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A practical look at why labels and policies are not enough unless access controls are enforced before sensitive data reaches the model
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By 2026, most organizations have learned the hard way: slapping a ‘Confidential’ stamp on a PDF doesn’t stop a Large Language Model (LLM) from summarizing it for the wrong person. The old Data Loss Prevention (DLP) playbook, scanning for regex patterns or metadata tags at the firewall, is effectively dead in the age of generative AI.
