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    Reference LibraryGovernance · Standards · v2026.1

    Governance Standards Library

    A reference library of technical standards and disclosure frameworks for AI and governance in IVF and surrogacy. These documents are structured for institutional use and citation. They are not regulatory instruments.

    These are reference standards. You do not need to read all of them. Start with what applies to your situation.
    Risk

    AI Transparency Standards v2026.1

    Controlled vocabulary, validation requirements, human oversight rules.

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    Legal

    HIPAA and AI in Fertility Clinics

    Covered entities, PHI triggers, audit controls.

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    Risk

    AI Agents and Human Oversight

    Speed asymmetry problem and governance requirements.

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    Legal

    AI Consent Architecture 2026

    Disclosure requirements and reference consent language.

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    Governance

    AI Governance Audit 2026

    Taxonomy and checklist for AI use in IVF and surrogacy workflows.

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    Risk

    RAGS Audit Worksheet

    Printable audit tool for clinic AI disclosures.

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    Timeline

    Revision Log

    Version history for published standards.

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