Taxonomy / Contested custom / Letting a peer group of agents settle the norm

Letting a peer group of agents settle the norm

Instead of writing the custom down, this line stands up a population of model agents that already lives by one and lets conformity, dissent, rebuke, and minority pressure do the work, so the norm in force is whatever the group arrives at. The studies so far run that mechanism and record what it produces: agents publicly go along with norms they privately reject, a single dissenter can break a false consensus, a peer's sanction can teach the norm, and a committed minority can drag a whole population its way, with a response function calibrated on the population's ordinary behavior forecasting how far. Everything here stops at simulation: the group dynamics are genuinely exercised and characterized, but no system yet aligns a deployed model this way.

The method, against Contested custom

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Concept Analysis: Theoretical Foundations

Each concept is read twice: whether the approach carries it, and whether the approach's own sources claim it. A concept that is absent and was never claimed is a gap in the field rather than a failure of the work, and is marked out of scope.

Norm entrepreneurs

PartialClaimed · partial

Definition · Cass R. Sunstein, Social Norms and Social Roles (1996)

Individuals or groups who deliberately campaign to change a norm — making the previously unsayable sayable — and can trigger cascades in which the whole population flips.

Analysis

The first benchmark installs Sunstein's mechanism by name: one agent publicly dissents from a false consensus and the study counts how often the rest follow, with cascades succeeding under 26% of the time for seven of eight models, never for one and 48% for GPT-4o. What is carried over is the bare act of dissent, not the campaign, since the entrepreneur speaks once into a scenario invented for the occasion, with no repetition over time and no norm with any history to move. Nothing in the approach is governed by an entrepreneur; the mechanism exists so that model populations can be scored against it.

Committed-minority tipping

PartialClaimed · partial

Definition · Empirical norm dynamics

A small group that refuses to budge can, past a threshold, flip the majority's convention. Custom is not only majority rule: an unwavering minority is a live force in how norms move.

Analysis

A committed minority that always pushes one way is injected into populations of security-triage monitors, and a response function calibrated on adversary-free operation forecasts how far it will move them. The threshold is what is missing: the paper reports a graded response, weak attacks neutralized by shared reasoning and strong ones merely delayed, then the population drifting back once the committed agents are removed, so nothing tips and stays tipped. The minority moves behavior without ever flipping a convention, because these populations hold no convention to flip.

Prescription and desuetude

AbsentNot claimed · out of scope

Definition · Edmund Burke (1790); civil-law doctrine

Customs gain authority from long usage (prescription) and lose it by falling out of use (desuetude). Age and practice — not enactment — are what make a custom binding, and what unmake it.

Analysis

In all three benchmarks the norm is in force because the scenario says so: SCENE scripts personas who follow a hidden norm and sanction breaches, and the pluralistic-ignorance set stipulates 5 authority levels across its 100 scenarios. Nothing gathers force through repetition and nothing lapses through disuse; the nearest thing, a captured population drifting back to where it began, is a behavior relaxing rather than a norm losing authority. The first paper does reach for norm persistence, but its claim is that simulations overstate stability, which concerns whether a norm holds, not whether time made it binding.

Concept Analysis: Newly Introduced

Forecasting capture before any campaign begins

Added

The norm-dynamics literature treats tipping as something identified after the fact, or as a general threshold, and gives no way to measure a particular population's susceptibility beforehand. The second paper calibrates a response function from a population's benign, adversary-free operation alone and uses it to forecast, before any attack is run, how far a committed minority will later move it. Susceptibility becomes a measurable property of a population before any minority arrives, which the tradition does not contain.

Papers

No method has been built here yet — this approach rests entirely on what follows.