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 Language-preservation AI Show all concerns 2 sources
Guide citations are still under editorial review. ACL 2025 · Stakeholder research
Feedback from people involved in and affected by low-resource language datasets; quality, cultural context and data-worker dignity.
Evidence notes & 1 linked concern + Global Indigenous Data Alliance · Community-led governance principles
Collective benefit, authority to control, responsibility, and ethics; these are governance principles, not a universal legal license.
Evidence notes & 5 linked concerns +