AI-Agent-Orchestrated Engineering

An engineering operating model for building software with AI agents

AAOE replaces ad hoc prompting with specifications, specialist agents, and human governance — so AI-assisted engineering stays traceable, reviewable, and accountable at every stage.

Read the documentationStart with the Guide

The problem

AI made implementation faster. It didn't make engineering more disciplined.

Most organizations still run AI-assisted engineering through processes built for human-only teams. The result: inconsistent AI usage, fragmented knowledge, thin or missing specifications, and governance that hasn't caught up to how software actually gets built now.

Read the full problem statement

The approach

Specifications first, specialist agents second, human governance always.

AAOE defines a complete engineering operating model: specifications precede implementation, specialist AI agents own individual engineering disciplines, and every artifact has an author, a reviewer, and a human approver. Nothing is authoritative until it's written down and traceable.

Read the AAOE Meta-Model

Core principles

What the operating model optimizes for

  1. 01Teach before promoting.
  2. 02Specifications before implementation.
  3. 03Engineering over marketing.
  4. 04Evidence over opinion.
  5. 05Open by default.
  6. 06Visualize every major concept.
  7. 07Demonstrate through reference implementations.
  8. 08Human governance over autonomous execution.
  9. 09Simplicity over unnecessary complexity.
  10. 10Continuous evolution through discoveries.

Engineering lifecycle

Every unit of work follows the same governed path

  1. Architecture
  2. Work Order
  3. Implementation
  4. Implementation Report
  5. Architecture Review
  6. Approval
  7. Merge
Read the Engineering Lifecycle

Documentation

Explore the AAOE Body of Knowledge

GovernanceHow AAOE's engineering knowledge is decided, recorded, and evolved.StandardsThe accepted specifications AAOE engineering work is expected to follow.Operating ModelRoles, workflows, and the engineering lifecycle AAOE work moves through.DiscoveriesObserved engineering knowledge, on its way to becoming a Standard.GuidesPractical, instructional guidance for adopting and practicing AAOE.GlossaryShared terminology, defined once and referenced everywhere.