690414:1113 Update README.md /.agents/skills, /.windsurf/workflows

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# ADR-020 AI Integration Architecture
## CRITICAL RULES
- **ALWAYS** follow ADR-018 AI boundary policy (isolation on Admin Desktop)
- **ALWAYS** use RFA-First approach for AI implementation
- **NEVER** allow AI direct database/storage access
- **ALWAYS** implement human-in-the-loop validation
- **NEVER** send sensitive data to cloud AI services
## AI Integration Patterns
### Architecture Overview
```
Frontend → AI Gateway API → Admin Desktop (Ollama) → Backend Validation
```
### Key Components
| Component | Location | Purpose |
|-----------|----------|---------|
| **AI Gateway** | Backend (NestJS) | API endpoints, validation, audit logging |
| **Ollama Engine** | Admin Desktop (Desk-5439) | LLM inference (Gemma 4) |
| **OCR Engine** | Admin Desktop (Desk-5439) | Thai/English text extraction |
| **Orchestrator** | QNAP NAS (n8n) | Workflow management |
## Backend Implementation (NestJS)
```typescript
// AI Module with boundary enforcement
@Module({
controllers: [AiController],
providers: [AiService, AiGateway],
exports: [AiService],
})
export class AiModule {
constructor() {
// Enforce ADR-018 boundaries
}
}
// AI Service with validation
@Injectable()
export class AiService {
async extractMetadata(documentId: string): Promise<AIMetadata> {
// 1. Validate permissions
// 2. Send to Admin Desktop AI
// 3. Validate AI response
// 4. Log audit trail
// 5. Return validated results
}
}
```
## Frontend Pattern (Next.js)
```typescript
// Document Review Form (reusable component)
const DocumentReviewForm = ({ document, aiSuggestions }) => {
return (
<form>
<Field label="Document Type" suggestions={aiSuggestions.documentType} />
<Field label="Project Code" suggestions={aiSuggestions.projectCode} />
<Field label="Discipline" suggestions={aiSuggestions.discipline} />
<ConfidenceScore score={aiSuggestions.confidence} />
<HumanValidationActions />
</form>
);
};
```
## Security Requirements
- **AI Isolation:** All AI processing on Admin Desktop only
- **Data Privacy:** No cloud AI services, on-premises only
- **Audit Trail:** Log all AI interactions and human validations
- **Rate Limiting:** Prevent AI abuse and resource exhaustion
- **Validation:** All AI outputs must be validated before use
## Required Implementation
- [ ] AiModule with ADR-018 boundary enforcement
- [ ] AI Gateway API endpoints with validation
- [ ] DocumentReviewForm reusable component
- [ ] Admin Desktop Ollama + PaddleOCR setup
- [ ] n8n workflow orchestration
- [ ] AI audit logging and monitoring
- [ ] Human-in-the-loop validation workflows
## Related Documents
- `specs/06-Decision-Records/ADR-018-ai-boundary.md`
- `specs/06-Decision-Records/ADR-020-ai-intelligence-integration.md`
- `specs/06-Decision-Records/ADR-017-ollama-data-migration.md`