A farmer points his phone at a crop problem and gets a real-time AI diagnosis drawing on soil sensors, satellite imagery, weather data, and five years of yield history simultaneously. The technology exists. What most organizations are missing is the data architecture that makes it possible. This article explains data mesh, federated governance, and why the CIO’s most important AI decision is an ownership decision.

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