MoE Agent Execution Strategy - CODITECT-DOCUMENT-MANAGEMENT

Project: CODITECT Enterprise Document Management System Execution Model: Multi-Agent Orchestration with MoE Pattern Timeline: 24 weeks (6 months) Agent Count: 19+ specialist agents + 3 judge agents + 1 orchestrator

Executive Summary

This document defines the agentic execution strategy for implementing the CODITECT-DOCUMENT-MANAGEMENT system using a Mixture of Experts (MoE) pattern with multi-agent orchestration.

Key Principles:

Autonomous Execution: Agents execute tasks without manual intervention
Specialist Expertise: Each phase assigned to domain-expert agents
Quality Gates: Judge agents validate deliverables at phase boundaries
Orchestrated Workflow: Central orchestrator coordinates agent collaboration
Continuous Validation: Real-time progress tracking and quality assurance

Workflow Steps

Initialize - Set up the environment
Configure - Apply settings
Execute - Run the process
Validate - Check results
Complete - Finalize workflow

MoE Architecture for Project Execution

1. Orchestrator Agent (1)

Role: Master coordinator for entire project lifecycle

Responsibilities:

Parse project-plan.md and tasklist.md
Decompose phases into agent-executable work packages
Assign tasks to specialist agents
Monitor progress and dependencies
Coordinate multi-agent collaboration
Escalate blockers to human stakeholders
Track milestones and success metrics

Agent: orchestrator (Claude Code built-in)

Invocation:

/agent orchestrator "Coordinate CODITECT-DOCUMENT-MANAGEMENT implementation using project-plan.md and tasklist.md. Execute 8 phases with MoE agents, implement quality gates, track progress."

2. Specialist Agents (19+)

Phase 1: Document Frontmatter System (4 agents)

2.1 Software Design Architect

Role: Design ADR-018 frontmatter schema
Tasks: Schema definition, validation rules, type-specific schemas
Deliverables: ADR-018 v1.2.0 specification
Agent: software-design-architect

2.2 Python Developer (File Processing)

Role: Build frontmatter automation toolkit
Tasks: Injection script, update script, validation script, CLI interface
Deliverables: Python scripts with unit tests
Agent: rust-expert-developer (Python capable) or general-purpose

2.3 Database Architect

Role: Design document inventory schema
Tasks: Inventory database design, classification storage
Deliverables: Inventory schema and scripts
Agent: database-architect

2.4 Testing Specialist

Role: Validate automation scripts
Tasks: Unit tests, integration tests, validation reports
Deliverables: Test suite with 80%+ coverage
Agent: testing-specialist

Phase 2: MoE Classification Engine (9 agents)

2.5-2.9 Analyst Agents (5)

Structural Analyst: File path, extension, size analysis
Content Analyst: Markdown structure, section parsing
Metadata Analyst: YAML frontmatter, keyword extraction
Semantic Analyst: AI interpretation, intent classification
Pattern Analyst: CODITECT convention recognition

Implementation: Build as custom agents or use general-purpose with specialized prompts

2.10-2.12 Judge Agents (3)

Consistency Judge: Cross-reference checking, consistency validation
Quality Judge: Confidence threshold validation, accuracy scoring
Domain Judge: CODITECT standards compliance

Implementation: Build as custom agents with veto authority

2.13 AI Specialist

Role: Design and implement MoE architecture
Tasks: Agent coordination, consensus algorithm, orchestration engine
Deliverables: ADR-019, working MoE system with 99.9%+ accuracy
Agent: ai-specialist

Phase 3: CODITECT-CORE Integration (3 agents)

2.14 Senior Architect

Role: Design document lifecycle hooks
Tasks: Hook architecture, integration patterns, API design
Deliverables: Integration architecture document
Agent: senior-architect

2.15 Rust Expert Developer

Role: Implement hooks and CLI tools
Tasks: Creation hooks, modification hooks, CLI commands
Deliverables: Working integration with tests
Agent: rust-expert-developer

2.16 Documentation Writer

Role: Document integration patterns
Tasks: Integration guide, CLI documentation, usage examples
Deliverables: Complete integration documentation
Agent: codi-documentation-writer

Phase 4: Enterprise DMS Foundation (4 agents)

2.17 Database Architect

Role: Design PostgreSQL + pgvector schema
Tasks: Database schema, TimescaleDB design, migrations
Deliverables: Complete database architecture
Agent: database-architect

2.18 DevOps Engineer

Role: Set up Redis, Celery, GCP infrastructure
Tasks: Cache configuration, task queue, GCP deployment
Deliverables: Operational infrastructure
Agent: devops-engineer or codi-devops-engineer

2.19 Backend Developer

Role: Implement database models and services
Tasks: Document models, chunk models, relationship models
Deliverables: Working backend with tests
Agent: general-purpose with backend focus

2.20 Cloud Architect

Role: Design GCP deployment
Tasks: Cloud SQL setup, Memorystore Redis, networking
Deliverables: Production-ready GCP infrastructure
Agent: cloud-architect

Phase 5: Semantic Search & Analytics (3 agents)

2.21 AI Specialist

Role: Implement vector embeddings and GraphRAG
Tasks: Chunking service, embedding pipeline, graph relationships
Deliverables: Working semantic search with 95%+ recall
Agent: ai-specialist

2.22 Backend API Developer

Role: Build search API endpoints
Tasks: Search endpoints, filtering, pagination, ranking
Deliverables: RESTful API with documentation
Agent: general-purpose with API focus

2.23 Frontend Developer

Role: Build analytics dashboard (React)
Tasks: Dashboard layout, charts, metrics visualization
Deliverables: React dashboard with <2s load time
Agent: frontend-react-typescript-expert

Phase 6: Product Infrastructure (4 agents)

2.24 Multi-Tenant Architect

Role: Design multi-tenant isolation
Tasks: RLS policies, tenant context, provisioning API
Deliverables: 100% verified tenant isolation
Agent: multi-tenant-architect

2.25 Security Specialist

Role: Implement authentication and authorization
Tasks: JWT service, RBAC system, API security
Deliverables: Security system with 99.99%+ auth success
Agent: security-specialist

2.26 DevOps Engineer

Role: Set up Kubernetes and GCP Cloud Run
Tasks: K8s manifests, Cloud Run deployment, load balancing
Deliverables: Production deployment with 99.9%+ uptime
Agent: devops-engineer or codi-devops-engineer

2.27 Monitoring Specialist

Role: Set up Prometheus, Grafana, alerting
Tasks: Metrics collection, dashboards, alert rules
Deliverables: Complete observability stack
Agent: monitoring-specialist

Phase 7: Testing & Validation (3 agents)

2.28 Testing Specialist

Role: Comprehensive test suite
Tasks: Unit tests, integration tests, performance tests
Deliverables: 80%+ coverage, all tests passing
Agent: testing-specialist or codi-test-engineer

2.29 Security Specialist

Role: Security audit and penetration testing
Tasks: Vulnerability scanning, penetration tests, audit report
Deliverables: Zero critical vulnerabilities
Agent: security-specialist

2.30 QA Specialist

Role: Production readiness validation
Tasks: Load testing, disaster recovery, accessibility testing
Deliverables: Production readiness checklist signed off
Agent: codi-qa-specialist

Phase 8: Documentation & Launch (2 agents)

2.31 Documentation Writer

Role: Complete API and customer documentation
Tasks: OpenAPI spec, user guides, video tutorials
Deliverables: 100% documentation completeness
Agent: codi-documentation-writer

2.32 Business Analyst

Role: Marketing materials and launch planning
Tasks: Pricing page, landing page, beta program
Deliverables: Beta launch with 10%+ conversion
Agent: business-intelligence-analyst

3. Judge Agents (3)

3.1 Quality Gate Judge

Role: Validate deliverables at phase boundaries
Responsibilities:
- Review all phase deliverables
- Validate against success metrics
- Approve/reject phase completion
- Escalate quality issues
Veto Authority: YES
Agent: qa-reviewer

3.2 Architecture Compliance Judge

Role: Ensure ADR compliance and architectural consistency
Responsibilities:
- Review against CODITECT standards
- Validate ADR compliance
- Check cross-phase consistency
- Enforce quality scores (40/40)
Veto Authority: YES
Agent: coditect-adr-specialist or adr-compliance-specialist

3.3 Production Readiness Judge

Role: Final production launch approval
Responsibilities:
- Review all success criteria
- Validate security, performance, reliability
- Sign off on production deployment
- Authorize beta/public launch
Veto Authority: YES
Agent: testing-specialist (final validation mode)

Workflow Orchestration

Execution Model

Orchestrator
    ↓
Phase N Start
    ↓
Specialist Agents (parallel execution where possible)
    ↓
Deliverables Generated
    ↓
Quality Gate Judge Review
    ↓
PASS → Next Phase | FAIL → Fix and Re-review

Agent Coordination Protocol

1. Task Assignment (Orchestrator → Specialist)

/agent <specialist-agent> "Execute Phase N, Task M from tasklist.md.
Deliverables: [list].
Success Metrics: [list].
Dependencies: [list]."

2. Work Execution (Specialist)

Agent executes assigned tasks
Generates deliverables
Creates validation report
Updates progress in tasklist.md

3. Quality Gate (Judge)

/agent qa-reviewer "Review Phase N deliverables against success metrics.
Deliverables: [list].
Success Criteria: [list].
PASS/FAIL decision required."

4. Progress Tracking (Orchestrator)

Update tasklist.md checkboxes
Track completion percentage
Monitor dependencies
Report to stakeholders

Phase-by-Phase Execution Plan

Phase 1: Document Frontmatter System (Weeks 1-4)

Orchestrator Command:

/agent orchestrator "Execute Phase 1 of CODITECT-DOCUMENT-MANAGEMENT:
Coordinate software-design-architect to finalize ADR-018
Coordinate rust-expert-developer to build automation toolkit
Coordinate database-architect to design inventory schema
Coordinate testing-specialist to validate all scripts
Execute frontmatter application on 6,655 documents
Invoke qa-reviewer for quality gate validation
Success: 100% conformance, zero validation errors"

Specialist Agent Tasks:

Week 1: Schema Definition

/agent software-design-architect "Design ADR-018 Agentic Documentation Standard v1.2.0:
- Review current ADR-018 v1.1.0
- Define all required frontmatter fields
- Create type-specific schemas (agent, command, skill, guide, etc.)
- Design JSON schema validator
- Document validation rules
Deliverable: ADR-018 v1.2.0 specification"

Week 2: Automation Toolkit

/agent rust-expert-developer "Build frontmatter automation toolkit:
- Create injection script (Python)
- Create update script (timestamp automation)
- Create validation script (schema checking)
- Build CLI interface (init, validate, update)
- Add dry-run mode and rollback capability
Deliverable: Working Python toolkit with tests"

Week 3: Document Inventory

/agent database-architect "Design and execute document inventory:
- Scan all 6,655 documents
- Create inventory database schema
- Classify documents by type/audience/status
- Generate JSON inventory and Markdown report
Deliverable: Complete inventory with classification"

Week 4: Validation & Execution

/agent testing-specialist "Execute frontmatter application and validation:
- Test automation scripts (dry-run mode)
- Execute batch application on all documents
- Run validation suite
- Generate conformance report
Success: 100% conformance (6,655/6,655)"

Quality Gate:

/agent qa-reviewer "Review Phase 1 deliverables:
- ADR-018 v1.2.0 specification ✓
- Automation toolkit with tests ✓
- Document inventory (6,655 docs) ✓
- 100% validation conformance ✓
Decision: PASS/FAIL for Phase 2 start"

Phase 2: MoE Classification Engine (Weeks 2-5)

Orchestrator Command:

/agent orchestrator "Execute Phase 2 of CODITECT-DOCUMENT-MANAGEMENT:
Coordinate ai-specialist to design MoE architecture
Implement 5 analyst agents (structural, content, metadata, semantic, pattern)
Implement 3 judge agents (consistency, quality, domain)
Build orchestration engine with consensus algorithm
Execute classification on 6,655 documents
Validate 99.9%+ accuracy (max 7 errors)
Success: Production-grade autonomous classification"

Specialist Agent Tasks:

Week 2-3: MoE Architecture Design

/agent ai-specialist "Design MoE Document Classification System:
- Create ADR-019: MoE Architecture specification
- Design 5 analyst agent architectures
- Design 3 judge agent architectures
- Define consensus algorithm (voting, confidence thresholds)
- Create C4 diagrams (context, container, component)
- Plan error handling and escalation
Deliverable: ADR-019 with complete system design"

Week 3-4: Analyst Agent Implementation

# Run in parallel for efficiency
/agent general-purpose "Implement Structural Analyst Agent:
- File path, extension, size analysis
- Pattern matching for document types
- Confidence scoring algorithm
- Unit tests on 100+ sample documents
Success: 90%+ confidence on test set"

/agent general-purpose "Implement Content Analyst Agent:
- Markdown structure parsing
- Section analysis and classification
- Confidence scoring algorithm
- Unit tests on 100+ sample documents
Success: 90%+ confidence on test set"

/agent general-purpose "Implement Metadata Analyst Agent:
- YAML frontmatter parsing
- Keyword extraction and analysis
- Confidence scoring algorithm
- Unit tests on 100+ sample documents
Success: 90%+ confidence on test set"

/agent ai-specialist "Implement Semantic Analyst Agent:
- Integrate Claude/GPT for semantic analysis
- Intent classification algorithm
- Confidence scoring algorithm
- Unit tests on 100+ sample documents
Success: 90%+ confidence on test set"

/agent general-purpose "Implement Pattern Analyst Agent:
- CODITECT convention recognition
- Pattern matching implementation
- Confidence scoring algorithm
- Unit tests on 100+ sample documents
Success: 90%+ confidence on test set"

Week 4: Judge Agent Implementation

/agent general-purpose "Implement 3 Judge Agents:
1. Consistency Judge - cross-reference validation
2. Quality Judge - confidence threshold checking
3. Domain Judge - CODITECT standards compliance
Each with veto authority and scoring algorithm
Deliverable: Working judge agents with tests"

Week 4-5: Orchestration & Execution

/agent ai-specialist "Build orchestration engine and execute classification:
- Implement consensus algorithm
- Coordinate analyst agents
- Aggregate results and invoke judges
- Execute on 6,655 documents
- Generate audit trail and quality report
Success: 99.9%+ accuracy (max 7 errors)"

Quality Gate:

/agent coditect-adr-specialist "Review Phase 2 deliverables:
- ADR-019 specification ✓
- 5 analyst agents operational ✓
- 3 judge agents operational ✓
- Orchestration engine working ✓
- Classification accuracy ≥99.9% ✓
- Throughput ≥100 docs/minute ✓
Decision: PASS/FAIL for Phase 3 start"

Phase 3: CODITECT-CORE Integration (Weeks 5-7)

Orchestrator Command:

/agent orchestrator "Execute Phase 3 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate senior-architect to design lifecycle hooks
2. Coordinate rust-expert-developer to implement hooks and CLI
3. Coordinate codi-documentation-writer for integration docs
4. Validate zero manual frontmatter management
Success: Seamless CODITECT-CORE integration"

Specialist Agent Tasks:

Week 5: Architecture Design

/agent senior-architect "Design document lifecycle hooks for CODITECT-CORE:
- Creation hooks (auto-inject frontmatter)
- Modification hooks (auto-update timestamps)
- Archive hooks (update status)
- CLI tool architecture (init, validate, update)
- Pre-commit hook design
Deliverable: Integration architecture document"

Week 6: Implementation

/agent rust-expert-developer "Implement CODITECT-CORE integration:
- Document creation hooks with frontmatter injection
- Document modification hooks with timestamp updates
- CLI tools: coditect doc init/validate/update
- Pre-commit hook for validation
- Update component templates (agents, commands, skills)
Deliverable: Working integration with unit tests"

Week 7: Documentation

/agent codi-documentation-writer "Create integration documentation:
- Integration overview guide
- Hook system documentation
- CLI tools user guide
- Pre-commit hook installation guide
- Workflow examples and troubleshooting
Deliverable: Complete integration documentation"

Quality Gate:

/agent qa-reviewer "Review Phase 3 deliverables:
- Lifecycle hooks operational ✓
- CLI tools functional ✓
- Pre-commit hooks working ✓
- All templates updated ✓
- Documentation complete ✓
- Zero manual frontmatter required ✓
Decision: PASS/FAIL for Phase 4 start"

Phase 4: Enterprise DMS Foundation (Weeks 6-9)

Orchestrator Command:

/agent orchestrator "Execute Phase 4 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate database-architect for PostgreSQL + pgvector schema
2. Coordinate devops-engineer for Redis, Celery, GCP setup
3. Coordinate backend developer for model implementation
4. Coordinate cloud-architect for production deployment
Success: Production-ready enterprise infrastructure"

Specialist Agent Tasks:

Week 6-7: Database Design & Implementation

/agent database-architect "Design and implement database infrastructure:
- PostgreSQL schema (documents, chunks, relationships)
- pgvector configuration for semantic search
- TimescaleDB metrics tables
- Migration scripts and rollback procedures
- Backup and recovery system
Deliverable: Complete database architecture"

Week 7-8: Infrastructure Setup

/agent codi-devops-engineer "Set up Redis, Celery, and infrastructure:
- Redis configuration (caching + sessions)
- Celery task queue setup
- Background task implementation
- Monitoring setup (Flower)
Deliverable: Operational infrastructure"

Week 8-9: GCP Deployment

/agent cloud-architect "Deploy to GCP production environment:
- GCP Cloud SQL (PostgreSQL) setup
- GCP Memorystore (Redis) setup
- VPC and networking configuration
- Backup configuration to GCS
- High availability setup
Deliverable: Production GCP deployment"

Quality Gate:

/agent qa-reviewer "Review Phase 4 deliverables:
- Database handles 10,000+ documents ✓
- Vector search latency <100ms (p95) ✓
- Cache hit rate ≥80% ✓
- Backup/recovery tested ✓
- GCP deployment operational ✓
Decision: PASS/FAIL for Phase 5 start"

Phase 5: Semantic Search & Analytics (Weeks 8-10)

Orchestrator Command:

/agent orchestrator "Execute Phase 5 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate ai-specialist for embeddings and GraphRAG
2. Coordinate backend developer for search API
3. Coordinate frontend developer for analytics dashboard
Success: Intelligent search with 95%+ recall"

Specialist Agent Tasks:

Week 8-9: Vector Search Implementation

/agent ai-specialist "Implement semantic search system:
- Document chunking service (512-1024 tokens, overlap)
- Vector embedding pipeline (OpenAI/Anthropic)
- pgvector similarity search implementation
- GraphRAG relationship extraction
- Search optimization (indexes, caching)
Deliverable: Working semantic search with 95%+ recall"

Week 9: Search API

/agent general-purpose "Build search API endpoints:
- GET /documents/search (vector similarity)
- GET /documents/{id}/related (GraphRAG)
- Query parsing, pagination, filtering
- Result ranking algorithm
- API documentation (OpenAPI)
Deliverable: RESTful search API"

Week 10: Analytics Dashboard

/agent frontend-react-typescript-expert "Build React analytics dashboard:
- Dashboard layout and components
- Search metrics charts
- Performance metrics visualization
- Usage statistics display
- Real-time updates
Deliverable: React dashboard with <2s load time"

Quality Gate:

/agent qa-reviewer "Review Phase 5 deliverables:
- Search recall (k=10) ≥95% ✓
- Query latency (p95) <100ms ✓
- GraphRAG accuracy ≥90% ✓
- Dashboard load time <2s ✓
- API documentation complete ✓
Decision: PASS/FAIL for Phase 6 start"

Phase 6: Product Infrastructure (Weeks 11-13)

Orchestrator Command:

/agent orchestrator "Execute Phase 6 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate multi-tenant-architect for isolation design
2. Coordinate security-specialist for auth/authz
3. Coordinate devops-engineer for K8s deployment
4. Coordinate monitoring-specialist for observability
Success: Production-ready multi-tenant SaaS"

Specialist Agent Tasks:

Week 11: Multi-Tenant Architecture

/agent multi-tenant-architect "Implement multi-tenant isolation:
- Row-level security policies in PostgreSQL
- Tenant context middleware
- Tenant provisioning API
- Isolation validation and testing
Deliverable: 100% verified tenant isolation"

Week 11-12: Authentication & Authorization

/agent security-specialist "Implement security system:
- JWT authentication service
- RBAC permission system
- API key management
- Rate limiting and DDoS protection
- Security audit and testing
Deliverable: Security with 99.99%+ auth success"

Week 12-13: Kubernetes & Cloud Run

/agent codi-devops-engineer "Deploy to Kubernetes and GCP Cloud Run:
- K8s manifests (deployments, services, ingress)
- GCP Cloud Run configuration
- Load balancer setup
- Auto-scaling configuration
- SSL/TLS certificates
Deliverable: Production deployment with 99.9%+ uptime"

Week 13: Monitoring & Alerting

/agent monitoring-specialist "Set up observability stack:
- Prometheus metrics collection
- Grafana dashboards
- Alert rules and PagerDuty integration
- Distributed tracing
Deliverable: Complete monitoring system"

Quality Gate:

/agent qa-reviewer "Review Phase 6 deliverables:
- Tenant isolation 100% verified ✓
- Auth success rate ≥99.99% ✓
- API gateway throughput ≥1,000 req/s ✓
- K8s uptime ≥99.9% ✓
- Monitoring operational ✓
Decision: PASS/FAIL for Phase 7 start"

Phase 7: Testing & Validation (Weeks 14-15)

Orchestrator Command:

/agent orchestrator "Execute Phase 7 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate testing-specialist for comprehensive tests
2. Coordinate security-specialist for security audit
3. Coordinate codi-qa-specialist for production readiness
Success: Zero critical vulnerabilities, production-ready"

Specialist Agent Tasks:

Week 14: Comprehensive Testing

/agent codi-test-engineer "Execute comprehensive test suite:
- Unit tests (80%+ coverage)
- Integration tests (all endpoints)
- Performance testing (1,000 concurrent users)
- Load testing and benchmarking
Deliverable: All tests passing, 80%+ coverage"

Week 14-15: Security Audit

/agent security-specialist "Execute security audit:
- Penetration testing
- Vulnerability scanning
- SQL injection testing
- XSS/CSRF testing
- Security audit report
Success: Zero critical vulnerabilities"

Week 15: Production Readiness

/agent codi-qa-specialist "Validate production readiness:
- Disaster recovery testing (RTO <1 hour)
- Accessibility testing (WCAG 2.1 AA)
- Production readiness checklist
- Stakeholder sign-off
Deliverable: Production readiness approved"

Quality Gate (Final):

/agent testing-specialist "Final production validation:
- Test coverage ≥80% ✓
- Zero critical security vulnerabilities ✓
- p95 latency <100ms under load ✓
- RTO <1 hour ✓
- All stakeholder approvals ✓
Decision: PASS/FAIL for Phase 8 start"

Phase 8: Documentation & Launch (Week 16)

Orchestrator Command:

/agent orchestrator "Execute Phase 8 of CODITECT-DOCUMENT-MANAGEMENT:
1. Coordinate codi-documentation-writer for complete docs
2. Coordinate business-analyst for marketing and launch
Success: Beta launch with 10%+ conversion"

Specialist Agent Tasks:

Week 16: Documentation

/agent codi-documentation-writer "Create complete documentation:
- OpenAPI specification (Swagger/ReDoc)
- Customer onboarding guide
- User guides (upload, search, analytics)
- Video tutorials (5 videos)
- Troubleshooting guide
Deliverable: 100% documentation completeness"

Week 16: Marketing & Launch

/agent business-intelligence-analyst "Execute beta launch:
- Create pricing page (Pro $49/mo, Enterprise custom)
- Create product landing page
- Recruit 50 beta users
- Execute beta launch
- Monitor metrics (signup conversion, NPS)
- Analyze feedback
Deliverable: Beta launch with 10%+ conversion, NPS ≥40"

Final Quality Gate:

/agent testing-specialist "Final launch validation:
- Documentation completeness 100% ✓
- Beta signup conversion ≥10% ✓
- Customer support <4 hour response ✓
- NPS ≥40 ✓
- All success criteria met ✓
Decision: APPROVE PUBLIC LAUNCH"

Success Metrics Tracking

Phase Completion Criteria

Each phase must meet ALL success metrics before proceeding:

Phase	Key Metrics	Judge Approval Required
Phase 1	100% conformance (6,655/6,655), zero validation errors	qa-reviewer
Phase 2	99.9%+ accuracy, 100 docs/min throughput, 90%+ confidence	coditect-adr-specialist
Phase 3	Zero manual frontmatter, all hooks working, CLI functional	qa-reviewer
Phase 4	<100ms vector search (p95), 80%+ cache hit, backups tested	qa-reviewer
Phase 5	95%+ search recall, <100ms latency, 90%+ GraphRAG accuracy	qa-reviewer
Phase 6	100% tenant isolation, 99.99%+ auth, 99.9%+ uptime	qa-reviewer
Phase 7	80%+ coverage, zero critical vulns, <100ms under load	testing-specialist
Phase 8	100% docs, 10%+ conversion, NPS 40+, public launch	testing-specialist

Continuous Monitoring

Real-Time Progress Tracking

tasklist.md Updates:

Orchestrator updates checkboxes as tasks complete
Progress percentage calculated automatically
Blockers escalated immediately

Daily Standups (Automated):

/agent orchestrator "Generate daily progress report:
- Tasks completed today
- Tasks in progress
- Blockers and escalations
- Success metrics status
- Next 24-hour plan"

Weekly Reviews:

/agent orchestrator "Generate weekly phase review:
- Phase completion percentage
- Success metrics progress
- Quality gate status
- Resource utilization
- Risk assessment"

Risk Mitigation

Agent Failure Handling

Scenario 1: Specialist Agent Fails to Deliver

Orchestrator detects failure (timeout or quality issue)
Retry with same agent (max 2 attempts)
Escalate to alternative agent
Human intervention if all agents fail

Scenario 2: Quality Gate FAIL

Judge agent rejects deliverable
Orchestrator assigns remediation tasks
Specialist agent fixes issues
Re-submit to judge for approval

Scenario 3: Dependency Blocker

Orchestrator detects blocked dependency
Re-sequence tasks where possible
Escalate to human if critical path blocked

Human Oversight

Approval Gates (Human Required)

Stakeholder Approvals:

CEO (budget allocation: $312K)
CTO (technical architecture review)
VP Engineering (resource allocation)
VP Product (product strategy)

Phase Milestones (Human Review):

Phase 2 Complete: MoE system validated at 99.9%+ accuracy
Phase 4 Complete: Database infrastructure operational
Phase 7 Complete: Production readiness approved
Phase 8 Complete: Public launch authorization

Escalations:

Critical security vulnerabilities
Success metric failures
Budget overruns
Timeline delays >1 week

Implementation Commands

Quick Start

1. Initialize Orchestrator:

/agent orchestrator "Initialize CODITECT-DOCUMENT-MANAGEMENT project execution:
- Parse project-plan.md and tasklist.md
- Create execution schedule
- Assign Phase 1 tasks to specialist agents
- Set up progress tracking
Begin execution immediately."

2. Monitor Progress:

# Daily updates
/agent orchestrator "Generate daily progress report"

# Weekly reviews
/agent orchestrator "Generate weekly phase review"

# Check specific phase
/agent orchestrator "Status check Phase N"

3. Quality Gate Validation:

/agent qa-reviewer "Review Phase N deliverables and provide PASS/FAIL decision"

Conclusion

This MoE execution strategy enables fully autonomous implementation of the CODITECT-DOCUMENT-MANAGEMENT system with:

19+ specialist agents executing domain-specific work
3 judge agents enforcing quality gates
1 orchestrator agent coordinating the entire workflow
Zero manual intervention for execution (human approval at gates only)
99.9%+ quality through multi-agent validation

Next Action: Invoke orchestrator to begin Phase 1 execution.

Document Version: 1.0.0 Last Updated: December 27, 2025 Status: Ready for Execution Owner: CODITECT Product Team

Executive Summary​

Workflow Steps​

MoE Architecture for Project Execution​

1. Orchestrator Agent (1)​

2. Specialist Agents (19+)​

Phase 1: Document Frontmatter System (4 agents)​

Phase 2: MoE Classification Engine (9 agents)​

Phase 3: CODITECT-CORE Integration (3 agents)​

Phase 4: Enterprise DMS Foundation (4 agents)​

Phase 5: Semantic Search & Analytics (3 agents)​

Phase 6: Product Infrastructure (4 agents)​

Phase 7: Testing & Validation (3 agents)​

Phase 8: Documentation & Launch (2 agents)​

3. Judge Agents (3)​

Workflow Orchestration​

Execution Model​

Agent Coordination Protocol​

Phase-by-Phase Execution Plan​

Phase 1: Document Frontmatter System (Weeks 1-4)​

Phase 2: MoE Classification Engine (Weeks 2-5)​

Phase 3: CODITECT-CORE Integration (Weeks 5-7)​

Phase 4: Enterprise DMS Foundation (Weeks 6-9)​

Phase 5: Semantic Search & Analytics (Weeks 8-10)​

Phase 6: Product Infrastructure (Weeks 11-13)​

Phase 7: Testing & Validation (Weeks 14-15)​

Phase 8: Documentation & Launch (Week 16)​

Success Metrics Tracking​

Phase Completion Criteria​

Continuous Monitoring​

Real-Time Progress Tracking​

Risk Mitigation​

Agent Failure Handling​

Human Oversight​

Approval Gates (Human Required)​

Implementation Commands​

Quick Start​

Conclusion​

Executive Summary

Workflow Steps

MoE Architecture for Project Execution

1. Orchestrator Agent (1)

2. Specialist Agents (19+)

Phase 1: Document Frontmatter System (4 agents)

Phase 2: MoE Classification Engine (9 agents)

Phase 3: CODITECT-CORE Integration (3 agents)

Phase 4: Enterprise DMS Foundation (4 agents)

Phase 5: Semantic Search & Analytics (3 agents)

Phase 6: Product Infrastructure (4 agents)

Phase 7: Testing & Validation (3 agents)

Phase 8: Documentation & Launch (2 agents)

3. Judge Agents (3)

Workflow Orchestration

Execution Model

Agent Coordination Protocol

Phase-by-Phase Execution Plan

Phase 1: Document Frontmatter System (Weeks 1-4)

Phase 2: MoE Classification Engine (Weeks 2-5)

Phase 3: CODITECT-CORE Integration (Weeks 5-7)

Phase 4: Enterprise DMS Foundation (Weeks 6-9)

Phase 5: Semantic Search & Analytics (Weeks 8-10)

Phase 6: Product Infrastructure (Weeks 11-13)

Phase 7: Testing & Validation (Weeks 14-15)

Phase 8: Documentation & Launch (Week 16)

Success Metrics Tracking

Phase Completion Criteria

Continuous Monitoring

Real-Time Progress Tracking

Risk Mitigation

Agent Failure Handling

Human Oversight

Approval Gates (Human Required)

Implementation Commands

Quick Start

Conclusion