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 Extremist chatbot personas Show all concerns 2 sources
Guide citations are still under editorial review. Counter Terrorism Preparedness Network and UN Office of Counter-Terrorism · 2025 · Risk and preparedness report
Discusses misuse pathways and prevention; potential capabilities are not evidence of completed attacks in every category.
Evidence notes & 4 linked concerns + Dukic, Vela and Venkataramakrishnan · ISD 2026 · Systematic conversational assessment
Studies responses to extremist themes in defined domains; does not demonstrate a population-level causal rate of radicalization.
Evidence notes & 2 linked concerns +