M.I.M.I.R - Multi-agent Intelligent Memory & Insight Repository

# Multi-Agent Architecture Implementation Roadmap **Status:** Planning → Implementation (v3.0) **Timeline:** Q4 2025 - Q1 2026 **Owner:** CVS Health Enterprise AI Team --- ## 📚 Related Documentation This is the **phase-by-phase implementation roadmap** for multi-agent orchestration. For related documents: - **📋 [Executive Summary](../MULTI_AGENT_EXECUTIVE_SUMMARY.md)**: High-level overview for stakeholders - **🏗️ [Architecture Specification](MULTI_AGENT_GRAPH_RAG.md)**: Complete technical architecture (v3.1) - **🗺️ This Document**: Implementation roadmap with timelines and code examples --- ## 📋 Overview This roadmap outlines the step-by-step implementation of multi-agent Graph-RAG orchestration, transforming the MCP server from single-agent context management to PM/Worker/QC architecture. **Research Foundation:** - [Multi-Agent Graph-RAG Architecture](MULTI_AGENT_GRAPH_RAG.md) (Technical Specification) - [Conversation Analysis Validation](../research/CONVERSATION_ANALYSIS.md) (Research Validation) - [Original Graph-RAG Research](../research/GRAPH_RAG_RESEARCH.md) (Foundational Research) --- ## 🎯 Implementation Phases ### ✅ Phase 0: Foundation (v2.0-2.3) - COMPLETE **Status:** ✅ **COMPLETE** **Achievements:** - ✅ Knowledge Graph with full CRUD operations - ✅ Subgraph extraction (`memory_get_subgraph`) - ✅ Context enrichment and search - ✅ Hierarchical memory architecture - ✅ 80-test validation suite **Why this matters for multi-agent:** These features enable PM agents to create task graphs and QC agents to verify against requirements using subgraph extraction. --- ### 🔨 Phase 1: Multi-Agent Foundation (v3.0) **Target:** December 2025 **Priority:** HIGH - Enables core multi-agent pattern #### 1.1 Task Locking System **Objective:** Prevent race conditions when multiple workers claim tasks **Implementation:** **Step 1: Add version field to TODO type** ```typescript // src/types/todo.types.ts export interface Todo { // ... existing fields ... version: number; // ← NEW: Optimistic locking lockedBy?: string; // ← NEW: Agent ID holding lock lockedAt?: Date; // ← NEW: When lock was acquired lockExpiresAt?: Date; // ← NEW: Auto-expiry timestamp } ``` **Step 2: Implement lock acquisition** ```typescript // src/managers/TodoManager.ts async lockTodo( id: string, agentId: string, timeoutMs: number = 300000 ): Promise<boolean> { const todo = this.todos.get(id); if (!todo) throw new Error(`Todo ${id} not found`); // Check if already locked by another agent if (todo.lockedBy && todo.lockedBy !== agentId) { if (todo.lockExpiresAt && new Date() < todo.lockExpiresAt) { return false; // Still locked by another agent } // Lock expired - can claim } // Acquire lock todo.lockedBy = agentId; todo.lockedAt = new Date(); todo.lockExpiresAt = new Date(Date.now() + timeoutMs); todo.version++; return true; } async releaseLock(id: string, agentId: string): Promise<void> { const todo = this.todos.get(id); if (!todo) throw new Error(`Todo ${id} not found`); // Only release if this agent holds the lock if (todo.lockedBy === agentId) { delete todo.lockedBy; delete todo.lockedAt; delete todo.lockExpiresAt; } } ``` **Step 3: Add MCP tools** ```typescript // src/tools/todo.tools.ts { name: 'lock_todo', description: 'Acquire exclusive lock on a TODO task for multi-agent coordination', inputSchema: { type: 'object', properties: { id: { type: 'string', description: 'Todo ID to lock' }, agentId: { type: 'string', description: 'Agent claiming the lock' }, timeoutMs: { type: 'number', description: 'Lock expiry in milliseconds (default 300000 = 5 min)', default: 300000 } }, required: ['id', 'agentId'] } }, { name: 'release_lock', description: 'Release lock on a TODO task', inputSchema: { type: 'object', properties: { id: { type: 'string' }, agentId: { type: 'string' } }, required: ['id', 'agentId'] } } ``` **Success Criteria:** - [ ] Zero race conditions in parallel task claiming - [ ] Automatic lock expiry after timeout - [ ] Agent can query available (unlocked) tasks **Testing:** ```typescript // testing/task-locking.test.ts describe('Task Locking', () => { it('should prevent double claiming', async () => { const taskId = 'task-1'; const agent1 = 'worker-1'; const agent2 = 'worker-2'; const lock1 = await lockTodo(taskId, agent1); expect(lock1).toBe(true); const lock2 = await lockTodo(taskId, agent2); expect(lock2).toBe(false); // Already locked }); it('should auto-expire locks', async () => { const taskId = 'task-1'; await lockTodo(taskId, 'worker-1', 100); // 100ms timeout await sleep(150); const lock2 = await lockTodo(taskId, 'worker-2'); expect(lock2).toBe(true); // Lock expired }); }); ``` #### 1.2 Agent Context Isolation **Objective:** Workers only see task-specific context, not full PM context **Implementation:** **Step 1: Add context scope filtering** ```typescript // src/managers/TodoManager.ts async getTodoForWorker(id: string): Promise<Todo> { const todo = this.todos.get(id); if (!todo) throw new Error(`Todo ${id} not found`); // Return only task-specific context return { ...todo, context: this.filterWorkerContext(todo.context) }; } private filterWorkerContext(context: any): any { // Remove PM research context, keep only: // - Task requirements // - Direct dependencies // - Required file paths // - Error context (if retry) return { requirements: context.requirements, files: context.files, dependencies: context.dependencies, errorContext: context.errorContext // Only for retries // NO: Full research notes, alternative approaches, etc. }; } ``` **Step 2: Add MCP tool** ```typescript { name: 'get_todo_for_worker', description: 'Get TODO with worker-scoped context (no PM research)', inputSchema: { type: 'object', properties: { id: { type: 'string' }, agentId: { type: 'string', description: 'Worker agent ID' } }, required: ['id', 'agentId'] } } ``` **Success Criteria:** - [ ] Worker context <10% of PM context size - [ ] Workers still have all necessary info to complete task - [ ] <10% clarification rate (workers rarely need to ask PM) #### 1.3 Agent Lifecycle Management **Objective:** Track agent spawning, execution, and termination **Implementation:** **Step 1: Create agent registry** ```typescript // src/managers/AgentManager.ts export interface Agent { id: string; type: 'pm' | 'worker' | 'qc'; status: 'active' | 'idle' | 'terminated'; spawnedAt: Date; terminatedAt?: Date; currentTask?: string; contextSize: number; // Tokens in current context } export class AgentManager { private agents = new Map<string, Agent>(); async spawnAgent(type: 'pm' | 'worker' | 'qc'): Promise<Agent> { const agent: Agent = { id: `${type}-${Date.now()}`, type, status: 'active', spawnedAt: new Date(), contextSize: 0 }; this.agents.set(agent.id, agent); return agent; } async terminateAgent(agentId: string): Promise<void> { const agent = this.agents.get(agentId); if (agent) { agent.status = 'terminated'; agent.terminatedAt = new Date(); // Release any locks held by this agent await this.releaseAllLocks(agentId); } } async getMetrics() { return { activeAgents: Array.from(this.agents.values()) .filter(a => a.status === 'active').length, avgContextSize: this.calculateAvgContextSize(), avgLifespan: this.calculateAvgLifespan() }; } } ``` **Step 2: Add MCP tools** ```typescript { name: 'spawn_agent', description: 'Spawn a new PM, worker, or QC agent', inputSchema: { type: 'object', properties: { type: { type: 'string', enum: ['pm', 'worker', 'qc'], description: 'Agent type' } }, required: ['type'] } }, { name: 'terminate_agent', description: 'Terminate agent and release resources', inputSchema: { type: 'object', properties: { agentId: { type: 'string' } }, required: ['agentId'] } }, { name: 'get_agent_metrics', description: 'Get multi-agent system metrics', inputSchema: { type: 'object', properties: {} } } ``` **Success Criteria:** - [ ] Agent lifecycle tracked from spawn to termination - [ ] Metrics show avg context lifespan <5 min for workers - [ ] Automatic cleanup on agent termination **Deliverables for Phase 1:** - [ ] 3 new MCP tools: `lock_todo`, `get_todo_for_worker`, `spawn_agent` - [ ] AgentManager class with lifecycle tracking - [ ] 15+ tests for locking and isolation - [ ] Documentation: Multi-agent quick start guide - [ ] Proof-of-concept: 3 workers claiming 10 tasks with zero conflicts --- ### 🔬 Phase 2: Adversarial Validation (v3.1) **Target:** January 2026 **Priority:** HIGH - Prevents error propagation #### 2.1 QC Agent Verification System **Objective:** Verify worker output before storing in graph **Implementation:** **Step 1: Define verification schema** ```typescript // src/types/verification.types.ts export interface VerificationRule { id: string; type: 'required_field' | 'format' | 'dependency' | 'custom'; description: string; validator: (output: any, context: any) => ValidationResult; } export interface ValidationResult { passed: boolean; failures: ValidationFailure[]; score: number; // 0-100 } export interface ValidationFailure { rule: string; severity: 'error' | 'warning'; description: string; suggestedFix?: string; } ``` **Step 2: Implement verification engine** ```typescript // src/managers/VerificationManager.ts export class VerificationManager { private rules = new Map<string, VerificationRule>(); async verifyTaskOutput( taskId: string, output: any ): Promise<ValidationResult> { const task = await getTodo(taskId); const subgraph = await memory_get_subgraph(taskId, 2); const requirements = this.extractRequirements(subgraph); const failures: ValidationFailure[] = []; // Run all applicable rules for (const rule of this.rules.values()) { const result = rule.validator(output, { task, requirements }); if (!result.passed) { failures.push(...result.failures); } } return { passed: failures.filter(f => f.severity === 'error').length === 0, failures, score: this.calculateScore(failures) }; } async generateCorrectionPrompt( taskId: string, failures: ValidationFailure[] ): Promise<string> { const task = await getTodo(taskId); return ` Task: ${task.title} Your previous output had these issues: ${failures.map(f => `- ${f.description}`).join('\n')} Suggested fixes: ${failures.map(f => f.suggestedFix).filter(Boolean).join('\n')} Please revise your output to address these issues while maintaining your original approach. `.trim(); } } ``` **Step 3: Add MCP tools** ```typescript { name: 'verify_task_output', description: 'QC agent verifies worker output against requirements', inputSchema: { type: 'object', properties: { taskId: { type: 'string' }, output: { type: 'object', description: 'Worker output to verify' }, agentId: { type: 'string', description: 'QC agent ID' } }, required: ['taskId', 'output', 'agentId'] } }, { name: 'create_correction_task', description: 'Create correction task for failed verification', inputSchema: { type: 'object', properties: { parentTaskId: { type: 'string' }, failures: { type: 'array', items: { type: 'object' }, description: 'Validation failures' }, preserveContext: { type: 'boolean', default: true, description: 'Preserve original worker context for retry' } }, required: ['parentTaskId', 'failures'] } } ``` **Success Criteria:** - [ ] <5% error propagation (QC catches 95%+ of errors) - [ ] Correction prompts preserve original context - [ ] <20% worker retry rate #### 2.2 Audit Trail System **Objective:** Complete tracking for compliance and debugging **Implementation:** **Step 1: Create audit log** ```typescript // src/types/audit.types.ts export interface AuditEvent { id: string; timestamp: Date; agentId: string; agentType: 'pm' | 'worker' | 'qc'; eventType: | 'task_created' | 'task_claimed' | 'task_completed' | 'task_verified' | 'task_failed' | 'correction_generated'; taskId: string; metadata: any; } export class AuditLogger { private events: AuditEvent[] = []; async log(event: Omit<AuditEvent, 'id' | 'timestamp'>): Promise<void> { this.events.push({ ...event, id: `audit-${Date.now()}`, timestamp: new Date() }); } async getTaskHistory(taskId: string): Promise<AuditEvent[]> { return this.events.filter(e => e.taskId === taskId); } async exportForCompliance(): Promise<string> { // Export audit trail in compliance format return JSON.stringify(this.events, null, 2); } } ``` **Success Criteria:** - [ ] Every agent action logged - [ ] Complete task history reconstructable from audit log - [ ] Export format suitable for compliance review **Deliverables for Phase 2:** - [ ] VerificationManager with rule engine - [ ] 2 new MCP tools: `verify_task_output`, `create_correction_task` - [ ] Audit logging system - [ ] 10+ tests for verification logic - [ ] Documentation: QC agent workflow guide --- ### 🧹 Phase 3: Context Deduplication (v3.2) **Target:** February 2026 **Priority:** MEDIUM - Optimization for scale #### 3.1 Context Fingerprinting **Objective:** Detect duplicate context across agents **Implementation:** ```typescript // src/utils/deduplication.ts import crypto from 'crypto'; export class ContextDeduplicator { private fingerprints = new Map<string, ContextFingerprint>(); fingerprint(content: string): string { // Normalize before hashing const normalized = this.normalize(content); return crypto.createHash('sha256').update(normalized).digest('hex'); } private normalize(content: string): string { return content .toLowerCase() .replace(/\s+/g, ' ') // Normalize whitespace .replace(/['"]/g, '') // Remove quotes .trim(); } deduplicate(contexts: string[]): string[] { const seen = new Set<string>(); return contexts.filter(content => { const hash = this.fingerprint(content); if (seen.has(hash)) return false; seen.set(hash); return true; }); } async getDeduplicationRate(): Promise<number> { const totalContexts = this.fingerprints.size; const uniqueHashes = new Set( Array.from(this.fingerprints.values()).map(f => f.hash) ).size; return 1 - (uniqueHashes / totalContexts); } } ``` **Success Criteria:** - [ ] >80% deduplication rate across agent fleet - [ ] <10ms overhead per deduplication check #### 3.2 Smart Context Merging **Objective:** Consolidate redundant information **Success Criteria:** - [ ] Zero information loss in merge operations - [ ] Merged contexts are semantically equivalent to originals **Deliverables for Phase 3:** - [ ] ContextDeduplicator utility - [ ] Deduplication metrics endpoint - [ ] 8+ tests for fingerprinting and merging - [ ] Performance benchmarks --- ### 🚀 Phase 4: Scale & Performance (v3.3) **Target:** March 2026 **Priority:** LOW - Scale beyond 10 workers #### 4.1 Distributed Locking (Redis) **Objective:** Replace optimistic locking with distributed locks **Implementation:** Move from in-memory version checks to Redis-based distributed locks **Success Criteria:** - [ ] Support 50+ concurrent workers - [ ] <1% lock conflict rate - [ ] <50ms P99 task claim latency #### 4.2 Agent Pool Management **Objective:** Dynamic worker spawning and lifecycle **Success Criteria:** - [ ] Auto-scale workers based on task queue depth - [ ] Health checks and automatic worker restart - [ ] Pool metrics and observability **Deliverables for Phase 4:** - [ ] Redis integration for distributed locking - [ ] AgentPool class with auto-scaling - [ ] Performance monitoring dashboard - [ ] Load testing: 100 tasks, 50 workers --- ## 🚀 Phase 4: Deployment Infrastructure (v3.1) **Target:** Q1 2026 **Priority:** HIGH - Production readiness ### 4.1 Remote Centralized Server **Objective:** Deploy as centralized memory service for distributed agent teams **Architecture:** ``` ┌─────────────────┐ ┌─────────────────┐ │ Agent Team A │ │ Agent Team B │ │ (VSCode) │ │ (Claude Desktop)│ └────────┬────────┘ └────────┬────────┘ │ │ │ HTTPS + Auth │ └──────────┬─────────────────┘ │ ┌──────────▼──────────┐ │ MCP Memory Server │ │ (Centralized) │ │ │ │ - HTTP/WebSocket │ │ - Authentication │ │ - Multi-tenancy │ │ - Rate limiting │ └──────────┬──────────┘ │ ┌──────────▼──────────┐ │ Persistent Storage │ │ (PostgreSQL/Redis) │ └─────────────────────┘ ``` #### Implementation Steps **Step 1: HTTP Server Wrapper** ```typescript // src/server/http-server.ts import express from 'express'; import { MCPServer } from './mcp-server.js'; import { authenticateRequest } from './middleware/auth.js'; import { rateLimiter } from './middleware/rate-limit.js'; export class HttpMcpServer { private app: express.Application; private mcpServer: MCPServer; constructor() { this.app = express(); this.mcpServer = new MCPServer(); this.setupMiddleware(); this.setupRoutes(); } private setupMiddleware() { this.app.use(express.json()); this.app.use(authenticateRequest); this.app.use(rateLimiter); } private setupRoutes() { // MCP tool endpoints this.app.post('/mcp/call/:toolName', async (req, res) => { const { toolName } = req.params; const { arguments: args } = req.body; const userId = req.user.id; try { const result = await this.mcpServer.callTool(toolName, args, userId); res.json({ success: true, result }); } catch (error) { res.status(500).json({ success: false, error: error.message }); } }); // Health check this.app.get('/health', (req, res) => { res.json({ status: 'healthy', version: '3.1.0' }); }); } listen(port: number) { this.app.listen(port, () => { console.log(`MCP HTTP Server listening on port ${port}`); }); } } ``` **Step 2: Authentication Middleware** ```typescript // src/server/middleware/auth.ts import jwt from 'jsonwebtoken'; export async function authenticateRequest(req, res, next) { const token = req.headers.authorization?.replace('Bearer ', ''); if (!token) { return res.status(401).json({ error: 'No token provided' }); } try { const decoded = jwt.verify(token, process.env.JWT_SECRET); req.user = { id: decoded.userId, teamId: decoded.teamId, permissions: decoded.permissions }; next(); } catch (error) { return res.status(401).json({ error: 'Invalid token' }); } } ``` **Step 3: Multi-Tenancy Support** ```typescript // src/managers/TodoManager.ts export class TodoManager { private todos: Map<string, Map<string, TodoItem>>; // teamId -> todoId -> todo constructor() { this.todos = new Map(); } createTodo(teamId: string, todo: TodoItem): TodoItem { if (!this.todos.has(teamId)) { this.todos.set(teamId, new Map()); } const teamTodos = this.todos.get(teamId)!; teamTodos.set(todo.id, todo); return todo; } getTodos(teamId: string): TodoItem[] { const teamTodos = this.todos.get(teamId); return teamTodos ? Array.from(teamTodos.values()) : []; } } ``` **Step 4: Database Persistence** ```typescript // src/persistence/database.ts import { Pool } from 'pg'; export class DatabasePersistence { private pool: Pool; constructor() { this.pool = new Pool({ host: process.env.DB_HOST, database: process.env.DB_NAME, user: process.env.DB_USER, password: process.env.DB_PASSWORD, }); } async saveTodo(teamId: string, todo: TodoItem): Promise<void> { await this.pool.query( `INSERT INTO todos (id, team_id, data, created_at, updated_at) VALUES ($1, $2, $3, NOW(), NOW()) ON CONFLICT (id) DO UPDATE SET data = $3, updated_at = NOW()`, [todo.id, teamId, JSON.stringify(todo)] ); } async loadTodos(teamId: string): Promise<TodoItem[]> { const result = await this.pool.query( `SELECT data FROM todos WHERE team_id = $1 AND deleted_at IS NULL`, [teamId] ); return result.rows.map(row => row.data); } } ``` ### 4.2 Deployment Configurations **Docker Compose:** ```yaml # docker compose.yml version: '3.8' services: mcp-server: build: . ports: - "3000:3000" environment: - NODE_ENV=production - DB_HOST=postgres - REDIS_URL=redis://redis:6379 - JWT_SECRET=${JWT_SECRET} depends_on: - postgres - redis postgres: image: postgres:15 environment: - POSTGRES_DB=mcp_memory - POSTGRES_USER=mcp - POSTGRES_PASSWORD=${DB_PASSWORD} volumes: - postgres_data:/var/lib/postgresql/data redis: image: redis:7-alpine volumes: - redis_data:/data volumes: postgres_data: redis_data: ``` **Kubernetes Deployment:** ```yaml # k8s/deployment.yaml apiVersion: apps/v1 kind: Deployment metadata: name: mcp-memory-server spec: replicas: 3 selector: matchLabels: app: mcp-memory template: metadata: labels: app: mcp-memory spec: containers: - name: mcp-server image: mcp-memory-server:3.1.0 ports: - containerPort: 3000 env: - name: DB_HOST valueFrom: secretKeyRef: name: db-credentials key: host resources: requests: memory: "512Mi" cpu: "500m" limits: memory: "1Gi" cpu: "1000m" ``` --- ## 🏢 Phase 5: Enterprise Features (v3.2) **Target:** Q2 2026 **Priority:** CRITICAL - Enterprise production requirements ### 5.1 Audit Trail System **Objective:** Complete audit trail for compliance and debugging **Implementation:** ```typescript // src/types/audit.types.ts export interface AuditEvent { id: string; timestamp: Date; eventType: 'CREATE' | 'UPDATE' | 'DELETE' | 'LOCK' | 'VERIFY'; resourceType: 'TODO' | 'GRAPH_NODE' | 'GRAPH_EDGE'; resource: string; agentId: string; agentType: 'PM' | 'WORKER' | 'QC' | 'USER'; teamId: string; action: string; before?: any; after?: any; metadata: { requestId: string; sessionId: string; ipAddress?: string; userAgent?: string; }; } export interface AuditQuery { teamId: string; startDate?: Date; endDate?: Date; agentId?: string; resourceType?: string; eventType?: string; } ``` **Audit Logger:** ```typescript // src/managers/AuditManager.ts export class AuditManager { private events: AuditEvent[] = []; private db: DatabasePersistence; async logEvent(event: Omit<AuditEvent, 'id' | 'timestamp'>): Promise<void> { const auditEvent: AuditEvent = { ...event, id: generateId('audit'), timestamp: new Date() }; // Store in memory for fast access this.events.push(auditEvent); // Persist to database await this.db.saveAuditEvent(auditEvent); // If critical event, also log to external system if (this.isCriticalEvent(event)) { await this.sendToExternalAudit(auditEvent); } } async queryEvents(query: AuditQuery): Promise<AuditEvent[]> { return this.db.queryAuditEvents(query); } async generateAuditReport( teamId: string, startDate: Date, endDate: Date ): Promise<AuditReport> { const events = await this.queryEvents({ teamId, startDate, endDate }); return { period: { start: startDate, end: endDate }, totalEvents: events.length, eventsByType: this.groupByType(events), agentActivity: this.groupByAgent(events), anomalies: this.detectAnomalies(events), compliance: this.checkCompliance(events) }; } } ``` ### 5.2 Agent Activity Tracking **Objective:** Monitor agent behavior and performance ```typescript // src/managers/AgentTracker.ts export interface AgentMetrics { agentId: string; agentType: 'PM' | 'WORKER' | 'QC'; teamId: string; metrics: { tasksCreated: number; tasksCompleted: number; tasksVerified: number; averageTaskDuration: number; successRate: number; errorRate: number; lockConflicts: number; }; activityLog: { timestamp: Date; action: string; duration: number; status: 'success' | 'failure'; }[]; } export class AgentTracker { private metrics: Map<string, AgentMetrics> = new Map(); async trackAgentAction( agentId: string, action: string, startTime: Date, status: 'success' | 'failure' ): Promise<void> { const duration = Date.now() - startTime.getTime(); let agent = this.metrics.get(agentId); if (!agent) { agent = this.initializeAgentMetrics(agentId); this.metrics.set(agentId, agent); } agent.activityLog.push({ timestamp: new Date(), action, duration, status }); this.updateMetrics(agent, action, status, duration); } async getAgentMetrics(agentId: string): Promise<AgentMetrics | null> { return this.metrics.get(agentId) || null; } async getTeamMetrics(teamId: string): Promise<AgentMetrics[]> { return Array.from(this.metrics.values()) .filter(m => m.teamId === teamId); } async detectAnomalousAgents(teamId: string): Promise<string[]> { const teamMetrics = await this.getTeamMetrics(teamId); const anomalous: string[] = []; for (const agent of teamMetrics) { // High error rate if (agent.metrics.errorRate > 0.5) { anomalous.push(agent.agentId); } // Excessive lock conflicts if (agent.metrics.lockConflicts > 10) { anomalous.push(agent.agentId); } // Low success rate if (agent.metrics.successRate < 0.5) { anomalous.push(agent.agentId); } } return [...new Set(anomalous)]; } } ``` ### 5.3 Validation Chain **Objective:** End-to-end validation with provenance tracking ```typescript // src/managers/ValidationChain.ts export interface ValidationStep { stepId: string; stepType: 'CONTEXT_VERIFY' | 'OUTPUT_VERIFY' | 'DEPENDENCY_CHECK' | 'SECURITY_SCAN'; validator: string; // Agent ID timestamp: Date; status: 'passed' | 'failed' | 'warning'; findings: string[]; evidence: any; } export interface ValidationChain { taskId: string; chainId: string; steps: ValidationStep[]; finalStatus: 'valid' | 'invalid' | 'pending'; createdBy: string; createdAt: Date; completedAt?: Date; } export class ValidationChainManager { private chains: Map<string, ValidationChain> = new Map(); async startValidationChain(taskId: string, creatorId: string): Promise<string> { const chain: ValidationChain = { taskId, chainId: generateId('chain'), steps: [], finalStatus: 'pending', createdBy: creatorId, createdAt: new Date() }; this.chains.set(chain.chainId, chain); return chain.chainId; } async addValidationStep( chainId: string, step: Omit<ValidationStep, 'stepId' | 'timestamp'> ): Promise<void> { const chain = this.chains.get(chainId); if (!chain) throw new Error(`Chain ${chainId} not found`); const validationStep: ValidationStep = { ...step, stepId: generateId('step'), timestamp: new Date() }; chain.steps.push(validationStep); // Auto-complete chain if all steps done if (this.isChainComplete(chain)) { chain.finalStatus = this.calculateFinalStatus(chain); chain.completedAt = new Date(); } } async getValidationChain(chainId: string): Promise<ValidationChain | null> { return this.chains.get(chainId) || null; } async getTaskValidation(taskId: string): Promise<ValidationChain[]> { return Array.from(this.chains.values()) .filter(c => c.taskId === taskId); } private calculateFinalStatus(chain: ValidationChain): 'valid' | 'invalid' { const hasFailed = chain.steps.some(s => s.status === 'failed'); return hasFailed ? 'invalid' : 'valid'; } } ``` ### 5.4 Compliance & Reporting **Objective:** Generate compliance reports for enterprise requirements ```typescript // src/reporting/ComplianceReporter.ts export interface ComplianceReport { reportId: string; teamId: string; period: { start: Date; end: Date }; generated: Date; summary: { totalTasks: number; validatedTasks: number; failedValidations: number; complianceRate: number; }; agentActivity: { totalAgents: number; activeAgents: number; anomalousAgents: string[]; }; auditTrail: { totalEvents: number; criticalEvents: number; securityEvents: number; }; violations: { type: string; severity: 'LOW' | 'MEDIUM' | 'HIGH' | 'CRITICAL'; description: string; taskId: string; agentId: string; }[]; recommendations: string[]; } export class ComplianceReporter { constructor( private auditManager: AuditManager, private agentTracker: AgentTracker, private validationChain: ValidationChainManager ) {} async generateReport( teamId: string, startDate: Date, endDate: Date ): Promise<ComplianceReport> { // Gather data from all sources const auditEvents = await this.auditManager.queryEvents({ teamId, startDate, endDate }); const agentMetrics = await this.agentTracker.getTeamMetrics(teamId); const anomalousAgents = await this.agentTracker.detectAnomalousAgents(teamId); // Analyze compliance const violations = this.detectViolations(auditEvents, agentMetrics); const complianceRate = this.calculateComplianceRate(auditEvents, violations); return { reportId: generateId('report'), teamId, period: { start: startDate, end: endDate }, generated: new Date(), summary: { totalTasks: this.countTasks(auditEvents), validatedTasks: this.countValidatedTasks(auditEvents), failedValidations: this.countFailedValidations(auditEvents), complianceRate }, agentActivity: { totalAgents: agentMetrics.length, activeAgents: agentMetrics.filter(m => m.metrics.tasksCompleted > 0).length, anomalousAgents }, auditTrail: { totalEvents: auditEvents.length, criticalEvents: auditEvents.filter(e => this.isCritical(e)).length, securityEvents: auditEvents.filter(e => e.eventType === 'VERIFY').length }, violations, recommendations: this.generateRecommendations(violations, agentMetrics) }; } async exportReport(report: ComplianceReport, format: 'JSON' | 'PDF' | 'CSV'): Promise<Buffer> { switch (format) { case 'JSON': return Buffer.from(JSON.stringify(report, null, 2)); case 'PDF': return this.generatePDF(report); case 'CSV': return this.generateCSV(report); } } } ``` ### 5.5 Rate Limiting & Quotas **Objective:** Prevent abuse and ensure fair resource usage ```typescript // src/middleware/rate-limit.ts export interface TeamQuota { teamId: string; limits: { requestsPerMinute: number; requestsPerHour: number; maxStorageMB: number; maxAgents: number; }; current: { requestsThisMinute: number; requestsThisHour: number; storageMB: number; activeAgents: number; }; } export class RateLimiter { private quotas: Map<string, TeamQuota> = new Map(); async checkQuota(teamId: string): Promise<{ allowed: boolean; reason?: string }> { const quota = this.quotas.get(teamId); if (!quota) return { allowed: true }; // Check requests per minute if (quota.current.requestsThisMinute >= quota.limits.requestsPerMinute) { return { allowed: false, reason: 'Rate limit: requests per minute exceeded' }; } // Check storage if (quota.current.storageMB >= quota.limits.maxStorageMB) { return { allowed: false, reason: 'Storage quota exceeded' }; } return { allowed: true }; } async recordRequest(teamId: string): Promise<void> { const quota = this.quotas.get(teamId); if (!quota) return; quota.current.requestsThisMinute++; quota.current.requestsThisHour++; } } ``` --- ## 📊 Success Metrics ### Phase 4 (Deployment) - ✅ 99.9% uptime SLA - ✅ <100ms p95 latency for API calls - ✅ Support for 100+ concurrent agents - ✅ Zero-downtime deployments ### Phase 5 (Enterprise) - ✅ Complete audit trail for all operations - ✅ Real-time anomaly detection (<5min) - ✅ Compliance report generation (<1min) - ✅ 100% validation coverage for critical tasks - ✅ GDPR/SOC2 compliance ready --- ## 🎯 Long-term Vision (v4.0+) ### Advanced Features - **AI-powered anomaly detection**: ML models to detect unusual agent behavior - **Predictive scaling**: Auto-scale based on predicted agent workload - **Cross-organization sharing**: Secure memory sharing between teams - **Blockchain audit trail**: Immutable audit logs for critical operations - **Advanced analytics**: Task completion prediction, bottleneck detection --- **Last Updated:** 2025-10-13 **Next Review:** 2026-01-01 --- ## Appendix: Example POC Code ### PM Agent Creating Task Graph ```typescript // Example: PM agent workflow const pm = { id: 'pm-1', type: 'pm' as const }; // 1. Research phase (PM has full context) const requirements = await researchRequirements("Build auth system"); // 2. Create task graph const tasks = [ await create_todo({ title: "Design user model", description: requirements.userModel, context: { requirements: requirements.userModel, files: ['src/models/'] } }), await create_todo({ title: "Implement JWT middleware", description: requirements.jwt, context: { requirements: requirements.jwt, files: ['src/middleware/'], dependencies: [tasks[0].id] // Depends on user model } }), // ... more tasks ]; // 3. Link dependencies await memory_add_edge(tasks[1].id, 'depends_on', tasks[0].id); ``` ### Worker Agent Claiming and Executing Task ```typescript // Example: Worker agent workflow const worker = { id: 'worker-1', type: 'worker' as const }; // 1. Claim task const availableTasks = await list_todos({ status: 'pending' }); const task = availableTasks[0]; const locked = await lock_todo({ id: task.id, agentId: worker.id, timeoutMs: 300000 // 5 min }); if (!locked) { // Try different task return; } // 2. Pull clean context (only task-specific) const taskContext = await get_todo_for_worker({ id: task.id, agentId: worker.id }); // 3. Execute (worker has ZERO PM context) const output = await executeTask(taskContext); // 4. Store output await update_todo({ id: task.id, status: 'completed', context: { ...taskContext.context, output: output } }); // 5. Release lock await release_lock({ id: task.id, agentId: worker.id }); // 6. Terminate (context naturally pruned) await terminate_agent({ agentId: worker.id }); ``` ### QC Agent Verifying Output ```typescript // Example: QC agent workflow const qc = { id: 'qc-1', type: 'qc' as const }; // 1. Get completed tasks const completedTasks = await list_todos({ status: 'completed' }); for (const task of completedTasks) { // 2. Pull task + subgraph for verification const taskData = await get_todo({ id: task.id }); const subgraph = await memory_get_subgraph({ startNodeId: task.id, depth: 2 }); // 3. Verify against requirements const result = await verify_task_output({ taskId: task.id, output: taskData.context.output, agentId: qc.id }); // 4. Decision if (result.passed) { // ✅ Pass await update_todo({ id: task.id, status: 'completed', context: { ...taskData.context, verified: true, verifiedBy: qc.id, verifiedAt: new Date() } }); } else { // ❌ Fail - create correction task await create_correction_task({ parentTaskId: task.id, failures: result.failures, preserveContext: true }); } } ```