AI Risk Atlas Prototype/DemoUnofficial independent experiment. Not an official xAI product. Scores can be wrong.

Signal register

Signals from X

Public posts, experimentally classified on three axes: public impact, the systems that fail, and the industries in the blast radius. Estimates only — not a formal assessment.

Methodology — experimental estimates

Scores are automated, experimental estimates from public X posts and a hand-written seed corpus. They are not formal risk assessments, not certified, and not suitable for compliance or operational decisions.

Consequence, likelihood, and urgency are 1–5 judgements applied by this project, not by a standards body. Residual scores assume only the mitigations marked in place. A signed-in reviewer can override residual and mark an item reviewed — that override is still unofficial. Aspect tags (capability, domain knowledge, affordance, impact domain) are a lightweight PRA aid, not a formal hazard analysis.

Full about and disclaimer

Signals
75
Critical
18
High
40
Industries
15
medium26 days ago@AI_4_Healthcare
FDA discussion paper: competency-style testing for genAI medical devices; comments through 19 Oct 2026.

FDA floats doctor-style “competency” testing for GenAI medical devices in a new discussion paper on risk, premarket eval & postmarket monitoring. Comment period open until October 19 as US aims to set the global model/standard. https://www.fda.gov/news-events/press-announcements/fda-seeks-public-feedback-inform-regulatory-approach-generative-ai-enabled-medical-devices

CapabilityDomain knowledgeImpact domainBoth
medium2 months ago@OpenAI
ChatGPT is now a weekly health advisor for 300 million people — a de facto clinical system without clinic controls.

More than 300 million people turn to ChatGPT with health-related questions each week—and we’re continuing to improve how our models respond. We work with hundreds of physicians around the world to measure and improve accuracy, safety, communication, context awareness, completeness, and appropriate escalation.

CapabilityDomain knowledgeImpact domainBoth