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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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Who Gets to Decide? Why AI Governance Is a Power Question
Every AI system that acts in the world does so because someone decided it could. FairByDesign’s launch essay on why governance is a question of power, and why the people…
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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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MCP Enforces at the Boundary. It Cannot Vouch for Itself.
which governance functions can the protocol actually hold, and at exactly what point do you stop trusting it?
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MCP Is an Operational Surface. Governance Has to Catch Up.
FairByDesign — Operational AI Governance Series Field Signal Model Context Protocol, or MCP, is mostly discussed as an integration breakthrough. That is accurate, but incomplete. Anthropic introduced MCP on November…