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Meaningful Human Review
Meaningful human review refers to the requirement that qualified humans actively examine, understand, and can override automated AI system decisions before they produce significant impacts on individuals or organizations. This practice is critical for AI governance because it ensures accountability, catches algorithmic errors or bias that automated monitoring might miss, and maintains human control over consequential determinations. Regulators worldwide increasingly mandate meaningful human review for high-risk AI applications, particularly in hiring, lending, and benefits administration, making it a foundational compliance expectation.
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