Articles
Long-form
Articles.
Long-form research articles on each layer of the framework. Each is grounded in peer-reviewed studies, primary reporting, and the major institutional research programmes of the past five years.
The Human Layer
~ 12 min · 15 sources
Why AI adoption is an identity problem before it is a technology problem.
Resistance, accountability, workflow grief, and the human moves that determine whether an organization moves past Level 0.
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The AI Layer
~ 14 min · 20 sources
The jagged frontier: where AI compounds value and where it quietly destroys it.
Capability mapping, hallucination, deskilling, and the AI moves that determine whether an organization captures value or generates theater.
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