Resources

AAOS Resources

These resources explain the concepts behind AAOS and help leaders understand how to move from AI experimentation to reliable, defensible execution.

Start with these articles

Each page is educational first, then routes to Darren's keynote or workshop pages.

Definition, operating model, and how to move beyond experimentation.

Team-level definitions and practical patterns for AI-enabled work.

How to translate AAOS into the way the organization actually works.

How to build guardrails that enable action.

How AI changes roles, skills, and adoption across the workforce.

How mission-driven organizations can adopt AI responsibly.

How to document AI-assisted decisions so they can be defended.

Checks that reduce hallucination risk and rework.

The minimum human review threshold for AI-augmented work.