Lecture 4.1
AI-Native Institutions
Abstract
An institution whose authority is computable by default operates differently: rules ship as artifacts, human and machine actors share one source of authority, and change propagates through issuance rather than memo.
Learning objectives
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.
Concept framework
Institutional operating model
- 01Authority holders
- 02Policy engineering function
- 03Artifact issuance and registry
- 04Governance runtime
- 05Verification and supervision
Case study
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.
Discussion questions
- 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?
Exercise
Sketch the operating model for one institution.
- 01Name the authority holders for three instruments.
- 02Locate the policy engineering function.
- 03Describe the issuance and registry process.
- 04Identify what supervision would inspect.
Research notes
- Digital government operating models.
- Institutional economics of coordination cost.
- Regtech and supervisory technology research.