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AI Is a Tool. So Why Does It Need a Management System?

AI Is a Tool. So Why Does It Need a Management System? Managing AI one issue at a time keeps teams busy, but it doesn’t create real control. Artificial intelligence often gets described as “just another tool”: Something to deploy, validate, and fold into existing processes alongside other software systems. And that framing works – […]

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FDA QMSR Inspections: What Early Enforcement Results Reveal for Manufacturers

FDA QMSR Inspections: What Early Enforcement Results Reveal for Manufacturers Since QMSR enforcement began on February 2, 2026, FDA inspections are already revealing how the agency intends to apply this new framework – not just in the first few months, but as inspection consistency matures. The observations below reflect early QMSR enforcement results, drawn from […]

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