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 Bias bounties and audits Show all concerns 2 sources
Guide citations are still under editorial review. Twitter Engineering · First-party technical account
2021 public image-cropping challenge; company account, not a guarantee that bounties find all harms.
Evidence notes & 1 linked concern + UK Department for Science, Innovation and Technology · September 2025 · Official policy roadmap
Proposes professional and market-quality development; a roadmap is not evidence that every service already meets a common standard.
Evidence notes & 3 linked concerns +