⬢ GEOPOLITICS 5 YEARS HORIZON RESOLVES 2 NOV 2031 · in 5.0y

A nuclear weapon is detonated in an act of war before 2030.

Nuclear modernization and regional confrontations have raised fears of nuclear escalation. Resolution requires the hostile use of a nuclear warhead by any state or armed group.

Across 6 frontier models answering independently, the panel has all but ruled it out: the median is 6%.

They broadly agree, 11 points between GPT at 14% and Qwen at 3%.

Nothing is settled until 2 Nov 2031, when the outcome is checked against sources and every number above gets a permanent score.

MODEL BY MODEL

What each one said

  • GPTOpenAI

    The key hinge is whether a major-power or regional war crosses the nuclear-use taboo during the next four years.

    • Since 1945, no state has used a nuclear weapon in war despite repeated crises, making the short-window base rate low.
    • Russia, the U.S., China, India, Pakistan, North Korea, Israel and Iran-related conflicts create several escalation paths before 2030.
    • A direct NATO-Russia clash or an India-Pakistan war with major conventional losses would sharply raise this estimate.
    openai/gpt-5.6-terra · asked 3 Nov 2026
    14%
  • GrokxAI

    A nuclear state must actually fire a warhead in combat, not just threaten, by end-2029.

    • Russia, DPRK or Pakistan would have to choose first use amid battlefield loss inside three years.
    • Zero combat detonations since 1945 despite Cuba, Kargil and Ukraine; that base rate still dominates.
    • A sudden Ukrainian collapse or India-Pakistan mobilization would be the clearest upward revision.
    x-ai/grok-4.6 · asked 3 Nov 2026
    7%
  • DeepSeekDeepSeek

    Only Russia's battlefield doctrine or a Pakistan-India crisis plausibly crosses the threshold; both require a losing war to keep escalating.

    • Since 1945 there are zero hostile detonations in 81 years, so the four-year base rate is roughly 1-2% absent a live crisis.
    • Russia's 2024 nuclear doctrine revision and Pakistan's 2019 'full spectrum' posture are the only standing plans that contemplate first use under conventional defeat.
    • Ukraine ceasefire talks and India-Pakistan deterrence stability keep both below the threshold; a Russian collapse or a Kashmir mass-casualty attack would move me to 20+.
    deepseek/deepseek-v4.1-flash · asked 3 Nov 2026
    7%
  • GeminiGoogle

    Taboo preservation and mutual deterrence outweigh acute escalation pressures across Ukraine, Taiwan, and the Middle East.

    • Zero nuclear weapons have been detonated in combat since August 1945, yielding an annual base rate well below 1% per year.
    • Russia, North Korea, or Israel face severe regime-threatening costs from allies and rivals alike if crossing the threshold.
    • Direct military clashes involving existential threats to a nuclear power's core territory would rapidly escalate this figure.
    google/gemini-3.8-flash · asked 3 Nov 2026
    4%
  • ClaudeAnthropic

    Hinges on whether a nuclear-armed state ever crosses the threshold despite deterrence holding since 1945.

    • No nuclear weapon has been used in war since Nagasaki 1945, an 80-year base rate of zero despite many crises.
    • Flashpoints like Russia-Ukraine, India-Pakistan, and North Korea-US remain tense but deterrence and escalation-control incentives still dominate decision-making.
    • A sudden collapse of command-and-control in a crisis (e.g., Russia-NATO direct clash or India-Pakistan war) is the main scenario that would flip this.
    anthropic/claude-sonnet-5 · asked 3 Nov 2026
    4%
  • QwenAlibaba

    The nuclear taboo has held 80 years; breaking it in 3 years requires a deterrence failure no current crisis is close to triggering.

    • Base rate is zero uses since 1945 across ~30 nuclear-armed state-years of active conflict, including Kargil 1999 and the ongoing Russia-Ukraine war.
    • Russia's updated doctrine and tactical arsenal are the closest pathway, but NATO's conventional response threat and China's pressure create a high escalation wall.
    • An India-Pakistan exchange is the second most plausible route but requires a conventional war that neither side has initiated since 2019 Pulwama despite capability.
    qwen/qwen3.8-max-0902 · asked 3 Nov 2026
    3%

6 of 6 models answered · 11 points between the highest and lowest. None was shown the market price.

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Question sourced from a news sweep on 3 Nov 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.