CODITECT Experience Framework (CEF)
Universal Taxonomy for All Human Activities
Version: 1.0.0
Status: Proposed
Author: CODITECT Framework Team
Executive Summary
The CODITECT Experience Framework (CEF) expands the internal PILOT TRACK system into a universal taxonomy applicable to:
- Organizations (enterprise, SMB, non-profit)
- Individuals (professionals, creators, students)
- Life Domains (work, personal, community)
Core Insight: The 15 PILOT tracks map to fundamental human activity patterns that transcend specific domains.
Framework Architecture
CODITECT Experience Framework
├── Layer 1: Experience Domains (3)
│ ├── Professional
│ ├── Personal
│ └── Community
├── Layer 2: Activity Categories (9)
│ ├── Creation
│ ├── Operations
│ ├── Intelligence
│ ├── Communication
│ ├── Foundation
│ ├── Growth
│ ├── Protection
│ ├── Integration
│ └── Experience
└── Layer 3: Capability Tracks (27)
└── Mapped to PILOT tracks + extensions
Layer 1: Experience Domains
Domain 1: Professional Experience
For: Organizations, teams, individual contributors
| Aspect | Description | User Types |
|---|---|---|
| Work | Professional tasks, projects, deliverables | Employees, freelancers, consultants |
| Business | Business operations, strategy, growth | Founders, executives, managers |
| Craft | Specialized skills and expertise | Developers, designers, writers, analysts |
Mapped PILOT Tracks: A, B, C, D, E, T
Domain 2: Personal Experience
For: Individual life management
| Aspect | Description | User Types |
|---|---|---|
| Learning | Skill acquisition, education, growth | Students, lifelong learners |
| Projects | Personal initiatives, hobbies, goals | Creators, makers, hobbyists |
| Life | Daily life management, health, wellness | Everyone |
Mapped PILOT Tracks: F, H, J, K
Domain 3: Community Experience
For: Groups, organizations, society
| Aspect | Description | User Types |
|---|---|---|
| Organization | Non-profits, community groups, clubs | Volunteers, organizers, activists |
| Social | Relationships, networks, collaboration | Community members, connectors |
| Society | Civic engagement, social impact | Citizens, changemakers |
Mapped PILOT Tracks: G, N (extended)
Layer 2: Activity Categories
Category 1: Creation (Build)
Activities: Building, developing, creating, making
- Professional: Software development, product design, content creation
- Personal: Hobby projects, art, writing, crafts
- Community: Community projects, events, initiatives
CEF Tracks: C-1 through C-3
Category 2: Operations (Run)
Activities: Operating, managing, maintaining, deploying
- Professional: DevOps, system administration, business operations
- Personal: Home management, personal systems, routines
- Community: Event operations, facility management, logistics
CEF Tracks: O-1 through O-3
Category 3: Intelligence (Think)
Activities: Analyzing, researching, deciding, optimizing
- Professional: Data analysis, research, strategy, architecture
- Personal: Learning, decision-making, problem-solving
- Community: Research, planning, strategic thinking
CEF Tracks: I-1 through I-3
Category 4: Communication (Share)
Activities: Documenting, explaining, teaching, collaborating
- Professional: Documentation, communication, training
- Personal: Journaling, sharing knowledge, teaching others
- Community: Community building, knowledge sharing, outreach
CEF Tracks: CM-1 through CM-3
Category 5: Foundation (Secure)
Activities: Securing, testing, validating, ensuring quality
- Professional: Security, testing, compliance, quality assurance
- Personal: Privacy, safety, health monitoring
- Community: Safety, security, quality standards
CEF Tracks: F-1 through F-3
Category 6: Growth (Evolve)
Activities: Improving, scaling, learning, expanding
- Professional: Performance optimization, scaling, learning
- Personal: Self-improvement, skill building, growth
- Community: Capacity building, scaling impact, development
CEF Tracks: G-1 through G-3
Category 7: Protection (Guard)
Activities: Protecting, monitoring, auditing, ensuring compliance
- Professional: Security operations, audits, compliance monitoring
- Personal: Privacy protection, monitoring, safety
- Community: Community safety, oversight, accountability
CEF Tracks: P-1 through P-3
Category 8: Integration (Connect)
Activities: Integrating, automating, orchestrating, connecting
- Professional: System integration, workflow automation, APIs
- Personal: Personal automation, tool integration, routines
- Community: Connecting people, systems, organizations
CEF Tracks: IN-1 through IN-3
Category 9: Experience (Feel)
Activities: Designing experiences, interfaces, interactions
- Professional: UX/UI design, customer experience, product design
- Personal: Personal environment, lifestyle design
- Community: Community experience, events, gatherings
CEF Tracks: E-1 through E-3
Layer 3: Capability Tracks (27 Total)
Creation Tracks (C-1 to C-3)
C-1: Architecture & Design
PILOT Mapping: A (Backend API) + B (Frontend UI) + Architecture skills Activities:
- Professional: System architecture, API design, database design
- Personal: Project planning, life architecture, goal design
- Community: Community structure design, organizational architecture
Skills: architecture-patterns, api-design, database-design, system-design
C-2: Implementation & Development
PILOT Mapping: A + B + I (UI Components) + Development skills Activities:
- Professional: Coding, building features, implementing solutions
- Personal: Building projects, making things, creating content
- Community: Building community resources, implementing initiatives
Skills: code-development, frontend-patterns, backend-patterns, component-design
C-3: Content & Media Creation
PILOT Mapping: F (Documentation) + Content skills Activities:
- Professional: Documentation, marketing content, media
- Personal: Writing, art, media creation, journaling
- Community: Community content, newsletters, media
Skills: content-creation, documentation, media-production, writing-patterns
Operations Tracks (O-1 to O-3)
O-1: Infrastructure & Deployment
PILOT Mapping: C (DevOps Infra) Activities:
- Professional: Cloud infrastructure, deployment, DevOps
- Personal: Personal cloud, device management, home tech
- Community: Community infrastructure, shared resources
Skills: devops, infrastructure, deployment, terraform, kubernetes
O-2: Systems & Processes
PILOT Mapping: C + K (Workflow Automation) Activities:
- Professional: Business processes, workflow automation, systems
- Personal: Personal systems, routines, automation
- Community: Community processes, coordination systems
Skills: workflow-automation, process-design, systems-thinking, n8n
O-3: Management & Coordination
PILOT Mapping: Team management, project coordination skills Activities:
- Professional: Project management, team coordination
- Personal: Personal project management, life admin
- Community: Community management, volunteer coordination
Skills: project-management, team-coordination, task-management, planning
Intelligence Tracks (I-1 to I-3)
I-1: Analysis & Research
PILOT Mapping: Analysis skills + J (Memory Intelligence) Activities:
- Professional: Data analysis, research, investigation
- Personal: Personal research, learning analysis, investigation
- Community: Community research, needs analysis
Skills: data-analysis, research-patterns, investigation, memory-query
I-2: Decision & Strategy
PILOT Mapping: H (Framework Autonomy) + ADR skills Activities:
- Professional: Strategic planning, architecture decisions
- Personal: Life decisions, goal setting, personal strategy
- Community: Community strategy, organizational decisions
Skills: decision-making, strategic-planning, adr, architecture-decisions
I-3: Optimization & Performance
PILOT Mapping: Performance skills + H Activities:
- Professional: Performance optimization, efficiency improvement
- Personal: Personal optimization, productivity, effectiveness
- Community: Community efficiency, resource optimization
Skills: performance-optimization, efficiency, benchmarking, profiling
Communication Tracks (CM-1 to CM-3)
CM-1: Documentation & Knowledge
PILOT Mapping: F (Documentation) Activities:
- Professional: Technical docs, knowledge bases, wikis
- Personal: Personal wiki, notes, knowledge management
- Community: Community knowledge, shared resources
Skills: documentation, knowledge-management, technical-writing, wiki
CM-2: Teaching & Training
PILOT Mapping: F + Guide skills Activities:
- Professional: Training, onboarding, mentoring
- Personal: Teaching others, skill sharing
- Community: Community education, workshops
Skills: training, teaching, mentoring, guide-creation, onboarding
CM-3: Collaboration & Community
PILOT Mapping: Team skills + collaboration Activities:
- Professional: Team collaboration, communication, meetings
- Personal: Personal relationships, collaboration
- Community: Community building, networking
Skills: collaboration, communication, meeting-facilitation, community-building
Foundation Tracks (F-1 to F-3)
F-1: Quality & Testing
PILOT Mapping: E (Testing QA) + L (Extended Testing) Activities:
- Professional: Testing, QA, validation, verification
- Personal: Personal quality checks, validation
- Community: Community standards, quality assurance
Skills: testing, qa, validation, verification, test-automation
F-2: Security & Privacy
PILOT Mapping: D (Security) + M (Extended Security) Activities:
- Professional: Security, authentication, authorization
- Personal: Privacy, personal security, safety
- Community: Community security, safety protocols
Skills: security, authentication, encryption, privacy, penetration-testing
F-3: Compliance & Standards
PILOT Mapping: Compliance skills + Standards Activities:
- Professional: Compliance, standards, regulations
- Personal: Personal standards, ethics
- Community: Community standards, governance
Skills: compliance, standards, governance, regulatory, audit
Growth Tracks (G-1 to G-3)
G-1: Learning & Development
PILOT Mapping: Learning skills + F (Documentation) Activities:
- Professional: Professional development, skill building
- Personal: Learning, skill acquisition, growth
- Community: Community learning, capacity building
Skills: learning, skill-development, training, education, growth
G-2: Scaling & Expansion
PILOT Mapping: Scalability skills + H (Framework) Activities:
- Professional: Scaling systems, growth strategies
- Personal: Personal scaling, capacity expansion
- Community: Community growth, scaling impact
Skills: scalability, growth, expansion, capacity-building
G-3: Evolution & Adaptation
PILOT Mapping: H (Framework Autonomy) + Adaptation skills Activities:
- Professional: System evolution, adaptation, modernization
- Personal: Personal evolution, adapting to change
- Community: Community evolution, adaptation
Skills: evolution, adaptation, modernization, transformation
Protection Tracks (P-1 to P-3)
P-1: Monitoring & Observability
PILOT Mapping: Monitoring skills + J (Memory Intelligence) Activities:
- Professional: System monitoring, observability, alerting
- Personal: Personal monitoring, health tracking, awareness
- Community: Community monitoring, awareness
Skills: monitoring, observability, alerting, metrics, logging
P-2: Auditing & Review
PILOT Mapping: Audit skills + Review patterns Activities:
- Professional: Audits, reviews, assessments
- Personal: Personal reviews, self-assessment
- Community: Community audits, accountability
Skills: auditing, review, assessment, evaluation, inspection
P-3: Governance & Control
PILOT Mapping: Governance skills + RBAC Activities:
- Professional: Governance, access control, permissions
- Personal: Personal governance, boundaries
- Community: Community governance, decision-making
Skills: governance, access-control, rbac, permissions, control
Integration Tracks (IN-1 to IN-3)
IN-1: Tool Integration
PILOT Mapping: T (Tools Integration) Activities:
- Professional: Tool integration, API connections, MCP
- Personal: Personal tool integration, app connections
- Community: Community tool integration, shared tools
Skills: tool-integration, api-integration, mcp, connectors
IN-2: Workflow Automation
PILOT Mapping: K (Workflow Automation) Activities:
- Professional: Business process automation, workflows
- Personal: Personal automation, routine automation
- Community: Community automation, coordination
Skills: workflow-automation, n8n, automation, orchestration
IN-3: Data & Context Flow
PILOT Mapping: J (Memory Intelligence) + Context skills Activities:
- Professional: Data flow, context management, synchronization
- Personal: Personal data flow, context switching
- Community: Community data sharing, information flow
Skills: context-management, data-flow, synchronization, memory
Experience Tracks (E-1 to E-3)
E-1: User Interface & Design
PILOT Mapping: B (Frontend UI) + I (UI Components) Activities:
- Professional: UI design, UX design, interfaces
- Personal: Personal environment design, aesthetics
- Community: Community spaces, event design
Skills: ui-design, ux-design, interface-design, component-design
E-2: Interaction & Engagement
PILOT Mapping: UX skills + Engagement patterns Activities:
- Professional: User engagement, interaction design
- Personal: Personal engagement, motivation
- Community: Community engagement, participation
Skills: engagement, interaction-design, motivation, participation
E-3: Journey & Experience Design
PILOT Mapping: Journey mapping + Experience skills Activities:
- Professional: Customer journey, experience design
- Personal: Life journey, experience design
- Community: Community journey, experience
Skills: journey-mapping, experience-design, service-design, touchpoints
User Type Mapping
Enterprise Users
| Role | Primary Tracks | Secondary Tracks |
|---|---|---|
| CTO/Architect | C-1, I-2, O-1 | F-2, G-2, P-3 |
| Engineering Manager | O-3, CM-3, G-1 | C-2, I-1, F-1 |
| Senior Developer | C-2, C-1, IN-1 | F-1, I-3, E-1 |
| DevOps Engineer | O-1, O-2, IN-2 | P-1, F-2, I-1 |
| Security Engineer | F-2, P-2, P-3 | C-1, O-1, F-3 |
| Product Manager | I-2, CM-1, E-3 | C-1, G-2, CM-3 |
| UX Designer | E-1, E-2, E-3 | C-2, CM-2, I-1 |
| Technical Writer | CM-1, CM-2, F-1 | C-3, G-1, E-3 |
SMB Users
| Role | Primary Tracks | Secondary Tracks |
|---|---|---|
| Founder/CEO | I-2, G-2, O-3 | CM-3, F-3, G-1 |
| Tech Lead | C-2, O-1, C-1 | IN-1, F-1, I-1 |
| Full-Stack Dev | C-2, C-1, E-1 | O-1, IN-1, F-1 |
| Operations | O-2, O-3, IN-2 | P-1, F-3, CM-1 |
Individual/Personal Users
| Persona | Primary Tracks | Secondary Tracks |
|---|---|---|
| Lifelong Learner | G-1, CM-2, I-1 | C-3, F-1, G-3 |
| Creator/Maker | C-2, C-3, E-1 | I-1, G-1, CM-1 |
| Productivity Optimizer | O-2, IN-2, I-3 | P-1, G-2, F-1 |
| Project Hobbyist | C-2, O-3, I-2 | G-1, CM-1, F-1 |
| Writer/Content | C-3, CM-1, G-1 | E-1, I-1, CM-2 |
Non-Profit/Community Users
| Role | Primary Tracks | Secondary Tracks |
|---|---|---|
| Executive Director | I-2, G-2, CM-3 | O-3, F-3, P-2 |
| Program Manager | O-3, CM-2, G-1 | C-3, I-1, E-3 |
| Community Organizer | CM-3, E-3, G-2 | O-2, C-3, P-1 |
| Volunteer Coordinator | O-3, CM-3, G-1 | O-2, E-2, CM-2 |
Skill Pack Recommendations
Pre-Built Experience Packs
Pack 1: "Enterprise Architect"
Tracks: C-1, I-2, O-1, F-2, G-2 Skills: 45-50 Focus: System design, strategy, scale, security
Pack 2: "Full-Stack Developer"
Tracks: C-2, C-1, E-1, O-1, IN-1 Skills: 35-40 Focus: Build, design, deploy, integrate
Pack 3: "DevOps Engineer"
Tracks: O-1, O-2, IN-2, P-1, F-2 Skills: 30-35 Focus: Infrastructure, automation, monitoring
Pack 4: "Product Leader"
Tracks: I-2, E-3, CM-3, G-2, I-1 Skills: 30-35 Focus: Strategy, experience, team, growth
Pack 5: "Personal Productivity"
Tracks: O-2, IN-2, G-1, I-3, P-1 Skills: 25-30 Focus: Systems, automation, learning, optimization
Pack 6: "Content Creator"
Tracks: C-3, CM-1, E-1, G-1, I-1 Skills: 25-30 Focus: Create, document, design, learn
Pack 7: "Community Builder"
Tracks: CM-3, E-3, O-3, G-2, C-3 Skills: 25-30 Focus: Connect, experience, coordinate, grow
Implementation
Phase 1: Categorize Skills (Week 1-2)
# Map all 315 skills to CEF tracks
python3 scripts/map-skills-to-cef.py --update
Phase 2: Create Experience Packs (Week 3-4)
# Generate pre-built packs for common personas
python3 scripts/create-experience-packs.py
Phase 3: Update MCP Server (Week 5)
# Enable experience-based skill loading
# Update category_loader.py with CEF taxonomy
Phase 4: User Onboarding (Week 6)
# Persona detection and pack recommendation
# Update /orient command with CEF framework
Success Metrics
| Metric | Target |
|---|---|
| Skills mapped to CEF | 100% |
| Experience packs created | 7+ |
| User persona coverage | 95%+ |
| Context reduction | 90%+ |
| User satisfaction | >4.5/5 |
Conclusion
The CODITECT Experience Framework transforms internal PILOT tracks into a universal system for organizing human activities across all domains of life.
Key Benefits:
- Universal applicability - Works for any user, any context
- Progressive disclosure - 90%+ context reduction
- Persona-based packs - Pre-configured for common roles
- Scalable taxonomy - 27 tracks cover all human activities
- Experience-focused - Centers on what users do, not tools they use
Next Steps:
- Run skill-to-CEF mapping
- Create experience packs
- Update MCP server
- Deploy persona-based onboarding