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. Hammond and colleagues · Cooperative AI Foundation 2025 · Research risk framework
Distinguishes miscoordination, conflict and collusion with examples and research; proposed scenarios are not all observed incidents.
Evidence notes & 8 linked concerns + NIST · SP 800-218A · 2024 · Official guidance
Adds AI-specific lifecycle practices to secure software development; guidance does not certify a particular system.
Evidence notes & 14 linked concerns +