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Lemma Critical Brief · Category archive

AI Bias / Harm

Discriminatory output, bias-driven automatic rejection, unfair treatment on protected attributes.

11 Briefs
No. 124 · 2026-08-04

Medicare's WISeR AI prior authorization: denials were issued, but nothing records which patient file each determination was checked against

Pillar 02 Verifiable AI AI Decision Integrity AI Bias / HarmAttribute Proof Bypass Brief →
No. 115 · 2026-07-31

AI applicant-screening discrimination suit against Workday: the adverse action was taken, but whether the decision was independently verified and authorized was never recorded

Mobley v. Workday

Pillar 02 Verifiable AI AI Bias / Harm AI Decision IntegrityIdentity & Auth Brief →
No. 076 · 2026-06-23

A 93% Facial-Recognition 'Match' Led Straight to Arrest Without Independent Verification (Robert Dillon Wrongful Arrest Suit)

a probabilistic FRT match that was never independently corroborated or authorized before the coercive act of arrest (ACLU suit)

Pillar 02 Verifiable AI AI Bias / Harm AI Decision IntegrityIdentity & Auth Brief →
No. 078 · 2026-06-23

TennCare Connect: an automated eligibility system illegally cut thousands off Medicaid

eligibility decisions not independently verified before the adverse action of termination (federal court)

Pillar 02 Verifiable AI AI Decision Integrity AI Bias / HarmAttribute Proof Bypass Brief →
No. 042 · 2026-06-17

Waymo: the robotaxi drove past a stopped school bus

a driving decision not independently verified before a safety-critical action

Pillar 02 Verifiable AI AI Decision Integrity Data ProvenanceAI Bias / Harm Brief →
No. 061 · 2026-06-17

Hyundai: driver-assist AI braked on a threat that wasn't there

an AI decision overriding the driver, not independently verified before acting (NHTSA)

Pillar 02 Verifiable AI AI Decision Integrity Data ProvenanceAI Bias / Harm Brief →
No. 056 · 2026-06-15

No Check on Who Was Authorized

64 Million Records Within Reach in McDonald's McHire (Paradox.ai)

Pillar 03 Agent Authority Proof Identity & Auth Attribute Proof BypassData ProvenanceAI Bias / Harm Brief →
No. 049 · 2026-06-12

Tesla Robotaxi Crash Records

Control Attribution and Narrative Provenance Left Self-Reported

Pillar 02 Verifiable AI AI Decision Integrity Data ProvenanceAttribute Proof BypassAI Bias / Harm Brief →
No. 050 · 2026-06-12

Generated Without Consent or Age Verification

The Provenance Gap Behind the Grok Deepfake Controversy

Pillar 04 Regulatory Attribute Proof Attribute Proof Bypass Data ProvenanceAI Decision IntegrityAI Bias / Harm Brief →
No. 043 · 2026-06-09

Self-Reported Autonomous-Driving Safety, Unverified

Tesla FSD Crash Data and Safety-Stat Methodology

Pillar 02 Verifiable AI AI Decision Integrity Attribute Proof BypassAI Bias / Harm Brief →
No. 012 · 2026-05-31

The Robert Williams Wrongful Arrest

When an AI Face-Match Drove a Government Enforcement Action Without Independent Verification

Pillar 02 Verifiable AI AI Bias / Harm AI Decision IntegrityIdentity & Auth Brief →