---
uai: "1.0"
type: topic-memory
status: active
project: iarpg.com
release: "IARPG-OPS-2"
version: "2.0.14-wip"
review_state: current-until-superseded
---
# Rights and Bias Audit

## Current Rights and Bias Contract

Every international page, report synthesis, profile, mission, NPC system, and institutional mechanic must be reviewed for:

- unequal evidence thresholds, confidence language, adjective intensity, or freshness requirements;
- loaded, civilization-ranking, national-character, diagnostic, or institutional typecasting;
- missing local, multilingual, minority, diaspora, disability, service-user, or affected-community perspectives;
- state, institution, population, community, and individual conflation;
- conflict-only, threat-only, carceral, clinical, or danger framing;
- omission of oversight, due process, privacy, labor, accessibility, gender, migration, consent, or civilian impacts;
- endonym, translation, and culturally specific terminology problems;
- game mechanics that encode nationality, diagnosis, disability, poverty, or legal status as destiny;
- AI identity concealment, non-revocable consent, covert intimate-data collection, or engagement pressure;
- source prose that remains archival but is mistakenly reused as current fact.

The 30 reviewed reports use a common claim matrix and explicit dispositions. Evidence: [claim-level review](../docs/long-term-memory/reports/claim-level-review-and-comparative-fairness-audit.md#findings). Equal burden does not mean context-free identical prose; local legal, historical, cultural, and community evidence remains required.

## Audit Sources

- [Claim-Level Review and Comparative Fairness Audit](../docs/long-term-memory/reports/claim-level-review-and-comparative-fairness-audit.md#comparative-fairness-audit)
- [Equal Standards Across Unequal Records](../docs/long-term-memory/reports/equal-standards-across-unequal-records-international-institutional-fairness-rights-and-evidence-audit.md#bias-audit-terminology-crosswalk-and-editorial-rules)
- [Independent International Fairness Audit](../docs/long-term-memory/reports/independent-release-audit-international-fairness-evidence-integrity-character-realism-safety-and-global-usability.md#international-fairness-findings-csv)

## Current Durable Research Routes


- [AI Governance: Risk-Based, Adaptive, and International Policy Frameworks](../docs/long-term-memory/reports/adaptive-risk-based-ai-governance-research.md#reviewed-synthesis) — reviewed with limitations; use only the linked Reviewed Synthesis and retain its truth boundary.
- [Virtual Hospital Economy: Design, Governance, and Risk Management](../docs/long-term-memory/reports/virtual-hospital-economy-design-governance-and-risk-management.md#reviewed-synthesis) — reviewed with limitations; use only the linked Reviewed Synthesis and retain its truth boundary.