Glossary

Terms that need more precision than ordinary AI language provides.

The initial glossary is grounded in the current NousPolis architecture and study guide. During manuscript import, every entry will be reconciled against the textbook’s canonical wording and linked to the chapters where it is introduced.

AI-assisted governance

The use of AI for research, analysis, deliberation, administration, monitoring, or decision support inside institutions whose legitimate human authority remains intact.

Why it mattersIt distinguishes assistance from autonomous rule.

Auditability

The ability to inspect important evidence, transformations, disagreements, procedural steps, authorizations, and outputs after the fact.

Why it mattersPublic reasoning cannot be accountable when consequential steps disappear into an opaque process.

Contestability

The capacity for affected people, reviewers, or institutions to challenge claims, evidence, procedures, classifications, or recommendations.

Why it mattersA transparent system can still be unaccountable if no one can meaningfully dispute it.

Definitional power

Power over the classifications and definitions that determine which safeguards, procedures, and authority boundaries apply.

Why it mattersA system can bypass protections before deliberation even begins by defining a consequential case as low impact.

Epistemic output

An analytical assessment, research result, forecast, normative map, or AI-panel recommendation that contributes knowledge without itself constituting an authorized public decision.

Why it mattersNousPolis separates the quality of an analysis from the legitimacy of acting on it.

Governed classification

A controlled process for determining impact, materiality, urgency, and safeguard triggers rather than leaving those labels to ad hoc model judgment.

Why it mattersClassification determines which protections activate and therefore carries real procedural power.

Human authorization

An identifiable, legitimate human authority accepting, rejecting, modifying, or overriding a recommendation where consequential action requires authorization.

Why it mattersHuman involvement is meaningful only when the person or institution has genuine decision rights and accountability.

Institutional maturity

The staged level of authority, enforcement, independence, legitimacy, and operational readiness an AI-assisted governance system has actually achieved.

Why it mattersTechnical capability must not be mistaken for institutional permission.

MIRS

The Model Intelligence and Routing System used to select task-appropriate models while considering capability, reliability, cost, privacy, resilience, and epistemic diversity.

Why it mattersThe system should choose models by role without turning model selection itself into an unreviewable source of power.

Principal separation

A governance condition in which review, assurance, witnessing, or authorization is controlled by a genuinely separate principal rather than the same actor whose work is being evaluated.

Why it mattersIndependence cannot be created merely by assigning a second role to the same controlling party.

Procedural power

Power over framing, routing, panel construction, aggregation, stopping conditions, workflow order, and what gets recorded.

Why it mattersA formally plural decision can still be steered by whoever controls the process.

Provenance

Recorded information showing where evidence, claims, model outputs, transformations, and decisions came from and how they changed through the workflow.

Why it mattersClaims are easier to scrutinize when their origin and lineage remain visible.

Reasoning polity

A political and institutional order that deliberately improves collective reasoning with advanced computational tools while keeping legitimate political authority, rights, and accountability human-governed.

Why it mattersIt describes the book’s central institutional objective rather than a claim that AI should rule.

Reconstructibility

The ability of later reviewers to reconstruct what problem was posed, what evidence was admitted, which assumptions and participants shaped the process, what dissent existed, who had authority, and what happened afterward.

Why it mattersIt turns transparency from publication into durable institutional memory.

Substantive power

Power over the actual answer, recommendation, or policy position produced by a governance process.

Why it mattersIt is only one form of power; procedural and definitional control can be equally consequential.