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.
Adversarial Training Produces Models That Become Less Robust Over Time
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Accountability Gaps in AI Decision-Making Systems
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Autonomous Weapons Systems Outperform Human Pilots, Raising Lethal AI Governance Gaps
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AI Development Triggers Resource Conflicts Over Data Centres and Semiconductors
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Black-Box AI in Healthcare Blocks Clinical Verification
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Frontier AI Systems Amplify Discriminatory Bias Across All Output Modalities
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AI Systems in Elder and Child Care Risk Psychological Manipulation
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AI Systems Exposed to the Same Cyber Vulnerabilities as Conventional Software
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Autonomous Vehicle AI Creates Unresolved Liability and Ethical Decision Gaps
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Generative AI Enables Scalable Mass Surveillance of Individuals
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Absence of Accountability Frameworks in AI Decision-Making
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Generative AI Displacing Skilled Workers and Concentrating Economic Power
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Autonomous Vehicle Liability Gap Leaves Crash Responsibility Unresolved
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AI in Elder and Child Care Raises Manipulation and Privacy Governance Risks
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AI-Driven Market Monopolisation Through Algorithmic Price Control
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Superintelligent AI Agents Risk Becoming Uncontrollable as Autonomy Increases
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AI Agent Decisions Cannot Be Reliably Predicted Across All Situations
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AI Decision Opacity Blocks External Accountability in Public-Sector Systems
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AI Systems Causing Human Harm Through Unsafe Agent Actions
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LLMs Accelerating Dual-Use AI Development at Scale
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AI Model Reproducibility Failures Undermine Scientific and Regulatory Trust
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AI Systems Exposing Personal Data Through Inadequately Secured Channels
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Generative AI Systems Amplify Societal Bias and Suppress Output Diversity
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AI-Generated Misinformation Degrades Student Learning and Institutional Trust
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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