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
2 sources
Guide citations are still under editorial review. UK AI Security Institute · 2025 · Evaluation report
Tests through October 2025 show capability trends in bounded tasks; these are not proof of end-to-end harmful real-world success.
Evidence notes & 4 linked concerns + UK National Cyber Security Centre · 2025 · Official threat assessment
Forecasts changes in cyber capability and defensive inequality using explicit probability language; forecasts are not certainties.
Evidence notes & 10 linked concerns +