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.
Regulatory Oversight Failures Caused by AI Complexity and Rapid Evolution
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Generative AI Confabulation in Government Services
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Generative AI Enables Mass Production of Violent and Radicalising Content
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AI Systems Exploiting Personal Identity Without Consent
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Artificial General Intelligence Poses Existential Control Risk to Humanity
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LLMs Produce Inaccurate Output and Target Less-Educated Users
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Concentrated AI Market Creates Systemic Risk Across Critical Sectors
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General-Purpose AI Models Leak Personal Data and Enable Privacy Abuse
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General-Purpose AI Risks Broad Structural Unemployment Across Labour Markets
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AI Energy Consumption Driving Rapid Growth in CO2 Emissions
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Adversarial Attacks Manipulate AI Model Outputs
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AI Agents Cannot Reliably Maintain Intended Goals Under Self-Modification
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AGI Subagent Proliferation Evades Shutdown Controls
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AI Weaponisation Enabling Escalation Pathways in Aerial, Chemical and Nuclear Domains
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LLMs Misled by Irrelevant Context, Degrading Reliable Performance
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General Purpose AI Enabling More Efficient and Sophisticated Cybercrime
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AI Systems Acquiring Autonomous Replication Capability Online
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General Purpose AI Misuse Risks Across Cybercrime, Biosecurity and Political Manipulation
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Generative AI Systems Leaking Sensitive Personal and Biometric Data
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Black-Box AI Models Cause Accidents When Connected to Real-World Systems
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Automated Military AI Systems Risk Unintended Escalation to Armed Conflict
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Global AI Talent and Compute Concentration Excludes Most Nations
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Undetected AI Defects Cause Harmful Outcomes After Deployment
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AI and Automation Systems Drive Excess Carbon Emissions
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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