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Tag: automation bias

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Decision Architecture / Governance

The Oversight Double Failure: When the Structure That Produces Deference Removes the Capacity to Do Anything Else

Organizations install oversight architectures expecting safety. What emerges is a reinforcing loop — compliance without judgment, humans who defer by design, and judgment capacity that erodes from disuse. The structure installed to preserve judgment consumes the very judgment it was meant to protect.

Decision Architecture / Governance

Your Human-in-the-Loop Is Performing Compliance — Not Exercising Judgment

Your AI governance policy requires human oversight for every high-risk decision. Reviewers systematically defer to automated recommendations, and the structure makes deference the rational choice. The gap between what the policy promises and what the architecture produces is where the measurable risk lives.

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