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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 source, and full references. It is Paper III of the Project Sentinel series, following The Accountability Gap and The Accountability Control Plane. Download the…
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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 — the date moved, the expectation did not.