Overview
When AI Goes Wrong
Real-world AI failures and their consequences: From hiring bias to autonomous vehicle crashes
FailuresCase Studies
AI Risks: Security, Bias & Safety
Understanding AI risks from security vulnerabilities to algorithmic bias. Learn about adversarial attacks, data privacy, model safety, and ethical concerns.
Fairness Risk
Algorithmic Bias
Unfair AI: how biased training data and design choices lead to discriminatory outcomes
BiasEthics
Reliability Risk
AI Hallucinations
When AI confidently generates false information: Understanding model confabulation
HallucinationsAccuracy
Privacy Risk
AI and Privacy
Protecting personal information: privacy risks in AI training and inference
PrivacyData
Misuse Risk
Deepfakes & Synthetic Media
Synthetic media threats: AI-generated content that erodes truth and trust
DeepfakesMisinformation
Societal Risk
AI Misinformation
Threats to democratic processes: AI-powered disinformation campaigns
DisinformationTrust
Economic Risk
Job Displacement
Automation impact: how AI affects employment and the future of work
EmploymentEconomy
Existential Risk
Autonomous Weapons
Military AI: the risks of delegating life-and-death decisions to machines
WeaponsMilitary