Cornerstone Essay

Why Data Foundations Come Before AI Scaling

AI scaling depends on reliable data flows, clear ownership, validation, monitoring, and decision context, not just model performance.

Thesis

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Why this matters

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Common failure pattern

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What better looks like

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Practical next step

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