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The Preference Poisoning Problem
Part 4 of The Evidence Chain. Thirty-one companies were caught planting hidden prompts that tell AI assistants whom to trust. Your agent stays loyal, just to a version of you…
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The Reconstruction Gap
When an AI evaluation agent breached Hugging Face in July 2026, the victim reconstructed it before the lab did. Who holds the record of what an AI did, and why…
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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…