The Machine Learned to Think. The Octopus Learned to Adapt. Neither Learned to Validate.

April 22, 2026

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The industry has been moving in the right direction for 20 years. It just never completed the model.

Posted in: Commentary

When AI Gets the Right Answer to the Wrong Question

April 22, 2026

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ARA™ is the difference between asking AI questions and gaining AI intelligence.

Posted in: Commentary

If we’re still debating procurement vs purchasing in 2026, what question are we not asking?

April 21, 2026

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The procurement versus purchasing debate has been running since before most ProcureTech platforms existed. The failure rate has not moved. That is the data point nobody is discussing.

Posted in: Commentary

Thirty Years to Get Here. The Opportunity to Use It.

April 18, 2026

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Canada just committed $150B to defence partnerships built on exactly the model Andy Akrouche has been refining for 30 years. The policy is sound. The question is whether the readiness exists to execute it — and whether anyone is asking.

Posted in: Commentary

The Vocabulary Defining Implementation Physics™ For The AI Era

April 18, 2026

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Stanford, MIT, and other institutions are converging on Implementation Physics for the AI Era - the next move is yours.

Posted in: Commentary

Implementation Physics™: The Discipline That Turns Friction Cost Into a Measurable Business Problem

April 17, 2026

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"Do you know what your real friction cost is?"

Posted in: Commentary

From CDW to Grainger: What 25 Years of “Progress” Actually Reveals About Procurement

April 17, 2026

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Do you know what your real friction cost is?

Posted in: Commentary

Two Cases. Two Years Apart. Different Situations. One Methodology. The Same Result.

April 17, 2026

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This is implementation physics at its finest: correct the model first, then scale it.

Posted in: Commentary

When the Model Is the Problem: Why Strand Commonality™ and Strand Stability™ Matter More Than Ever in the Age of AI

April 16, 2026

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The most dangerous moment in any AI deployment isn't when the system fails. It's when it succeeds — at optimizing a model that was never correctly defined in the first place. Here's the question no one has answered.

Posted in: Commentary

The ISO Blind Spot No One in the C-Suite Is Talking About

April 15, 2026

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Every C-Suite has an ISO compliance program. Almost none of them have mapped what happens when those programs collide — and AI is about to make that gap very expensive.

Posted in: Commentary