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The Five Pillars of AEEF

The AEEF is built on five structural pillars that together form a complete framework for governed, measurable AI-assisted engineering. Each pillar addresses a different dimension of operating safely and effectively with AI tools: engineering discipline, governance, productivity, operating model integration, and organizational enablement.

What /pillars/ Contains (Section Boundary)

This route is the core framework knowledge hub, not only the five pillar pages.

It includes:

  • Startup Quick-Start — startup/small-team onboarding path
  • FAQ & Self-Assessment — practical orientation and common questions
  • Five Pillars — the conceptual framework and control domains
  • Maturity Model — staged progression levels
  • KPI Framework — measurement model for outcomes and risk
  • About — scope, positioning, evidence, and governance notes

Use this page as the map for the whole /pillars/ area.

Start Here by Goal

GoalStart HereThen Continue
I need a practical path this week (startup/small team)Startup Quick-StartProduction Tutorials & Starter Guides
I need to understand the framework structure firstFive Pillars OverviewMaturity Model and KPI Framework
I need to assess where we are nowSelf-Assessment GuideMaturity Model
I need leadership / organizational rollout guidanceTransformation TrackReference Implementations
I need day-to-day standards and implementation tutorialsProductionReference Implementations

The Five Pillars at a Glance

PillarPurposePrimary AudienceGo To
Pillar 1: Engineering DisciplineHow AI-assisted work is performed, reviewed, and validated safely in the SDLCDevelopers, QA, architects, tech leadsPillar 1
Pillar 2: Governance & RiskOrganizational controls for compliance, risk, auditability, and regional overlaysSecurity, compliance, CTO, leadershipPillar 2
Pillar 3: Productivity ArchitectureConverting individual AI gains into shared, repeatable organizational assetsEngineering leadership, platform, enablement leadsPillar 3
Pillar 4: Operating ModelIntegrating AI-assisted work into planning, team structures, and change managementManagers, scrum masters, CTO, transformation leadsPillar 4
Pillar 5: Organizational EnablementTraining, culture, maturity, and adoption infrastructureLeaders, managers, CoE, people enablementPillar 5

How This Section Relates to Other Top-Level Sections

  • Production = normative standards + tutorials + tool guides for day-to-day implementation
  • Transformation = phased organizational adoption program (4-6 weeks)
  • Roles = role-specific reading paths and practical guidance
  • Reference Implementations = downloadable repos and apply paths

Use /pillars/ to understand the model. Use the other sections to implement and operate it.

Startup / Small Team

  1. Startup Quick-Start
  2. FAQ & Troubleshooting
  3. Production Tutorials & Starter Guides
  4. Reference Implementations -> Start Here

Engineering / Platform Leadership

  1. Pillar 1
  2. Pillar 2
  3. Maturity Model
  4. KPI Framework
  5. Transformation Track

Compliance / Audit / Risk

  1. Pillar 2: Governance & Risk
  2. Retention & Audit Evidence Policy
  3. Maturity Model
  4. Production Standards

Section Definitions (Clear Separation)

  • Pillars define the conceptual and governance architecture.
  • Maturity Model defines progression levels and target states.
  • KPI Framework defines what to measure and how to validate progress.
  • Production defines formal operational standards and tutorials.
  • Transformation defines the rollout program and sequencing.
  • Reference Implementations define code/config packages and apply paths.

Next Steps

  1. If you are new to AEEF, start with Startup Quick-Start or FAQ depending on team size.
  2. If you are defining policy or controls, read Pillar 1 and Pillar 2 first.
  3. If you are implementing now, move from this section to Production or Reference Implementations.