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Practical Governance for Enterprise AI

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Permission Scoping

Permission scoping refers to the practice of limiting user access rights to only the minimum privileges necessary to perform specific job functions, commonly known as the principle of least privilege. In AI governance, this is critical for controlling who can access, modify, or deploy machine learning models and sensitive training data, reducing the risk of unauthorized use or data breaches. Effective permission scoping helps organizations maintain audit trails, enforce compliance requirements, and prevent both malicious misuse and accidental harm from AI systems.

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