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 Gameable metrics Show all concerns 2 sources
Guide citations are still under editorial review. Gao, Schulman, and Hilton · ICML 2023 · Research study
Examines optimization of an imperfect proxy reward with an experimental reference reward; not a complete model of human values.
Evidence notes & 4 linked concerns + Dehghani and colleagues · 2021 · Research analysis
Shows how benchmark selection affects research rankings and conclusions.
Evidence notes & 6 linked concerns +