AI-Native Institutions

After this lesson, the reader should understand:

• 01Describe how issuance changes when artifacts are primary.
• 02Identify the organisational roles a computable institution requires.
• 03Explain what becomes measurable that previously was not.

A regulator that issues artifacts

What changes for the regulated when a regulator publishes artifacts alongside text?

Compliance stops being an interpretation exercise carried out separately by every regulated entity, and becomes an evaluation against the regulator's own artifact. The cost of interpretation collapses, and disagreements move to where they belong — the content of the rule, argued once with the regulator, rather than a thousand private readings never surfaced.

• Which institution in your sector should issue artifacts first?
• What does supervision look like when compliance is computable?
• Does this centralise or distribute institutional power?

Sketch the operating model for one institution.

1. 01Name the authority holders for three instruments.
2. 02Locate the policy engineering function.
3. 03Describe the issuance and registry process.
4. 04Identify what supervision would inspect.

• Digital government operating models.
• Institutional economics of coordination cost.
• Regtech and supervisory technology research.