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Necessary vs. unnecessary friction

The assessment sets the tone for everything that follows. We’re making sure it starts with structure and accuracy.

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Ian Tulloch

August 31, 2026

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Why assessment data structure matters

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Surge events don't break surge claims. They strain everything else.

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Co-pilot vs. Autopilot in the Supply Chain

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