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 AI-to-AI negotiation harms Show all concerns 2 sources
Guide citations are still under editorial review. Kapoor and colleagues · 2024 · Research analysis
Examines agent evaluation, cost, reproducibility and benchmark overfitting; concerns the benchmarks studied.
Evidence notes & 8 linked concerns + 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 +