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Tag: human judgment

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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.

Adaptive Capabilities / Decision Architecture

Judgment Atrophy: The Real Cost of Delegating Decisions to AI Lives in the Human, Not the Output

Research shows AI delegation changes who can make decisions, not just what gets decided. As judgment erodes through disuse, organizations face a question no governance framework answers: which decisions, once delegated, can we no longer take back?

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