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Truth Is Believing. Accuracy Is Knowing.
Marijn’s Data Is Wave Four: Why the AI Adoption Gap Was Always Going to Look Like This
May 8, 2026
The shadow AI adoption gap isn't a 2026 problem. It's the fourth time the same pattern has played out in thirty-five years.
Posted in: Commentary
When the Constraint Moved: A 2004 Paper, Three Charts, and the Question the Discourse Has Been Avoiding
May 7, 2026
"Technology did not diminish because it became weaker. It diminished because the real constraint moved somewhere else." A 2004 paper meets the chart that now proves it.
Posted in: Commentary
Why Half of CEOs Believe Their Job Depends on Getting AI Right — And What the Discourse Keeps Missing
May 6, 2026
AI Success Requires More Than Truth. It Demands Accuracy.
Posted in: Commentary
You Can’t Assess What You Can’t Access: The Power of Independent Longitudinal Verification
May 5, 2026
"Incomplete assumptions don't disappear. They accumulate. And when the system scales, reality collects the debt."
Posted in: Commentary
When It Comes to AI Success, the Most Important Rule Is This: Truth Is Not the Same as Accuracy
May 5, 2026
How AI exposes the gap between truth and accuracy faster than any technology before it — and what that means for every commitment-level decision now on the table.
Posted in: Commentary
Google’s $750M Move Just Scaled the Architecture That Has Failed for 30 Years
May 4, 2026
Google didn't make a mistake. It just operationalized one — at $750 million scale, with thirty years of receipts.
Posted in: Commentary
We’ve Seen This Before. And It Didn’t End Well.
May 3, 2026
What's in a title? Very little if it doesn't reflect how the real world operates.
Posted in: Commentary
From Idea to Discipline: The Validation Layer the AI Conversation Has Been Missing
May 2, 2026
Jon Hansen surfaced the validation layer the AI conversation has been missing. Bob Ferrari did not just engage with the framing — he recognized the three-layer architecture senior buyers must understand.
Posted in: Commentary
Reimagining The Familiar (and Outdated) Iceberg Graphic
May 1, 2026
The familiar iceberg graphic addresses 10% of the system. Here is the other 90%.
Posted in: Commentary
Procurement Insights 
What Is The Compounding Technology Shadow Wave™?
May 8, 2026
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AI doesn't sit alongside the prior shadow waves — it consumes them. The Compounding Technology Shadow Wave™ explains why AI initiatives struggle beyond the pilot stage.