Buckets:
| # QMS SDK Architecture | |
| ## ๐๏ธ Overview | |
| The QMS SDK is built with a modular, scalable architecture that supports multi-agent AI systems, real-time collaboration, and comprehensive quality management workflows. | |
| ## ๐ Architecture Diagram | |
| ``` | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| โ QMS SDK Architecture โ | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค | |
| โ Frontend Layer โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โ โ React โ โ Next.js โ โ Framer โ โ | |
| โ โ Components โ โ App โ โ Motion โ โ | |
| โ โ โ โ Router โ โ โ โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค | |
| โ SDK Layer โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โ โ Client โ โ Core โ โ Components โ โ | |
| โ โ Hooks โ โ Orchestratorโ โ Library โ โ | |
| โ โ Provider โ โ Registry โ โ โ โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค | |
| โ API Layer โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โ โ tRPC โ โ Agent โ โ Vector โ โ | |
| โ โ Router โ โ System โ โ Service โ โ | |
| โ โ โ โ โ โ โ โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค | |
| โ Data Layer โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โ โ PostgreSQL โ โ Pinecone โ โ Prisma โ โ | |
| โ โ Database โ โ Vector โ โ ORM โ โ | |
| โ โ โ โ DB โ โ โ โ | |
| โ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โ | |
| โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| ``` | |
| ## ๐งฉ Core Components | |
| ### 1. Multi-Agent System | |
| ```typescript | |
| // Agent Registry - Central agent management | |
| class AgentRegistry { | |
| private agents: Map<string, Agent> | |
| register(agent: Agent): void | |
| get(agentId: string): Agent | undefined | |
| getByType(type: string): Agent[] | |
| getActive(): Agent[] | |
| } | |
| // Agent Orchestrator - Coordination and routing | |
| class AgentOrchestrator { | |
| routeMessage(message: Message, targetAgents?: string[]): Promise<Message[]> | |
| executeToolChain(agentId: string, tools: string[]): Promise<ToolExecution[]> | |
| startConversation(conversationId: string, agentIds: string[]): void | |
| } | |
| ``` | |
| ### 2. Vector Database Integration | |
| ```typescript | |
| // Vector Service - RAG and compliance checking | |
| class VectorService { | |
| upsertDocument(document: VectorDocument): Promise<void> | |
| searchSimilar(query: number[], topK: number): Promise<SearchResult[]> | |
| checkCompliance(requirement: string, documents: string[]): Promise<ComplianceResult> | |
| } | |
| ``` | |
| ### 3. tRPC API Layer | |
| ```typescript | |
| // Comprehensive API with type safety | |
| export const appRouter = router({ | |
| agent: agentRouter, // Agent operations | |
| document: documentRouter, // Document management | |
| process: processRouter, // Process mapping | |
| compliance: complianceRouter, // Compliance checking | |
| audit: auditRouter, // Audit management | |
| testing: testingRouter, // QA testing | |
| manufacturing: manufacturingRouter, // Manufacturing metrics | |
| construction: constructionRouter, // Construction management | |
| insurance: insuranceRouter, // Insurance operations | |
| }); | |
| ``` | |
| ## ๐ Data Flow | |
| ### 1. Agent Communication Flow | |
| ``` | |
| User Input โ tRPC Client โ Agent Router โ Agent Orchestrator | |
| โ | |
| Agent Registry โ Specific Agent โ Tool Execution โ Response | |
| โ | |
| Vector Service (if needed) โ Pinecone โ Compliance Check | |
| โ | |
| Response โ tRPC Client โ React Hook โ UI Update | |
| ``` | |
| ### 2. Document Processing Flow | |
| ``` | |
| Document Upload โ Document Router โ Prisma ORM โ PostgreSQL | |
| โ | |
| Vector Service โ Embedding Generation โ Pinecone Upsert | |
| โ | |
| Compliance Check โ RAG Search โ Results โ UI Display | |
| ``` | |
| ### 3. Process Design Flow | |
| ``` | |
| Process Designer โ xyflow Components โ Process Router | |
| โ | |
| Validation โ Prisma ORM โ PostgreSQL Storage | |
| โ | |
| Real-time Updates โ tRPC Subscription โ UI Sync | |
| ``` | |
| ## ๐ฏ Design Patterns | |
| ### 1. Repository Pattern | |
| ```typescript | |
| // Data access abstraction | |
| interface DocumentRepository { | |
| create(document: Document): Promise<Document> | |
| findById(id: string): Promise<Document | null> | |
| findByType(type: string): Promise<Document[]> | |
| update(id: string, data: Partial<Document>): Promise<Document> | |
| delete(id: string): Promise<void> | |
| } | |
| ``` | |
| ### 2. Observer Pattern | |
| ```typescript | |
| // Event-driven architecture | |
| class EventEmitter { | |
| private listeners: Map<string, Function[]> | |
| on(event: string, callback: Function): void | |
| emit(event: string, data: any): void | |
| off(event: string, callback: Function): void | |
| } | |
| ``` | |
| ### 3. Strategy Pattern | |
| ```typescript | |
| // Pluggable compliance strategies | |
| interface ComplianceStrategy { | |
| check(requirement: string, documents: Document[]): Promise<ComplianceResult> | |
| } | |
| class ISO13485Strategy implements ComplianceStrategy { | |
| async check(requirement: string, documents: Document[]): Promise<ComplianceResult> { | |
| // ISO 13485 specific logic | |
| } | |
| } | |
| ``` | |
| ## ๐ Security Architecture | |
| ### 1. Authentication & Authorization | |
| ```typescript | |
| // Role-based access control | |
| interface User { | |
| id: string | |
| roles: Role[] | |
| permissions: Permission[] | |
| } | |
| interface Role { | |
| id: string | |
| name: string | |
| permissions: Permission[] | |
| } | |
| ``` | |
| ### 2. Data Validation | |
| ```typescript | |
| // Zod schema validation at API boundaries | |
| const DocumentSchema = z.object({ | |
| title: z.string().min(1).max(255), | |
| content: z.string().min(1), | |
| type: z.enum(['procedure', 'policy', 'form']), | |
| // ... other fields | |
| }); | |
| ``` | |
| ### 3. Rate Limiting | |
| ```typescript | |
| // API rate limiting | |
| const rateLimiter = rateLimit({ | |
| windowMs: 15 * 60 * 1000, // 15 minutes | |
| max: 100, // limit each IP to 100 requests per windowMs | |
| }); | |
| ``` | |
| ## ๐ Scalability Considerations | |
| ### 1. Horizontal Scaling | |
| - **Stateless Services**: All services are designed to be stateless | |
| - **Load Balancing**: Support for multiple service instances | |
| - **Database Sharding**: Prepared for horizontal database scaling | |
| ### 2. Caching Strategy | |
| ```typescript | |
| // Multi-level caching | |
| interface CacheStrategy { | |
| // L1: In-memory cache (Redis) | |
| memory: MemoryCache | |
| // L2: Database query cache | |
| query: QueryCache | |
| // L3: CDN for static assets | |
| cdn: CDNCache | |
| } | |
| ``` | |
| ### 3. Microservices Ready | |
| ```typescript | |
| // Service boundaries | |
| interface ServiceBoundary { | |
| agents: AgentService | |
| documents: DocumentService | |
| compliance: ComplianceService | |
| vector: VectorService | |
| } | |
| ``` | |
| ## ๐ State Management | |
| ### 1. Client State (React Query) | |
| ```typescript | |
| // Optimistic updates and caching | |
| const { data, mutate } = trpc.document.create.useMutation({ | |
| onMutate: async (newDocument) => { | |
| // Optimistic update | |
| await utils.document.list.cancel() | |
| const previousDocuments = utils.document.list.getData() | |
| utils.document.list.setData(undefined, (old) => [...(old ?? []), newDocument]) | |
| return { previousDocuments } | |
| }, | |
| onError: (err, newDocument, context) => { | |
| // Rollback on error | |
| utils.document.list.setData(undefined, context?.previousDocuments) | |
| }, | |
| }) | |
| ``` | |
| ### 2. Server State (Database) | |
| ```typescript | |
| // Prisma transactions for consistency | |
| await prisma.$transaction(async (tx) => { | |
| const document = await tx.document.create({ data: documentData }) | |
| await tx.auditLog.create({ | |
| data: { | |
| action: 'CREATE_DOCUMENT', | |
| entityId: document.id, | |
| userId: user.id, | |
| } | |
| }) | |
| }) | |
| ``` | |
| ## ๐งช Testing Strategy | |
| ### 1. Unit Tests | |
| ```typescript | |
| // Component testing with React Testing Library | |
| test('ProcessFlowDesigner renders correctly', () => { | |
| render(<ProcessFlowDesigner />) | |
| expect(screen.getByText('Process Designer')).toBeInTheDocument() | |
| }) | |
| ``` | |
| ### 2. Integration Tests | |
| ```typescript | |
| // API testing with tRPC | |
| test('agent.chat creates message', async () => { | |
| const result = await caller.agent.chat({ | |
| agentId: 'test-agent', | |
| message: 'Hello', | |
| }) | |
| expect(result.userMessage.content).toBe('Hello') | |
| }) | |
| ``` | |
| ### 3. E2E Tests | |
| ```typescript | |
| // Playwright for end-to-end testing | |
| test('complete compliance check workflow', async ({ page }) => { | |
| await page.goto('/compliance') | |
| await page.click('[data-testid="select-iso13485"]') | |
| await page.click('[data-testid="run-check"]') | |
| await expect(page.locator('[data-testid="results"]')).toBeVisible() | |
| }) | |
| ``` | |
| ## ๐ Performance Optimization | |
| ### 1. Bundle Optimization | |
| ```typescript | |
| // Code splitting and lazy loading | |
| const ProcessFlowDesigner = lazy(() => import('./components/process-flow-designer')) | |
| const DocumentBuilder = lazy(() => import('./components/document-builder')) | |
| ``` | |
| ### 2. Database Optimization | |
| ```sql | |
| -- Optimized indexes | |
| CREATE INDEX idx_documents_type_status ON documents(type, status); | |
| CREATE INDEX idx_compliance_checks_standard ON compliance_checks(standard); | |
| CREATE INDEX idx_messages_agent_timestamp ON messages(agent_id, timestamp); | |
| ``` | |
| ### 3. Vector Search Optimization | |
| ```typescript | |
| // Optimized vector queries | |
| const searchResults = await vectorService.searchSimilar( | |
| queryEmbedding, | |
| 10, // topK | |
| { | |
| standard: 'ISO13485', | |
| type: 'requirement' | |
| } // metadata filter | |
| ) | |
| ``` | |
| ## ๐ฎ Future Enhancements | |
| ### 1. Real-time Collaboration | |
| ```typescript | |
| // WebSocket integration for real-time updates | |
| interface RealtimeService { | |
| subscribe(channel: string, callback: Function): void | |
| publish(channel: string, data: any): void | |
| unsubscribe(channel: string): void | |
| } | |
| ``` | |
| ### 2. Advanced AI Features | |
| ```typescript | |
| // Enhanced AI capabilities | |
| interface AIService { | |
| generateEmbeddings(text: string): Promise<number[]> | |
| summarizeDocument(document: Document): Promise<string> | |
| predictCompliance(requirements: string[]): Promise<CompliancePrediction> | |
| } | |
| ``` | |
| ### 3. Mobile Support | |
| ```typescript | |
| // React Native compatibility | |
| interface MobileSDK { | |
| agents: MobileAgentService | |
| offline: OfflineService | |
| sync: SyncService | |
| } | |
| ``` | |
| ## ๐ Development Guidelines | |
| ### 1. Code Organization | |
| ``` | |
| sdk/ | |
| โโโ types/ # TypeScript definitions | |
| โโโ core/ # Core business logic | |
| โโโ server/ # tRPC routers | |
| โโโ client/ # React hooks and providers | |
| โโโ components/ # UI components | |
| โโโ agents/ # Agent definitions | |
| โโโ utils/ # Utility functions | |
| ``` | |
| ### 2. Naming Conventions | |
| - **Files**: kebab-case (`multi-agent-chat.tsx`) | |
| - **Components**: PascalCase (`MultiAgentChat`) | |
| - **Functions**: camelCase (`sendMessage`) | |
| - **Constants**: UPPER_SNAKE_CASE (`API_ENDPOINTS`) | |
| ### 3. Error Handling | |
| ```typescript | |
| // Consistent error handling | |
| class QMSError extends Error { | |
| constructor( | |
| message: string, | |
| public code: string, | |
| public statusCode: number = 500 | |
| ) { | |
| super(message) | |
| this.name = 'QMSError' | |
| } | |
| } | |
| ``` | |
| This architecture provides a solid foundation for building scalable, maintainable quality management systems with modern web technologies. |
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