Humans often over-trust confident AI recommendations.
HUMAN OVERSIGHTAI GOVERNANCE & RISK
Meaningful Human Review
Meaningful review requires enough information, skill and independence to challenge AI output.
Reviewers receive uncertainty and source evidence rather than only a polished recommendation.
Can the reviewer realistically disagree with the model?
REMEMBEROversight fails when acceptance becomes automatic.
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