Public Database
Case Studies
Every approved AI failure case, classified against the AI Blindspot Framework. New to AIBlindspot? Start with the overview or the methodology.
LLM Sycophancy: Models Trained to Agree Rather Than Inform
Recent case. Full summary visible to registered users — sign in to read.
LLMs Provide Direct Unlawful Advice Beyond Search Engine Safeguards
Recent case. Full summary visible to registered users — sign in to read.
Large Language Models Generate Violent Content in Response to Direct Queries
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LLM Training Data Exposed Through Targeted Privacy Attacks
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LLM Fairness Failures Drive Discriminatory Outputs and Legal Exposure
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LLMs Generate and Facilitate Adult and Sexually Offensive Content
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LLM Misuse Resistance Gaps Enable Deliberate Harm at Scale
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LLM Political Bias Risks Manipulation of Socio-Political Processes
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LLMs Exploited to Generate Targeted Propaganda and Extremist Content
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LLM Performance Gaps Across Racial, Language and Social Groups
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LLMs Enable Low-Cost Automated Cyberattack Generation
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GPT-4 Fails Sufficient Cause Reasoning in Government Decision Support
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LLMs Produce Plausible but Logically Flawed Reasoning
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LLMs Reproduce Copyright-Protected Text and Licensed Code from Training Data
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Opaque AI Decision-Making Blocks Human Oversight in Government Systems
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Black-Box LLM Reasoning Failures in High-Stakes Financial Decisions
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LLM Cultural Bias from Western-Centric Training Data
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LLMs Generating Toxic and Identity-Attacking Language Toward Users
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LLM Data Scarcity Drives Feedback Loop That Entrenches User Group Bias
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Generative AI Enables Scalable Disinformation Campaigns
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Generative AI Enables Scalable Production of False and Misleading Content
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Training Data Poisoning Causes Systematic Misclassification in AI Models
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AI-Generated Deepfakes Used for Targeted Harassment and Extortion
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Large Language Model Fabricates Sexual Harassment Allegation Against Law Professor
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Beyond accidental failureNational Security
We also track 20 hostile uses of AI.
The public database covers AI that fails by accident. AIBlindspot National Security — exclusive to the Defence tier — tracks AI used as a weapon, mapped by capability:
- State-Sponsored AI Operations
- 6
- AI-Enabled Disinformation
- 5
- Adversarial Attacks on AI
- 0
- Autonomous Weapon Incidents
- 1
- AI-Assisted Cyber Attacks
- 5
- Dual-Use AI Misuse
- 3