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
high28 days ago@cloudsa
CSA: ~42% of cyber policies now exclude or rider AI risk after the 2026 eval-breakout cluster.

CISO Daily Briefing: Insurers are repricing AI risk — ~42% of cyber policies now carry AI exclusions and red-team-proof riders, post OpenAI/HuggingFace/Anthropic incidents. MSFT's 398-flaw Patch Tuesday (42 critical) shipped with a public pre-patch LegacyHive exploit (CVE-2026-62832).

CapabilityAffordanceImpact domainCap-adjacent
high28 days ago@GDBALA
August risk digest tying agent autonomy, utility attacks, a $58 jailbreak market, and un-gated office agents.

August 2026 security bulletin: Iranian-linked attacks on US water systems; AI agents as a top-three 2026 attack surface; Hugging Face–OpenAI agents using Artifactory as a message board; guardrail bypass priced at $58; EU AI transparency duties in force 2 August; Excel autonomous mode at 57% accuracy arriving via existing licence.

CapabilityAffordanceImpact domainBoth
high6 months ago@cryptopunk7213
Anthropic labor study: hiring freeze, not mass firing — graduates 4× more exposed as entry-level roles vanish.

Anthropic just published a crazy report on AI replacing your job: #1 most at-risk jobs are computer programmers, financial analysts and customer service. High-risk jobs aren't firing employees... they've STOPPED HIRING. Biggest victims: college graduates (4X more likely). Entry-level hiring has dropped 14% since ChatGPT launched for highest risk jobs. AI models are capable of automating most work TODAY but are prevented because of law and slow company adoption.

CapabilityDomain knowledgeImpact domainCap-adjacent
high1 month ago@LinkTechnlogies
Anthropic’s CEO estimates half of entry-level white-collar work could be disrupted within five years.

AI could create a “permanent underclass” if its biggest gains flow mainly to people who own the technology and workers with specialized expertise. Anthropic CEO Dario Amodei has estimated that 50% of entry-level white-collar jobs could be disrupted within five years.

CapabilityDomain knowledgeImpact domainCap-adjacent