A892>碁怙隕∫ｻｧ扈ｭ蠅槫ｼｺ<EFBDBC><EFBDBA>

*3. 讓｡蝮礼峡遶区ｧ蛻<EFBDA7><E89BBB>?

讓｡蝮<EFBFBD>	迢ｬ遶区?	蜴溷屏
RVW<EFBFBD>亥ｮ｡遞ｿ<EFBFBD><EFBFBD>	箝絶ｭ絶ｭ絶ｭ絶ｭ?譫<>ｫ<EFBFBD>	逕ｨ謌ｷ鄒､縲∽ｸ壼苅騾ｻ霎代<EFBFBD>Κ鄂ｲ蝨ｺ譎ｯ驛ｽ螳悟<EFBFBD>迢ｬ遶<EFBFBD>
ASL<EFBFBD>域枚迪ｮ<EFBFBD><EFBFBD>	箝絶ｭ絶ｭ絶ｭ絶ｭ?譫<>ｫ<EFBFBD>	蜿ｯ菴應ｸｺ迢ｬ遶倶ｺｧ蜩∝醗蜊也ｻ咏ｳｻ扈溯ｯ<EFBFBD>ｻｷ遐皮ｩｶ閠?
DC<EFBFBD>域焚謐ｮ貂<EFBFBD>ｴ暦ｼ<EFBFBD>	箝絶ｭ絶ｭ絶ｭ絶ｭ?譫<>ｫ<EFBFBD>	蜿ｯ菴應ｸｺ迢ｬ遶倶ｺｧ蜩∝醗蜊也ｻ呎焚謐ｮ邂｡逅<EFBFBD><EFBFBD>?
SSA<EFBFBD>育ｻ溯ｮ｡蛻<EFBFBD>梵<EFBFBD><EFBFBD>	箝絶ｭ絶ｭ絶ｭ<EFBFBD> 鬮?	蜿ｯ迢ｬ遶具ｼ御ｽ<EFBFBD>ｸ惨T讓｡蝮玲怏蜊丞酔謨亥ｺ?
ST<EFBFBD>亥<EFBFBD>譫仙ｷ･蜈ｷ<EFBFBD><EFBFBD>	箝絶ｭ絶ｭ絶ｭ<EFBFBD> 鬮?	蜿ｯ迢ｬ遶具ｼ御ｽ<EFBFBD>ｸ惨SA讓｡蝮玲怏蜊丞酔謨亥ｺ?
*AIA<EFBFBD><EFBFBD>I髣ｮ遲費ｼ?	箝絶ｭ絶ｭ?荳?	蜿ｯ迢ｬ遶具ｼ御ｽ<EFBFBD>ｸ傘KB譛芽ｾ<EFBFBD>ｼｺ蜈ｳ閨費ｼ<EFBFBD>遏･隸<EFBFBD>ｺ難ｼ<EFBFBD>
*PKB<EFBFBD>育衍隸<EFBFBD>ｺ難ｼ?	箝絶ｭ絶ｭ?荳?	蜿ｯ迢ｬ遶具ｼ御ｽ<EFBFBD>ｸ拶IA譛芽ｾ<EFBFBD>ｼｺ蜈ｳ閨費ｼ<EFBFBD>遏･隸<EFBFBD>ｺ難ｼ<EFBFBD>

<EFBFBD>沈謨ｰ謐ｮ蠎捺楔譫<E6A594>ｮｾ隶?

Schema髫皮ｦｻ遲也払

*蠖灘燕髣ｮ鬚假ｼ?

笶?謇譛芽｡ｨ蝨ｨ蜷御ｸSchema<6D><61>ublic<69>?- 笶?譛ｪ譚･蠕ｮ譛榊苅諡<E88B85><E8ABA1>蝗ｰ髫?- 笶?荳肴髪謖∵ｨ｡蝮礼峡遶矩Κ鄂? *逶ｮ譬<EFBFBD>楔譫<EFBFBD>ｼ?

-- 蟷ｳ蜿ｰ螻４chema
CREATE SCHEMA platform_schema;
  - users
  - roles
  - permissions
  - user_roles
  - role_permissions
  - tenants
  - feature_flags
  - notifications
  - admin_logs
  - system_configs

-- 騾夂畑閭ｽ蜉婀chema
CREATE SCHEMA capability_schema;
  - llm_usage_logs
  - llm_quotas
  - document_processing_logs

-- 荳壼苅讓｡蝮祐chema
CREATE SCHEMA aia_schema;        -- AI譎ｺ閭ｽ髣ｮ遲<EFBDAE>
CREATE SCHEMA asl_schema;        -- AI譎ｺ閭ｽ譁<EFBDBD>鍵
CREATE SCHEMA pkb_schema;        -- 荳ｪ莠ｺ遏･隸<EFBDA5>ｺ?CREATE SCHEMA dc_schema;         -- 謨ｰ謐ｮ貂<EFBDAE>ｴ<EFBFBD>
CREATE SCHEMA ssa_schema;        -- 譎ｺ閭ｽ扈溯ｮ｡蛻<EFBDA1>梵
CREATE SCHEMA st_schema;         -- 扈溯ｮ｡蛻<EFBDA1>梵蟾･蜈ｷ
CREATE SCHEMA review_schema;     -- 遞ｿ莉ｶ螳｡譟･

霑∫ｧｻ遲也払

髦ｶ谿ｵ荳<EFBFBD>夐ｻ霎鷹囈遖ｻ<EFBFBD>亥ｽ灘燕髦ｶ谿ｵ<EFBFBD><EFBFBD>

逶ｮ譬<EFBFBD>ｼ壼惠莉｣遐∝ｱる擇謖唄chema扈<EFBFBD>ｻ<EFBFBD>ｼ御ｽ<EFBFBD>焚謐ｮ蠎楢ｿ俶弍public
譁ｹ蠑擾ｼ啀risma荳ｭ菴ｿ逕ｨ@@map謖<70>ｮ夊｡ｨ蜷榊燕郛

萓句ｦゑｼ?@@map("aia_projects")     // AI髣ｮ遲皮噪鬘ｹ逶ｮ陦ｨ
@@map("asl_projects")     // AI譁<49>鍵逧<E98DB5>｡ｹ逶ｮ陦ｨ
@@map("dc_projects")      // 謨ｰ謐ｮ貂<EFBDAE>ｴ礼噪鬘ｹ逶ｮ陦ｨ

髦ｶ谿ｵ莠鯉ｼ夂黄逅<EFBFBD>囈遖ｻ<EFBFBD>亥ｾｮ譛榊苅諡<EFBFBD><EFBFBD>譌ｶ<EFBFBD><EFBFBD>

逶ｮ譬<EFBFBD>ｼ夂悄豁｣蛻帛ｻｺ迢ｬ遶鬼chema
譁ｹ蠑擾ｼ?1. 蛻帛ｻｺ譁ｰSchema
2. 霑∫ｧｻ謨ｰ謐ｮ<E8AC90><EFBDAE>NSERT INTO new_schema.table SELECT * FROM public.old_table<6C>?3. 譖ｴ譁ｰPrisma Schema
4. 豬玖ｯ暮ｪ瑚ｯ<E7919A>

<EFBFBD>識蜿ｯ螟咲畑閭ｽ蜉帶ｻ扈<EFBDBB>

莉荵域弍蜿ｯ螟咲畑閭ｽ蜉幢ｼ<EFBFBD>

*螳壻ｹ会ｼ?

笨?陲ｫ螟壻ｸｪ讓｡蝮嶺ｽｿ逕ｨ逧<EFBDA8>橿譛ｯ閭ｽ蜉?- 笨?蜿ｯ莉･迢ｬ遶倶ｸｺ譛榊<E8AD9B>?- 笨?譛画<E8AD9B>遑ｮ逧<EFBDAE>磁蜿｣螳壻ｹ<E5A3BB>
笨?閨瑚ｴ｣蜊穂ｸ

譬ｸ蠢<EFBFBD>庄螟咲畑閭ｽ蜉帶ｸ<EFBFBD><EFBFBD>?

閭ｽ蜉<EFBFBD>	菴ｿ逕ｨ鬚醍紫	螟咲畑讓｡蝮<EFBFBD>	莨伜<EFBFBD>郤?	蠖灘燕迥ｶ諤?
LLM鄂大<EFBFBD>	71% (5/7)	AIA縲、SL縲￣KB縲．C縲ヽVW	P0	笶?譛ｪ螳樒<E89EB3>?
譁<EFBFBD>｡｣螟<EFBFBD>炊蠑墓梼	86% (6/7)	謇譛画ｨ｡蝮?	P0	笨?蟾ｲ螳樒<E89EB3>?
RAG蠑墓梼	43% (3/7)	AIA縲、SL縲￣KB	P1	笨?蟾ｲ螳樒鴫<E6A892>亥渕莠札ify<66>?
ETL蠑墓梼	29% (2/7)	DC縲ヾSA	P2	笶?譛ｪ螳樒<E89EB3>?
蛹ｻ蟄ｦNLP	14% (1/7)	DC	P2	笶?譛ｪ螳樒<E89EB3>?

遶句叉陦悟勘

*P0閭ｽ蜉幢ｼ亥ｿ<EFBFBD>｡ｻ遶句叉隶ｾ隶｡<EFBFBD>会ｼ?

笨?LLM鄂大<EFBFBD> - 蝠<>ｸ壽ｨ｡蠑冗噪蝓ｺ遑<E98191>?荳ｪ讓｡蝮嶺ｾ晁ｵ?2. 笨?譁<EFBFBD>｡｣螟<EFBFBD>炊蠑墓梼 - 蟾ｲ螳樒鴫<E6A892>碁怙隕∝｢槫ｼｺ<EFBDBC>郁｡ｨ譬ｼ謠仙叙<E4BB99>? *P1閭ｽ蜉幢ｼ郁ｿ第悄隶ｾ隶｡<EFBFBD>会ｼ?
笨?RAG蠑墓梼 - 蟾ｲ螳樒鴫<E6A892>碁怙隕∽ｼ伜<EFBDBC>?4. 笞<><E7AC9E><EFBFBD> ETL蠑墓梼 - DC讓｡蝮怜ｼ蜿第慮蜀崎ｮｾ隶? *P2閭ｽ蜉幢ｼ亥ｻｶ蜷趣ｼ会ｼ?
笞<EFBFBD><EFBFBD><EFBFBD> 蛹ｻ蟄ｦNLP - DC讓｡蝮怜ｼ蜿第慮蜀崎ｮｾ隶?

<EFBFBD>噫譫ｶ譫<EFBDB6>ｼ碑ｿ幄ｷｯ蠕<EFBDAF>

髦ｶ谿ｵ荳<EFBFBD>壽ｨ｡蝮怜喧蜊穂ｽ難ｼ亥ｽ灘<EFBFBD>?- 6荳ｪ譛茨ｼ?

*譫ｶ譫<EFBFBD>音轤ｹ<EFBFBD>?

蜊穂ｸ莉｣遐∝ｺ難ｼ御ｽ<EFBFBD>ｸ･譬ｼ謖画ｨ｡蝮怜<EFBFBD>蛻<EFBFBD>ｼ?backend/
  笏懌楳笏 platform/           # 蟷ｳ蜿ｰ螻?  笏?  笏懌楳笏 auth/
  笏?  笏懌楳笏 storage/
  笏?  笏披楳笏 notification/
  笏懌楳笏 capabilities/       # 騾夂畑閭ｽ蜉帛ｱ?  笏?  笏懌楳笏 llm-gateway/
  笏?  笏懌楳笏 document/
  笏?  笏披楳笏 rag/
  笏懌楳笏 modules/            # 荳壼苅讓｡蝮怜ｱ?  笏?  笏懌楳笏 aia/
  笏?  笏懌楳笏 asl/
  笏?  笏懌楳笏 pkb/
  笏?  笏懌楳笏 dc/
  笏?  笏懌楳笏 ssa/
  笏?  笏懌楳笏 st/
  笏?  笏披楳笏 review/
  笏披楳笏 shared/             # 蜈ｱ莠ｫ蟾･蜈ｷ

蜊穂ｸ謨ｰ謐ｮ蠎難ｼ御ｽ<E5BEA1>ｻ霎鷹囈遖ｻ<E98196>郁｡ｨ蜷榊燕郛<E9839B>?```

**蜈ｳ髞ｮ郤ｪ蠕具ｼ?*
- 笨?讓｡蝮鈴龍荳咲峩謗･import<72>悟宵閭ｽ騾夊ｿ<E5A48A>磁蜿｣隹<EFBDA3>畑
- 笨?豈丈ｸｪ讓｡蝮玲怏迢ｬ遶狗噪霍ｯ逕ｱ縲∵恪蜉｡縲∵焚謐ｮ隶ｿ髣ｮ螻<EFBDAE>
- 笨?菴ｿ逕ｨ陦ｨ蜷榊燕郛<E9839B>磯ｻ霎全chema髫皮ｦｻ<EFBDA6>?
---

### 髦ｶ谿ｵ莠鯉ｼ夐ｦ匁ｬ｡諡<EFBDA1><E8ABA1><EFBFBD>?-18荳ｪ譛茨ｼ?
**隗ｦ蜿第擅莉ｶ<E88E89>?*
- 譛牙ｮ｢謌ｷ隕∵ｱらｧ∵怏蛹夜Κ鄂ｲ
- 譛牙ｮ｢謌ｷ隕∵ｱょ黒譛ｺ迚<EFBDBA>
- 髴隕∫峡遶矩楳蜚ｮ譟蝉ｸｪ讓｡蝮?
**諡<><E8ABA1>遲也払<E4B99F>?*

莨伜<EFBFBD>諡<EFBFBD><EFBFBD>RVW<EFBFBD>亥ｮ｡遞ｿ邉ｻ扈滂ｼ<EFBFBD>- 譛迢ｬ遶<EFBDAC>
蜈ｶ谺｡諡<EFBFBD><EFBFBD>DC謌泡SL - 蝠<>ｸ壻ｻｷ蛟ｼ鬮<EFBDBC>
蠑募<EFBFBD>API鄂大<EFBFBD>
蠑募<EFBFBD>K8s<EFBFBD>亥庄騾会ｼ檎ｧ∵怏蛹夜Κ鄂ｲ髴隕<EFBFBD>ｼ<EFBFBD>


**譫ｶ譫<EFBDB6>ｼ?*

API鄂大<EFBFBD> (Kong/Traefik) 笏懌楳笏蟷ｳ蜿ｰ譛榊苅 (UAM縲ヾtorage) 笏懌楳笏 LLM鄂大<E98482>譛榊苅笏懌楳笏譁<>｡｣螟<EFBDA3>炊譛榊苅 (Python蠕ｮ譛榊<E8AD9B>? 笏懌楳笏螳｡遞ｿ讓｡蝮玲恪蜉｡ (迢ｬ遶矩Κ鄂ｲ) 笏披楳笏蜈ｶ莉匁ｨ｡蝮玲恪蜉｡ (證よ慮莉堺ｸｺ蜊穂ｽ<E7A982>)


---

### 髦ｶ谿ｵ荳会ｼ壼<EFBDBC>髱｢蠕ｮ譛榊苅<E6A68A><E88B85>18荳ｪ譛<EFBDAA>+<2B>?
**譫ｶ譫<EFBDB6>ｼ?*

謇譛画ｨ｡蝮礼峡遶矩Κ鄂ｲ<EFBFBD>梧髪謖∫<EFBFBD>豢ｻ扈<EFBFBD>粋蜥梧ｨ｡蝮怜喧蜚ｮ蜊<EFBFBD>


---

## <20>投 諤ｻ扈<EFBDBB>

### 譫ｶ譫<EFBDB6><E8ADAB>螻ょ屓遲比ｺ<E6AF94>お逧<E3818A><E980A7>髞ｮ髣ｮ鬚?
**1. 蜩ｪ莠帶弍諤ｻ菴鍋噪<E98D8B><E599AA>**
- 笨?蟷ｳ蜿ｰ蝓ｺ遑螻ゑｼ夂畑謌ｷ譚<EFBDB7>剞縲∝ｭ伜お縲<E3818A>夂衍縲∫尅謗ｧ縲<EFBDA7><E7B8B2>鄂?
**2. 蜩ｪ莠帶弍騾夂畑逧<E79591>橿譛ｯ閭ｽ蜉幢ｼ<E5B9A2>**
- 笨?騾夂畑閭ｽ蜉帛ｱゑｼ哭LM鄂大<E98482>縲∵枚譯｣螟<EFBDA3>炊縲ヽAG蠑墓梼縲・TL蠑墓梼縲∝現蟄ｦNLP

**3. 蜩ｪ莠帶弍蜷<E5BC8D>ｭ先ｨ｡蝮礼峡遶狗噪蜉溯<E89C89><E6BAAF>?*
- 笨?荳壼苅讓｡蝮怜ｱゑｼ哂IA縲、SL縲￣KB縲．C縲ヾSA縲ヾT縲ヽVW

**4. 蜩ｪ莠幄<E88EA0>蜉帶弍螟咲畑逧<E79591>ｼ?*
- 笨?LLM鄂大<E98482><E5A4A7>?荳ｪ讓｡蝮暦ｼ<E69AA6>
- 笨?譁<>｡｣螟<EFBDA3>炊<EFBFBD>?荳ｪ讓｡蝮暦ｼ<E69AA6>
- 笨?RAG蠑墓梼<E5A293>?荳ｪ讓｡蝮暦ｼ<E69AA6>

**5. 蜩ｪ莠帛庄莉･髫乗慮迢ｬ遶区<E981B6>邉ｻ扈滂ｼ<E6BB82>**
- 箝絶ｭ絶ｭ絶ｭ絶ｭ?**RVW<56>亥ｮ｡遞ｿ邉ｻ扈滂ｼ<E6BB82>** - 譛騾ょ粋迢ｬ遶<EFBDAC>
- 箝絶ｭ絶ｭ絶ｭ絶ｭ?**ASL<53>域匱閭ｽ譁<EFBDBD>鍵<EFBFBD><E98DB5>** - 蝠<>ｸ壻ｻｷ蛟ｼ鬮<EFBDBC>
- 箝絶ｭ絶ｭ絶ｭ絶ｭ?**DC<44>域焚謐ｮ貂<EFBDAE>ｴ暦ｼ<E69AA6>** - 蝠<>ｸ壻ｻｷ蛟ｼ鬮<EFBDBC>

---

**荳倶ｸ豁･<E8B181>壼渕莠手ｿ吩ｸｪ譫ｶ譫<EFBDB6><E8ADAB>螻ゑｼ碁㍾譁ｰ扈<EFBDB0>ｻ<EFBFBD>枚譯｣扈捺桷縲?*

31 KiB Raw Blame History Unescape Escape

邉ｻ扈滓楔譫<EFBFBD><EFBFBD>螻りｮｾ隶｡

<EFBFBD>搭 譁<>｡｣隸ｴ譏<EFBDB4>

<EFBFBD>女<EFBFBD>?譫ｶ譫<EFBDB6><E8ADAB>螻よｻ隗<EFBDBB>

荳牙ｱよ楔譫<EFBFBD>

2. 蟄伜お譛榊苅<E6A68A><E88B85>torage Service<63>?

2.1. 譌･蠢礼ｳｻ扈滂ｼ<E6BB82>ogging Service<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

2.2. 郛灘ｭ俶恪蜉｡<E89C89><EFBDA1>ache Service<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7><EFBFBD>emoryCache + RedisCache鬚<65>蕗<EFBFBD>?

2.3. 蠑よｭ･莉ｻ蜉｡<E89C89><EFBDA1>ob Queue<75>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

螳樊命迥ｶ諤<EFBFBD>ｼ<EFBFBD> 笨?2025-11-17 螳梧<E89EB3><E6A2A7><EFBFBD>emoryQueue + DatabaseQueue鬚<65>蕗<EFBFBD>?

2.4. 蛛･蠎ｷ譽譟･<E8AD9F><EFBDA5>ealth Check<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

2.5. 逶第而謖<E8808C><E8AC96><EFBFBD>ｼ<EFBFBD>onitoring<6E>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

2.6. 謨ｰ謐ｮ蠎楢ｿ樊磁豎<E7A381><E8B18E><EFBFBD>onnection Pool<6F>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

4. 逶第而荳取律蠢暦ｼ<E69AA6>onitoring & Logging<6E>?

5. 邉ｻ扈滄<E68988>鄂ｮ<E98482><EFBDAE>ystem Config<69>?

<EFBFBD>肌 隨ｬ莠悟ｱゑｼ夐夂畑閭ｽ蜉帛ｱゑｼ<E38291>apability Layer<65>?

螳壻ｹ<EFBFBD>

譬ｸ蠢<EFBFBD>音蠕<EFBFBD>

蛹<EFBFBD>性逧<EFBFBD><EFBFBD>蜉?

1. LLM螟ｧ讓｡蝙狗ｽ大<EFBDBD><E5A4A7><EFBFBD>LM Gateway<61>俄ｭ絶ｭ絶ｭ絶ｭ絶ｭ<E7B5B6> 譬ｸ蠢<EFBFBD>

2. 譁<>｡｣螟<EFBDA3>炊蠑墓梼<E5A293><E6A2BC>ocument Processing Engine<6E>俄ｭ絶ｭ絶ｭ絶ｭ絶ｭ<E7B5B6> 譬ｸ蠢<EFBFBD>

3. RAG蠑墓梼<E5A293><E6A2BC>AG Engine<6E>俄ｭ絶ｭ絶ｭ絶ｭ?譬ｸ蠢<EFBFBD>

4. 謨ｰ謐ｮETL蠑墓梼<E5A293><E6A2BC>ata ETL Engine<6E>俄ｭ絶ｭ絶ｭ<E7B5B6> 荳ｭ遲<EFBFBD>

5. 蛹ｻ蟄ｦNLP蠑墓梼<E5A293><E6A2BC>edical NLP Engine<6E>俄ｭ絶ｭ絶ｭ<E7B5B6> 荳ｭ遲<EFBFBD>

<EFBFBD>耳 隨ｬ荳牙ｱゑｼ壻ｸ壼苅讓｡蝮怜ｱゑｼ<E38291>roduct Layer<65>?

螳壻ｹ<EFBFBD>

譬ｸ蠢<EFBFBD>音蠕<EFBFBD>

讓｡蝮玲ｸ<EFBFBD>黒

荳壼苅讓｡蝮苓ｯｦ霑ｰ

1. AIA - AI譎ｺ閭ｽ髣ｮ遲疲ｨ｡蝮<EFBDA1> 笨?*蟾ｲ螳梧<EFBFBD>?

3. PKB - 荳ｪ莠ｺ遏･隸<EFBDA5>ｺ捺ｨ｡蝮?笨?*蟾ｲ螳梧<EFBFBD>?

4. DC - 謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>ｨ｡蝮<EFBDA1> 竢?*隗<EFBFBD><EFBFBD>荳?

5. SSA - 譎ｺ閭ｽ扈溯ｮ｡蛻<EFBDA1>梵讓｡蝮<EFBDA1> 竢?*隗<EFBFBD><EFBFBD>荳?

6. ST - 扈溯ｮ｡蛻<EFBDA1>梵蟾･蜈ｷ讓｡蝮<EFBDA1> 竢?*隗<EFBFBD><EFBFBD>荳?

7. RVW - 遞ｿ莉ｶ螳｡譟･邉ｻ扈<EFBDBB> 竢?*隗<EFBFBD><EFBFBD>荳ｭ<EFBFBD>亥ｷｲ譛画<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?

<EFBFBD>迫 讓｡蝮鈴龍蜈ｳ邉?

萓晁ｵ門<EFBFBD>邉ｻ蝗?

蜈ｳ髞ｮ豢槫ｯ<EFBFBD>

<EFBFBD>沈 謨ｰ謐ｮ蠎捺楔譫<E6A594>ｮｾ隶?

Schema髫皮ｦｻ遲也払

霑∫ｧｻ遲也払

<EFBFBD>識 蜿ｯ螟咲畑閭ｽ蜉帶ｻ扈<EFBDBB>

莉荵域弍蜿ｯ螟咲畑閭ｽ蜉幢ｼ<EFBFBD>

譬ｸ蠢<EFBFBD>庄螟咲畑閭ｽ蜉帶ｸ<EFBFBD><EFBFBD>?

遶句叉陦悟勘

<EFBFBD>噫 譫ｶ譫<EFBDB6>ｼ碑ｿ幄ｷｯ蠕<EFBDAF>

髦ｶ谿ｵ荳<EFBFBD>壽ｨ｡蝮怜喧蜊穂ｽ難ｼ亥ｽ灘<EFBFBD>?- 6荳ｪ譛茨ｼ?

31 KiB

Raw Blame History

<EFBFBD>搭譁<>｡｣隸ｴ譏<EFBDB4>

<EFBFBD>女<EFBFBD>?譫ｶ譫<EFBDB6><E8ADAB>螻よｻ隗<EFBDBB>

2.4. 蛛･蠎ｷ譽譟･<E8AD9F><EFBDA5>ealth Check<63>俄ｭ<E4BF84> 2025-11-17 譁ｰ蠅<EFBDB0>

<EFBFBD>肌隨ｬ莠悟ｱゑｼ夐夂畑閭ｽ蜉帛ｱゑｼ<E38291>apability Layer<65>?

<EFBFBD>耳隨ｬ荳牙ｱゑｼ壻ｸ壼苅讓｡蝮怜ｱゑｼ<E38291>roduct Layer<65>?

1. AIA - AI譎ｺ閭ｽ髣ｮ遲疲ｨ｡蝮<EFBDA1> 笨?**蟾ｲ螳梧<EFBFBD>?*

3. PKB - 荳ｪ莠ｺ遏･隸<EFBDA5>ｺ捺ｨ｡蝮?笨?**蟾ｲ螳梧<EFBFBD>?*

4. DC - 謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>ｨ｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

5. SSA - 譎ｺ閭ｽ扈溯ｮ｡蛻<EFBDA1>梵讓｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

6. ST - 扈溯ｮ｡蛻<EFBDA1>梵蟾･蜈ｷ讓｡蝮<EFBDA1> 竢?**隗<EFBFBD><EFBFBD>荳?*

7. RVW - 遞ｿ莉ｶ螳｡譟･邉ｻ扈<EFBDBB> 竢?**隗<EFBFBD><EFBFBD>荳ｭ<EFBFBD>亥ｷｲ譛画<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ<EFBFBD>?*

<EFBFBD>迫讓｡蝮鈴龍蜈ｳ邉?

<EFBFBD>沈謨ｰ謐ｮ蠎捺楔譫<E6A594>ｮｾ隶?

<EFBFBD>識蜿ｯ螟咲畑閭ｽ蜉帶ｻ扈<EFBDBB>

莉荵域弍蜿ｯ螟咲畑閭ｽ蜉幢ｼ<EFBFBD>

<EFBFBD>噫譫ｶ譫<EFBDB6>ｼ碑ｿ幄ｷｯ蠕<EFBDAF>

髦ｶ谿ｵ荳<EFBFBD>壽ｨ｡蝮怜喧蜊穂ｽ難ｼ亥ｽ灘<EFBFBD>?- 6荳ｪ譛茨ｼ?