The evidence behind the guides
Sources Find a study, check what it supports, and follow it back to a concern.
TopicAll topics Data Integrity & Provenance Model Performance & Reliability Security & Adversarial Risk Transparency, Explainability & Accountability Agentic & Multi-Agent Risks Infrastructure, Compute & Deployment Environmental & Physical Footprint Discrimination, Fairness & Toxicity Privacy & Surveillance Misinformation, Manipulation & Democracy Malicious Use & Weaponization Human–Computer Interaction Harms Health, Safety & Care Labor, Work & the Economy Education & Knowledge Inequality, Access & Power Culture, Identity & Values Governance & Regulation Rights, Law & Justice Corporate & Enterprise Concerns Power Concentration & Geopolitics AI System Safety & Alignment Catastrophic & Existential Risk CollectionAll sources Cited in concern guides Topic reading Research tools & guidance
Sources for Kill-switch design failures Show all concerns 2 sources
Guide citations are still under editorial review. OWASP Gen AI Security Project · Security guidance
Distinguishes excessive functionality, permissions and autonomy; the framework identifies failure modes rather than their prevalence.
Evidence notes & 9 linked concerns + Orseau and Armstrong · UAI 2016 · Formal research
Studies interruption incentives in specified reinforcement-learning settings; not a guarantee about deployed agent shutdown mechanisms.
Evidence notes & 1 linked concern +