Provenance record

How would AI actually ‘kill all humans’? Here are the top five most likely scenarios | Toby Walsh

The Guardian: Artificial Intelligence (tier 1, news) 2026-09-23T00:51:57.000Z Original ↗

Discourse valence
-63
Adverse
confidence 70% · 5 items · range -100 to -25
Adverse readingFavourable reading
Consensus of 5 models from different labs. Spread 75 points, agreement low.
AGI and timelinesExistential and catastrophic riskLoss of control and alignment
Excerpt as ingested

From a dangerous new bioweapon to total societal breakdown, is a ‘superintelligent’ AI capable of wiping out humanity? Earlier this month, artificial intelligence researcher Jacob Coxon resigned from Anthropic after just four months. In an announcement on X, he stated : “The people building AI earnestly believe that it could kill us all by the end of the decade.” A senior member of Anthropic’s staff, Evan Hubinger, actually agreed with Coxon, adding he personally thinks the chance of this happening in the next decade is more than 10% . Continue reading...

Every model that read this

ModelProviderStageScoreConf.LatencyPromptWhen
Llama 3.3 70BMetaanalysis -50 70%4908ms v1.0.0 / m1.0.1 2026-09-23 03:17
GPT-4.1 miniOpenAIconsensus -70 85%3873ms v1.0.0 / m1.0.1 2026-09-23 03:17
Claude Sonnet 5Anthropicconsensus -25 35%5072ms v1.0.0 / m1.0.1 2026-09-23 03:18
Gemini 2.5 FlashGoogleconsensus -100 80%1627ms v1.0.0 / m1.0.1 2026-09-23 03:18
Mistral Small 3.1 24BMistral AIconsensus -70 80%5096ms v1.0.0 / m1.0.1 2026-09-23 03:18
Llama 3.3 70B · reading

Speculative claims about AI risk

evidence: speculative horizon: n/a
GPT-4.1 mini · reading

The claim that prominent AI researchers believe superintelligent AI could kill all humans within a decade points to substantial existential risk. The cited probability above 10% by a senior Anthropic staffer gives weight to this risk, although it remains uncertain. This implies a significant negative implication for humanity's survival from AI development risks within a medium-term horizon.

evidence: reported horizon: medium capability 85 societal 0 existential 90 economic 0
Claude Sonnet 5 · reading

The piece is an opinion column speculating on extinction scenarios, citing one resignation and one researcher's subjective probability estimate rather than empirical evidence or incidents. The underlying claims are unverifiable predictions, so while the implication is extreme if true, evidentiary grounding is weak.

evidence: speculative horizon: n/a
Gemini 2.5 Flash · reading

The article explicitly discusses scenarios where 'superintelligent' AI could 'wipe out humanity,' citing a researcher's belief that AI could 'kill us all by the end of the decade' with a 10% chance. This represents an extreme dystopian implication for human flourishing, despite being speculative.

evidence: reported horizon: n/a
Mistral Small 3.1 24B · reading

The article discusses scenarios where AI could lead to human extinction. The claims are speculative and based on the beliefs of AI researchers. The scenarios are extreme and imply a high risk to humanity.

evidence: speculative horizon: n/a

Evidence extracted

The chain
SOURCE     The Guardian: Artificial Intelligence (tier 1)
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DOCUMENT   8e922fa4-dc10-474b-8443-70afb1eece73
           https://theguardian.com/australia-news/commentisfree/2026/sep/23/how-would-ai-actually-kill-all-humans-here-are-the-top-five-most-likely-scenarios
   ↓
EVIDENCE   2 extracted excerpts
   ↓
MODEL RUN  5 runs, methodology 1.0.1
   ↓
SCORE      -63  (Adverse)
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CONFIDENCE 70%