Regulation-as-Code: Turn the Rulebook Into Software

The thesis

Our most important rules — GxP, 21 CFR Part 11, GDPR, DPDP — live as prose in PDFs. Armies of humans read them, interpret them differently, and check compliance quarterly by hand. We run the safety of medicine on the software equivalent of reading the manual aloud.

Publish the rules as code

Express regulations as machine-readable, versioned logic that systems can execute and test against continuously. A pipeline proves it satisfies data-integrity rules on every run; a claim is checked against the current rulebook the instant it is written; an audit becomes a query, not a six-month project.

What this unlocks

• Continuous compliance. No more quarterly scramble — the system is either green right now or it isn't.
• Instant regulatory updates. When a rule changes, you ship the new logic and every system inherits it overnight.
• Living approvals. Regulators can grant conditional approvals that automatically adjust as machine-checkable evidence accrues.
• One source of truth. The rule and its implementation stop diverging, because they're the same artifact.

The hard, worthy work

Translating law to code forces us to remove ambiguity — which is uncomfortable, because ambiguity is where lawyers live. But a rule too vague to encode is a rule too vague to enforce fairly.

Provocation

Finance built real-time, machine-checked compliance because the stakes were money. Health's stakes are lives. Regulation-as-code isn't a convenience — it's the only way compliance keeps pace with software that updates weekly.

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.