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Who Can Stop It? What Human Oversight Actually Means in Practice
Every AI policy promises a human in the loop. The law asks for something harder: a person with the competence, authority and time to say no, and a way to…
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Human Presence Is Not Human Authority
A human somewhere in the workflow does not mean a human is in control. What the law actually asks of “human oversight,” what the research says about whether people can…
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Is an AI Policy Enough?
An airline’s chatbot invented a refund rule, and the airline argued it was not responsible. A policy tells you what should happen. It cannot tell you what did.
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The FairByDesign Doctrine: Governing AI You Can’t Fully Understand
The full FairByDesign Doctrine Field Paper carries the complete three-pillar architecture, the five-level Evidence Hierarchy, the Reconstruction Spine and data-layer doctrine, role-by-role implications, Evidence Notes mapping every claim to its…
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Twelve Days Apart: Brussels Moved the Deadline, Then Told You How to Meet It
The EU delayed its high-risk AI obligations on 7 May and published 148 pages of classification guidance on 19 May. Read together, the two acts say the same thing —…