The problem
What work needs to improve and why context matters.
See AI-Augmented in practice.
Practice pages make the framework concrete through bounded examples that show where AI helps and where human responsibility remains.
The human role
Where expertise, judgment, and accountability stay with people.
The workflow
How AI, controls, handoffs, and AAOS stages fit together.
Explore examples
These are practical illustrations, not customer case studies or adoption claims.
Read each example as a working pattern
Look for the problem, human role, AI contribution, controls, failure modes, evidence, and next decision. Adapt the pattern to your own context.
Take the assessmentAdapt the pattern to your context
Read the example as a working pattern. Identify the problem, human responsibility, AI contribution, controls, handoffs, failure modes, and evidence. Change the workflow to fit your context before using it in consequential work.
Take the assessment