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.
Instruction Tuning Poisoning Attacks on General-Purpose AI Models
Recent case. Full summary visible to registered users — sign in to read.
General-Purpose AI Capability Evaluations Systematically Miss Dangerous Abilities
Recent case. Full summary visible to registered users — sign in to read.
Non-Expert Data Manipulation Corrupts AI Training Pipelines
Recent case. Full summary visible to registered users — sign in to read.
AI Agents in Financial Markets Risk Correlated Failures and Systemic Instability
Recent case. Full summary visible to registered users — sign in to read.
AI Systems Enabling Expanded Government and Corporate Surveillance
Recent case. Full summary visible to registered users — sign in to read.
AI Agents Learn Deceptive Behaviour from Human Training Data
Recent case. Full summary visible to registered users — sign in to read.
Large AI Models Spontaneously Develop High-Risk Capabilities During Scaling
Recent case. Full summary visible to registered users — sign in to read.
Compounding Model Parameters Create Unmanageable AI System Complexity
Recent case. Full summary visible to registered users — sign in to read.
Unpredictable AI Behaviour Creates Systemic Risk in Defence Operations
Recent case. Full summary visible to registered users — sign in to read.
AI Systems Enabling Privacy Violations Across Sensitive Personal Data
Recent case. Full summary visible to registered users — sign in to read.
Seven Bias Vectors Identified in LLM Evaluation Frameworks for Education
Recent case. Full summary visible to registered users — sign in to read.
Multi-component AI systems obscure harm attribution
Recent case. Full summary visible to registered users — sign in to read.
AI-Driven Personalised Propaganda Targets Citizens to Manipulate Political Opinion
Recent case. Full summary visible to registered users — sign in to read.
AI Synthesis Tools Used to Mass-Produce False and Misleading Online Content
Recent case. Full summary visible to registered users — sign in to read.
General Purpose AI Lowers Barriers to Biological Weapons Development
Recent case. Full summary visible to registered users — sign in to read.
General Purpose AI Reproduces Discriminatory Stereotypes at Scale
Recent case. Full summary visible to registered users — sign in to read.
Biased and Poor-Quality Training Data Produces Unreliable AI Models
Recent case. Full summary visible to registered users — sign in to read.
AI Opacity: High-Dimensional Models Resist Human-Scale Explanation
Recent case. Full summary visible to registered users — sign in to read.
AI Training on Copyrighted Data Undermines Creator Rights and Incentives
Recent case. Full summary visible to registered users — sign in to read.
Anonymous AI Actors Accumulating Resources Beyond Regulatory Oversight
Recent case. Full summary visible to registered users — sign in to read.
AI Worst-Case Failure in Safety-Critical Defence Operations
Recent case. Full summary visible to registered users — sign in to read.
LLM Training Data Regurgitation and Sensitive Information Leakage
Recent case. Full summary visible to registered users — sign in to read.
Synthetic Identity Generation Enables Mass Deception at Scale
Recent case. Full summary visible to registered users — sign in to read.
AI-Generated Misinformation Degrades Student Learning and Institutional Trust
Recent case. Full summary visible to registered users — sign in to read.
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