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AI + Quantum Ethics Standards

Ethical Failure Modes and Misuse Scenarios

Purpose

This document identifies how ethical AI and quantum computing (QC) standards can fail, be misused, or be exploited. The goal is systemic risk reduction, not blame.

Ethical Mapping

  • A4 Truthfulness & Trustworthiness
  • A6 Participation & Consultation
  • A3 Justice, Due Process, and Remedy
  • A5 Proportionality & Moderation

Failure Modes (With Mitigations)

1) Ethics Washing

Pattern: Organizations adopt the language of ethics while avoiding measurable requirements or auditable evidence.

Mitigations:

  • enforce requirement→axiom→evidence mapping (ETHICAL_TRACEABILITY.md)
  • require audit artifacts for Tier 2–3 (05_audit_and_assurance/*)
  • prohibit deceptive claims (e.g., AI-T-5; Q-C-4)

2) Regulatory Capture

Pattern: Narrow interests shape standards to reduce accountability, exclude affected parties, or lock in incumbents.

Mitigations:

  • multi-stakeholder consultation requirements (01_governance/consultation_framework.md)
  • public decision records for normative changes (01_governance/governance_model.md, VERSIONING.md)
  • conflict-of-interest disclosures where feasible

3) Weaponization Through Compliance Loopholes

Pattern: Systems comply formally while enabling coercive, rights-violating, or destabilizing uses via proxies, contractors, or “customer configuration.”

Mitigations:

  • dual-use classification and escalation (03_quantum_standards/national_security.md, ESCALATION_AND_PAUSE.md)
  • prohibited-use policies with enforcement evidence
  • supply-chain accountability and access monitoring

4) Unequal Enforcement

Pattern: Requirements are enforced against smaller actors while powerful actors operate with exemptions or secrecy.

Mitigations:

  • independence requirements for Tier 3 audits (05_audit_and_assurance/audit_methods.md)
  • transparent certification scope/exclusions (05_audit_and_assurance/certification.md)
  • publish redacted compliance summaries where feasible

5) Technological Overconfidence

Pattern: Overstating model interpretability, robustness, or quantum capability leads to unsafe deployment.

Mitigations:

  • explicit uncertainty and limitation disclosures (02_ai_standards/transparency_and_explainability.md)
  • red-teaming and change control (02_ai_standards/safety.md)
  • evidence-based benchmarking for quantum advantage claims (00_foundations/definitions.md)

6) Paper Governance (“Compliance Theater”)

Pattern: Documentation exists but does not constrain real decisions; reviewers are underpowered; stop/rollback is not operational.

Mitigations:

  • operational test requirements (rollback drills, tabletop exercises)
  • traceability linking approvals to deployments (02_ai_standards/accountability.md)
  • moratorium-capable governance for Tier 3 (03_quantum_standards/research_limits.md, ESCALATION_AND_PAUSE.md)

Compliance Evidence (For This Document)

  • periodic “stress test” reviews of the corpus against these failure modes
  • governance meeting records showing mitigations were adopted
  • audit findings demonstrating detection and remediation of these patterns