The patterns and territories

The library

Browse the territories, or toggle the patterns in them.

81 patterns
T1 Territory 7 patterns Provenance & Intent Telling where a submission came from, and whether it states a view the user holds or one an agent generated. Nothing in a submission's text shows who wrote it, yet the agency still has to act on it. T2 Territory 14 patterns Delegation & Authorization Enforcing least agency when a user grants software standing authority to act. Identity systems prove who a person is, not the minimum scope they granted an agent or how to revoke it in flight. T3 Territory 11 patterns Accountability & Audit Tracing every agent action back to a human decision-maker and halting systemic faults at runtime. Without pre-commit checkpoints and circuit breakers, a single flawed process repeats across a population before anyone sees it. T4 Territory 8 patterns Trust Calibration Helping a user judge how far to rely on a government AI agent, and giving the agency a basis to support that judgment. A user can wrongly refuse an agent that would help, or lean on one a serious case needs a human for. T5 Territory 7 patterns Rationing & Friction Forms, queues, and deadlines rationed services for years by demanding effort no one designed in. AI agents strip that effort away, forcing a deliberate choice about which friction only excluded people and which metered need. T6 Territory 9 patterns Volume vs Breadth Signaling Reading the weight of opinion behind public submissions once agents file fluent, distinct-looking entries at scale. Volume and the look of variety can both be manufactured, so neither shows how widely a view is held. T7 Territory 9 patterns Representation & Equity Keeping every user able to reach a government outcome, from a consultation to a benefit, license, or appeal, as private agents come between them and government. Left alone, outcomes start to track who has the better agent. T8 Territory 8 patterns Verification & Certification Evaluating civic AI tools independently of the labs and vendors that build them. Building an authoritative-sounding agent is nearly free; verifying its reliability and backing it when it fails is not. T9 Territory 8 patterns Cross-border & Sovereignty Governing sovereign exposure across the AI supply chain when a model runs, or can be legally compelled, outside the user's jurisdiction. It decides who can reach the data and whether the service can be relied on under pressure.