HUMAN OVERSIGHTAI GOVERNANCE & RISK

Meaningful Human Review

Meaningful review requires enough information, skill and independence to challenge AI output.

WHY IT MATTERS

Humans often over-trust confident AI recommendations.

ENTERPRISE EXAMPLE

Reviewers receive uncertainty and source evidence rather than only a polished recommendation.

GOVERNANCE DECISION

Can the reviewer realistically disagree with the model?

REMEMBEROversight fails when acceptance becomes automatic.
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