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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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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 25, 2024 as an open standard for connecting AI applications to the systems where data lives — files, databases, APIs, developer tools, internal systems,…