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Truth Is Believing. Accuracy Is Knowing.
AI Is Not Tech. It Is an Agent. The Category Error Behind Two Decades of Continuous Technology Initiative Failure
May 22, 2026
"The moment AI is treated only as another layer in the tech stack is the moment your initiative inherits the deployment assumptions that have historically produced persistent failure patterns."
Posted in: Commentary
Coupa Acquires Tonkean — and the Substrate Question the Industry Conversation Is Still Not Asking
May 22, 2026
The substrate isn't more tech. It is how humans and AI agents align with the tech that already exists.
Posted in: Commentary
What Does the AI Era Do to the Outsourcing Gap?
May 21, 2026
Why the Accenture news matters well beyond the the company and consulting industry.
Posted in: Commentary
What Would Happen If Spreadsheets and Workarounds Suddenly Disappeared From Your Organization?
May 19, 2026
What is your substrate carrying, and what would happen if it disappeared?
Posted in: Commentary
The Same Answer for Thirty-Five Years: AI Literacy, Change Management, and the Substrate Question Gartner Is Not Asking
May 19, 2026
It is largely at the substrate alignment level that an initiative's success in any technology era is determined. Is more training and change management the answer?
Posted in: Commentary
The Architecture of Proprietary Methodology at Hansen Models™
May 19, 2026
The structural arguments are the work, and the work is public. The operational components produce the measurements, and the measurements are proprietary.
Posted in: Commentary
Operationalizing AGR Compliance: When Diagnosis Meets Measurement Under the August 2026 Deadline
May 18, 2026
The AGR Index™ methodology does not assume clean environments; it implicitly assumes substrate inconsistency already exists.
Posted in: Commentary
Orchestration Does Not Solve Substrate Inconsistency
May 17, 2026
Why Orchestration Improves Interaction Without Improving Execution and Outcomes.
Posted in: Commentary
The Kearney $46 Million Gap — and the Structural Question Their Excellence Model Cannot Answer
May 16, 2026
The Kearney Report: When accuracy becomes false confidence.
Posted in: Commentary
What Is Hansen’s Strand Commonality™
May 23, 2026
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"Capability can be acquired. Coherence has to be earned."