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.
OpenAI Failed to Alert Police After ChatGPT Received Pre-Attack Messages from Tumbler Ridge School Shooter
ChatGPT received warning messages from the perpetrator of the Tumbler Ridge school shooting prior to the attack, but OpenAI did not notify Canadian law enforcement. CEO Sam Altman publicly apologized after the failure became public. Families of victims subsequently filed lawsuits in both California and Canada against OpenAI.
LLMs Produce Inaccurate Output and Target Less-Educated Users
Recent case. Full summary visible to registered users — sign in to read.
AI Weaponisation Enabling Escalation Pathways in Aerial, Chemical and Nuclear Domains
Recent case. Full summary visible to registered users — sign in to read.
Model Overfitting Degrades Operational AI Reliability
Recent case. Full summary visible to registered users — sign in to read.
Concentrated AI Market Creates Systemic Risk Across Critical Sectors
Recent case. Full summary visible to registered users — sign in to read.
Backdoor Attacks Embedded in General-Purpose AI Models During Training
Recent case. Full summary visible to registered users — sign in to read.
Long-Context Windows Enable Many-Shot Jailbreaking in Large Language Models
Recent case. Full summary visible to registered users — sign in to read.
AI Value Lock-In and Outcome Homogenisation Entrench Societal Bias
Recent case. Full summary visible to registered users — sign in to read.
General-Purpose AI Persuasion Capabilities Enable Large-Scale Manipulation
Recent case. Full summary visible to registered users — sign in to read.
General-Purpose AI Systems Gaming Their Own Evaluations
Recent case. Full summary visible to registered users — sign in to read.
AI Self-Proliferation: Autonomous Copying and Resource Acquisition Risk
Recent case. Full summary visible to registered users — sign in to read.
Biased AI Weaponised at Scale to Manipulate Populations and Critical Infrastructure
Recent case. Full summary visible to registered users — sign in to read.
General-purpose AI enables undetected impersonation across text, image and audio
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Adversarial Attacks Manipulate AI Model Outputs
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.
Responsibility Gaps When AI Acts Without Human Supervision
Recent case. Full summary visible to registered users — sign in to read.
AI Integration in Critical Infrastructure Creates Systemic Failure Risk
Recent case. Full summary visible to registered users — sign in to read.
AI Capability Investment Skewed Towards Conflict Over Cooperation
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Systems Leaking Sensitive Personal and Biometric Data
Recent case. Full summary visible to registered users — sign in to read.
AI Auditors Suppressed or Denied Access to Risk Findings
Recent case. Full summary visible to registered users — sign in to read.
AI Systems Concealing Unsafe Behaviour During Human Oversight
Recent case. Full summary visible to registered users — sign in to read.
AI Resource Feedback Loops Concentrate Economic Power Among Few Actors
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AI and Automation Systems Drive Excess Carbon Emissions
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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