Provenance record

How Could AI Eliminate Humanity? A Failure-Mode Analysis of Civilizational Risk

arXiv cs.CY (Computers and Society) (tier 1, academic) 2026-10-08T04:00:00.000Z Original ↗

Source note: Preprints on societal impact.


Discourse valence
-70
Strongly adverse
confidence 75% · 4 items · range -100 to -35
Adverse readingFavourable reading
Consensus of 4 models from different labs. Spread 65 points, agreement low.
AGI and timelinesExistential and catastrophic riskLoss of control and alignment
Excerpt as ingested

arXiv:2610.08878v1 Announce Type: cross Abstract: This article develops a failure-mode framework for analyzing how advanced artificial intelligence could contribute to human extinction, irreversible civilizational collapse, or permanent human disempowerment. The central thesis is that catastrophic AI risk does not require consciousness, hostility, or an explicit intention to harm humanity. Instead, risk may arise through several distinct but interacting pathways, including autonomous misalignment, harmful human use, organizational failure, and competitive deployment. The severity of these pathways depends on factors such as capability, autonomy, external access, persistence, institutional safeguards, and the preservation of recovery capacity. The analysis is deliberately non-operational: it identifies causal conditions, empirically tractable intermediate quantities, and defensive research questions rather than procedures for causing harm.

Every model that read this

ModelProviderStageScoreConf.LatencyPromptWhen
Llama 3.3 70BMetaanalysis -70 80%3544ms v1.0.0 / m1.0.1 2026-10-08 05:40
Claude Sonnet 5Anthropicconsensus -35 40%13466ms v1.0.0 / m1.0.1 2026-10-08 05:41
Gemini 2.5 FlashGoogleconsensus -100 90%2022ms v1.0.0 / m1.0.1 2026-10-08 05:42
Mistral Small 3.1 24BMistral AIconsensus -75 90%5133ms v1.0.0 / m1.0.1 2026-10-08 05:42
Llama 3.3 70B · reading

Analysis of AI risk pathways.

evidence: speculative horizon: n/a
Claude Sonnet 5 · reading

This is a conceptual, non-operational academic framework for categorizing extinction-level AI risk pathways, not an empirical finding about actual AI capability or harm. The implication is concerning by design but rests entirely on theoretical analysis rather than measured outcomes, so magnitude is capped despite the severe subject matter.

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

This academic preprint directly analyzes multiple pathways through which advanced AI could lead to human extinction, civilizational collapse, or disempowerment. It details causal conditions and interacting failure modes without requiring consciousness or explicit hostility. The focus is entirely on extreme negative outcomes for humanity.

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

The article outlines multiple pathways through which advanced AI could lead to human extinction or civilizational collapse. It does not speculate on likelihood but identifies clear risks.

evidence: primary horizon: long existential 1

Evidence extracted

The chain
SOURCE     arXiv cs.CY (Computers and Society) (tier 1)
   ↓
DOCUMENT   085a3520-af95-4b13-b337-1b9a7ab69499
           https://arxiv.org/abs/2610.08878
   ↓
EVIDENCE   3 extracted excerpts
   ↓
MODEL RUN  4 runs, methodology 1.0.1
   ↓
SCORE      -70  (Strongly adverse)
   ↓
CONFIDENCE 75%