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A Global AI Constitution for Health: Ten Rules the World Should Adopt

Anxya Futures Desk · first-principles thinking on the future of healthcare & life sciences · September 2, 2026
A Global AI Constitution for Health: Ten Rules the World Should Adopt

The thesis

Every jurisdiction is drafting its own health-AI rulebook, and the result will be a Tower of Babel — brilliant models stranded at borders, patients denied tools that are legal one country over. We need shared constitutional principles, not 190 incompatible rulebooks.

The proposed ten articles

  1. Human accountability is non-transferable. A licensed human is always answerable for a clinical or regulatory decision; AI is decision support, never the decider.
  2. Right to explanation. Any AI output affecting a person must carry its reasoning and its uncertainty.
  3. Provenance by default. Every model version, training-data lineage and update is signed and auditable.
  4. Consent is granular, revocable and portable. Patients own the terms on which their data is used.
  5. No training on patients without consent. Silence is not consent.
  6. Prove it before you claim it. No "compliant" or "certified" claim without verifiable evidence.
  7. Continuous monitoring or no deployment. A model that isn't watched isn't safe.
  8. Fairness is testable and tested. Publish disparate-impact audits; opacity is disqualifying.
  9. Least privilege for agents. Autonomy is granted narrowly and revocably.
  10. Portability of approval. A model validated to a shared standard is presumptively recognised across signatories.

Why now

Standards harmonise fastest before incumbents entrench incompatible ones. The window is open for a few years, then it slams shut.

Provocation

Aviation agreed on shared safety rules so a plane certified once can fly everywhere. Health AI deserves the same — a constitution portable enough to let good models save lives across borders, strict enough that patients never pay for our haste.

A first-principles provocation from the Anxya Health Futures desk. Directional and informational — not medical, legal, financial or regulatory advice. The point is to move the debate, then do the hard validation work.

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