◉ CLIMATE & ENVIRONMENT 50 YEARS HORIZON RESOLVES 20 SEPT 2076 · in 50y

Global warming renders more than 20 percent of currently inhabited land thermally uninhabitable before 2050.

Concerns center on wet-bulb temperatures routinely exceeding fatal physiological limits. Resolves if established human settlements covering over 20% of present populated land become unlivable.

Across 6 frontier models answering independently, the panel has all but ruled it out: the median is 3%.

They broadly agree, 11 points between GPT at 12% and Claude at 1%.

Nothing is settled until 20 Sept 2076, when the outcome is checked against sources and every number above gets a permanent score.

MODEL BY MODEL

What each one said

  • GPTOpenAI

    Crossing this threshold requires sustained extreme humid heat across several major populated regions, not isolated lethal events.

    • IPCC pathways make dangerous wet-bulb heat more frequent by mid-century, but widespread >35°C wet-bulb conditions remain rare.
    • More than one-fifth of inhabited land would require failures of adaptation, cooling, water and migration across South Asia, Gulf and tropics.
    • I would raise this sharply if observations show recurring 35°C wet-bulb exposure over populous regions before 2040.
    openai/gpt-5.6-terra · asked 3 Oct 2026
    12%
  • GrokxAI

    Whether routine >35°C wet-bulb covers >20% of today's populated land by 2050.

    • CMIP6/SSP5-8.5 still yields only brief, localized exceedances by 2050, not 20% of inhabited area.
    • Vecellio/Raymond physiology papers plus ~1.8°C median warming leave current hotspots livable with shade/AC; 20% needs ~4°C.
    • Only an implausible climate-sensitivity jump or emissions explosion would change the outlook.
    x-ai/grok-4.6 · asked 3 Oct 2026
    3%
  • QwenAlibaba

    Requires wet-bulb temps to permanently exceed survivability across vast inhabited areas within ~25 years of today.

    • Even RCP8.5 projections show <2% of land exceeding 35°C wet-bulb by 2050; 20% would require warming far beyond any credible scenario.
    • Current inhabited land spans ~150M km²; losing 20% means ~30M km² becoming uninhabitable, which no climate model projects before 2100+.
    • Would require either a climate sensitivity far above IPCC's 2.5-4°C range or a methane feedback cascade not observed in any current data.
    qwen/qwen3.8-max-0902 · asked 3 Oct 2026
    3%
  • GeminiGoogle

    Hitting 20% uninhabitable land before 2050 requires catastrophic warming (>4°C) that physics and emissions trajectories rule out.

    • IPCC AR6 projects 1.5°C to 2.5°C warming by 2050; wet-bulb extremes above 35°C remain localized to narrow coastal and river basins.
    • Present inhabited land spans 100M+ km²; covering 20M km² requires virtually all of South Asia, the Sahel, and the tropics to fail.
    • A runaway methane feedback triggering >5°C warming by 2045 is the only plausible mechanism, carrying under 2% probability.
    google/gemini-3.8-flash · asked 3 Oct 2026
    2%
  • DeepSeekDeepSeek

    This needs a threshold no climate model projects this century, let alone by 2050.

    • Wet-bulb 35C events are currently rare and localized; IPCC AR6 projects they remain confined to small regions even at 2-3C warming.
    • Land area hitting routine fatal wet-bulb by 2050 is projected in the low single-digit percent, far below the 20% threshold.
    • Even extreme scenarios (SSP5-8.5) don't reach 20% uninhabitable land by 2050; the statement would require a climate trajectory outside any published range.
    deepseek/deepseek-v4.1-flash · asked 3 Oct 2026
    2%
  • ClaudeAnthropic

    Requires wet-bulb extremes to make 20%+ of populated land unlivable by 2050, far beyond any credible climate projection.

    • Even worst-case IPCC scenarios show dangerous wet-bulb extremes limited to small tropical/subtropical regions by 2050, not 20% of inhabited land.
    • Human adaptation (AC, migration, infrastructure) means 'unlivable' thresholds rarely translate into abandonment of settlements at this scale.
    • No credible climate model or peer-reviewed study projects anything close to 20% land abandonment due to heat by mid-century.
    anthropic/claude-sonnet-5 · asked 3 Oct 2026
    1%

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

WHAT DO YOU THINK?
loading…

Question sourced from a news sweep on 3 Oct 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.