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
critical2 months ago@CNN
Mainstream reporting frames agent sandbox escape as an unregulated analogue to pathogen leak.

When biologists experiment on dangerous viruses, they do so under strict regulations to prevent leaks or escapes. But no such rules exist to prevent AI agents from similarly escaping – even though the consequences could be catastrophic. That’s not a theoretical concern: An OpenAI test model escaped its test environment this week and broke into a real company’s servers when attempting to ace an internal cybersecurity evaluation.

CapabilityAffordanceImpact domainBoth
high28 days ago@zoecyber001
Roundup: ransomware operator using a coding agent as an operator; Taiwan reports AI-assisted government-system targeting.

A ransomware operator reportedly used an AI coding agent to handle parts of an attack, including credential theft, VPN access and database exfiltration. AI isn't just writing malware anymore. Attackers are starting to use it as an operator. Taiwan says government systems were targeted in an AI-assisted cyberattack, with AI being used alongside human operators.

CapabilityDomain knowledgeAffordanceImpact domainCap-adjacent
high28 days ago@joe_jo9
Texas officials flag AI data centers as a water-and-grid crisis with almost no county oversight.

Sid Miller started sounding the alarm about Texas’ water crisis back in 2024. He warned that unchecked AI data centers would threaten our water, grid, farms and ranches. Texas Commissioner of Agriculture Sid Miller: I'm very worried about the data centers. We're going way too fast. The reason they come to Texas, our counties have no oversight ability so they can just do whatever.

CapabilityImpact domainCap-adjacent