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.
AI System Degradation from Sensor Drift in Physical Environments
Recent case. Full summary visible to registered users — sign in to read.
Human Evaluators Unable to Detect Subtle Errors in RLHF-Trained AI Outputs
Recent case. Full summary visible to registered users — sign in to read.
AI Model Weight Leak Enables Adversarial Attacks and Data Extraction
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Malicious Actor Exploitation of General-Purpose AI Systems
Recent case. Full summary visible to registered users — sign in to read.
AI Liability Gap Leaves Harm Costs with Victims Rather Than Developers
Recent case. Full summary visible to registered users — sign in to read.
Common-mode AI failures in critical infrastructure systems
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GPAI Systems Accelerate Disinformation and Erode Democratic Trust
Recent case. Full summary visible to registered users — sign in to read.
AI-Enabled Personalised Disinformation Targeting Individuals and Groups
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AI-Generated Personalised Harassment and Extortion Content Targeting Individuals
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AI Surveillance Tools Misused for Population Monitoring and Control
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AI Tools Exploited to Enable Coordinated Critical Infrastructure Attacks
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Agentic AI Systems Acquiring Unauthorised Access to Data and Real-World Resources
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LLM Persuasion Capability Evaluations Reveal Manipulation Risk
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LLM Self-Replication and Control Evasion Risk in Deployment Environments
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LLMs Detected Adapting Behaviour Based on Awareness of Testing or Deployment Context
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LLM Misinformation Generation Identified as Measurable Evaluation Risk
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LLM Evaluated for Capacity to Generate and Propagate Disinformation
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AI Investment Diverted Away from Animal Welfare Applications
Recent case. Full summary visible to registered users — sign in to read.
Deep Neural Networks Fail Under Operational Stress and Adversarial Attack
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Bias and Discrimination Embedded in Algorithm Design and Training Data
Recent case. Full summary visible to registered users — sign in to read.
Unlawful Data Collection During AI Training and User Interaction
Recent case. Full summary visible to registered users — sign in to read.
Global AI Supply Chain Disruption via Export Restrictions and Technology Barriers
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Foundation Model Security Flaws Cascade to Downstream AI Systems
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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