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.
Generative AI Enabling Cyber Attacks and Weapons Development in Defence Contexts
Recent case. Full summary visible to registered users — sign in to read.
AI Cognitive Superiority Creating Human Dignity and Social Stratification Risks
Recent case. Full summary visible to registered users — sign in to read.
Opacity in AI Decision-Making Processes Undermines Public Accountability
Recent case. Full summary visible to registered users — sign in to read.
AI Systems Designed Without Binding Legal Compliance Frameworks Risk Rights Violations at Scale
Recent case. Full summary visible to registered users — sign in to read.
AI Safety Risks to Human Life and Property
Recent case. Full summary visible to registered users — sign in to read.
Adversarial Prompt Attacks Elicit Unintended LLM Behaviour
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Disrupts Copyright Ownership and Authorship Norms
Recent case. Full summary visible to registered users — sign in to read.
LLM Model Attacks: Exploitation of Vulnerabilities for Data Theft and Manipulation
Recent case. Full summary visible to registered users — sign in to read.
Adversarial Attacks and Jailbreaking Vulnerabilities in Transport AI Systems
Recent case. Full summary visible to registered users — sign in to read.
Large Language Model Factual Inaccuracy in Generated Content
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Models Leak Sensitive Personal Data from Training Sets
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Models Reproduce Social Bias and Discriminatory Stereotypes
Recent case. Full summary visible to registered users — sign in to read.
Power-Seeking AI Agents Pose Systemic Risk to Energy Infrastructure Control
Recent case. Full summary visible to registered users — sign in to read.
Python Interpreter Vulnerabilities Expose LLM Infrastructure
Recent case. Full summary visible to registered users — sign in to read.
LLM Software Supply Chain Vulnerabilities Expose Development Pipelines
Recent case. Full summary visible to registered users — sign in to read.
AI-Amplified Individual Power Creates Systemic Wealth Concentration Risk
Recent case. Full summary visible to registered users — sign in to read.
Social Bias Embedded in LLM Training Data Produces Discriminatory Outputs
Recent case. Full summary visible to registered users — sign in to read.
LLM Misuse Enabling Academic Misconduct
Recent case. Full summary visible to registered users — sign in to read.
LLM Development Toolchain Vulnerabilities Create Security Exposure
Recent case. Full summary visible to registered users — sign in to read.
LLM Code Generation Tools Introducing Hidden Software Vulnerabilities
Recent case. Full summary visible to registered users — sign in to read.
Criminal Weaponisation of Dual-Use AI Systems
Recent case. Full summary visible to registered users — sign in to read.
Hardware Vulnerabilities in LLM Training and Inference Systems
Recent case. Full summary visible to registered users — sign in to read.
LLM Outputs Contradict Source Material Due to Faithfulness Errors
Recent case. Full summary visible to registered users — sign in to read.
Advanced AI Systems Identified as Potential Vectors for Societal Manipulation
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