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 Peer-review breakdown Show all concerns 2 sources
Guide citations are still under editorial review. Nature Machine Intelligence 2026 · Randomized study
Structured feedback to human reviewers improved selected review measures. Not validation of fully automated peer review.
Evidence notes & 1 linked concern + PNAS · 2025 · Research study
Analyzes publication-fraud networks; does not classify every AI-assisted paper as fraudulent.
Evidence notes & 4 linked concerns +