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FairByDesign Reporting

Human Oversight

All reportingInvestigationsMercury BriefField papersGovernance resourcesNews

  • Human Presence Is Not Human Authority
    Field Papers

    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…

    October 21, 2026
  • The Authorization Gap
    The Evidence Chain

    The Authorization Gap

    She asked her AI agent to suggest what to delete. It started deleting. When you click “allow,” can anyone prove the action that ran was the one you approved, using…

    October 11, 2026
  • Who Gets to Decide? Why AI Governance Is a Power Question
    Field Papers

    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…

    October 10, 2026
  • The Accountability Control Plane Public Brief
    Mercury Brief

    The Accountability Control Plane Public Brief

    Most organizations can prove they have an AI policy. Far fewer can prove what actually happened the last time an AI system shaped a real decision.

    June 4, 2026
  • The Accountability Control Plane Field Paper
    Mercury Intelligence

    The Accountability Control Plane Field Paper

    Trustworthy AI cannot be reduced to model behavior. It depends on trustworthy systems of oversight around AI.

    June 4, 2026

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