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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

AspectDescriptionUser Types
WorkProfessional tasks, projects, deliverablesEmployees, freelancers, consultants
BusinessBusiness operations, strategy, growthFounders, executives, managers
CraftSpecialized skills and expertiseDevelopers, designers, writers, analysts

Mapped PILOT Tracks: A, B, C, D, E, T

Domain 2: Personal Experience

For: Individual life management

AspectDescriptionUser Types
LearningSkill acquisition, education, growthStudents, lifelong learners
ProjectsPersonal initiatives, hobbies, goalsCreators, makers, hobbyists
LifeDaily life management, health, wellnessEveryone

Mapped PILOT Tracks: F, H, J, K

Domain 3: Community Experience

For: Groups, organizations, society

AspectDescriptionUser Types
OrganizationNon-profits, community groups, clubsVolunteers, organizers, activists
SocialRelationships, networks, collaborationCommunity members, connectors
SocietyCivic engagement, social impactCitizens, 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

RolePrimary TracksSecondary Tracks
CTO/ArchitectC-1, I-2, O-1F-2, G-2, P-3
Engineering ManagerO-3, CM-3, G-1C-2, I-1, F-1
Senior DeveloperC-2, C-1, IN-1F-1, I-3, E-1
DevOps EngineerO-1, O-2, IN-2P-1, F-2, I-1
Security EngineerF-2, P-2, P-3C-1, O-1, F-3
Product ManagerI-2, CM-1, E-3C-1, G-2, CM-3
UX DesignerE-1, E-2, E-3C-2, CM-2, I-1
Technical WriterCM-1, CM-2, F-1C-3, G-1, E-3

SMB Users

RolePrimary TracksSecondary Tracks
Founder/CEOI-2, G-2, O-3CM-3, F-3, G-1
Tech LeadC-2, O-1, C-1IN-1, F-1, I-1
Full-Stack DevC-2, C-1, E-1O-1, IN-1, F-1
OperationsO-2, O-3, IN-2P-1, F-3, CM-1

Individual/Personal Users

PersonaPrimary TracksSecondary Tracks
Lifelong LearnerG-1, CM-2, I-1C-3, F-1, G-3
Creator/MakerC-2, C-3, E-1I-1, G-1, CM-1
Productivity OptimizerO-2, IN-2, I-3P-1, G-2, F-1
Project HobbyistC-2, O-3, I-2G-1, CM-1, F-1
Writer/ContentC-3, CM-1, G-1E-1, I-1, CM-2

Non-Profit/Community Users

RolePrimary TracksSecondary Tracks
Executive DirectorI-2, G-2, CM-3O-3, F-3, P-2
Program ManagerO-3, CM-2, G-1C-3, I-1, E-3
Community OrganizerCM-3, E-3, G-2O-2, C-3, P-1
Volunteer CoordinatorO-3, CM-3, G-1O-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

MetricTarget
Skills mapped to CEF100%
Experience packs created7+
User persona coverage95%+
Context reduction90%+
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:

  1. Universal applicability - Works for any user, any context
  2. Progressive disclosure - 90%+ context reduction
  3. Persona-based packs - Pre-configured for common roles
  4. Scalable taxonomy - 27 tracks cover all human activities
  5. Experience-focused - Centers on what users do, not tools they use

Next Steps:

  1. Run skill-to-CEF mapping
  2. Create experience packs
  3. Update MCP server
  4. Deploy persona-based onboarding