AI Governance
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AI Ethics & Policy
Human Review Fails When the Interface Makes Approval Easier Than Checking
A human in the loop only provides oversight if that person has the time, information and incentive to actually disagree…
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AI Ethics & Policy
AI Regulation Arrived: What Engineering Teams Actually Have to Do
AI regulation is now operational reality in several jurisdictions. Most obligations translate into documentation, testing, and logging requirements that engineering…
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AI Ethics & Policy
Fairness Metrics Contradict Each Other — So Which One Do You Use?
Mathematical fairness definitions are provably incompatible. You cannot satisfy them all, which means choosing one is a values decision that…
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