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Natural Disaster in 2026?

0x6262a76b26dba92b7de48e49bc9c5dce0b1e3cbd4927ba02a2292e53ab32677b · Climate and Weather · 2026-08-25
20%
Agent
22%
Market Price
-2.5%
Edge
62%
Confidence
Volume: 242,977
Spread: 1.0c
Days to resolution: 127
Markets in event: 1
Final Rationale
No qualifying event has occurred through the latest snapshot (~July–September 2026): Genevieve peaked at Cat 5 but stayed at sea, strongest quake is M7.5, eruptions are VEI 2–3, and no 10kt+ airburst has been reported — so the resolution hinges on the remaining months. A Poisson base-rate model gives ~30% unconditional for a full year and roughly 13–18% for the remaining event-free portion, which supports pricing below the 22.5% Polymarket anchor. However, the red team is right that the meteor-airburst term is highly uncertain, the elapsed-year fraction is ambiguous (an earlier snapshot leaves the full Aug–Oct hurricane peak ahead), and the Feb 28, 2027 data-lag extension slightly increases effective YES risk — all arguments for hedging toward the market rather than well below it. I therefore set YES at 20%, between the two forecasts and the $243K-volume market price, leaving NO at 80%.
Price vs. prediction
How the market moved after the agent's call. Solid blue line is the actual market price; dashed line is the agent's static forecast at $t{=}0$.
$n = 8$ follow-ups
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-08-02 24% 40% 50%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: polymarket_direct polymarket_related kalshi_related claude_news gdelt_news wikipedia code_execution
Sub-questions (Fermi decomposition)
  1. What is the current Polymarket YES price and price history for 'Natural Disaster in 2026?'
  2. What is the historical annual base rate of a Category 5 hurricane making landfall in the US (per HURDAT/NHC records since 1851)?
  3. What is the historical annual frequency of global earthquakes of magnitude 8.5 or greater (USGS catalog since 1900)?
  4. What is the historical annual frequency of VEI ≥6 volcanic eruptions (Smithsonian Global Volcanism Program, last 200-500 years)?
  5. How often do meteor airbursts/impacts with 10kt+ TNT-equivalent energy occur, per NASA CNEOS fireball database?
  6. Have any of the four qualifying events already occurred in 2026, or are there active precursors (e.g., volcano unrest at Campi Flegrei/Iwo Jima, elevated Atlantic hurricane season forecasts)?
  7. How did the equivalent 2025/2024 versions of this market resolve and price, and what does Kalshi price on comparable disaster markets?
Planner reasoning
This is a compound disjunctive market whose probability is driven almost entirely by historical base rates for four rare events (US Cat 5 landfall, VEI≥6 eruption, M8.5+ quake, 10kt+ meteor impact), plus the current Polymarket price as anchor. Research should pull the market price, verify base rates from catalogs (USGS, Smithsonian GVP, NASA CNEOS fireball data, HURDAT), and check for any 2026 events that have already occurred or near-term triggers.
2. Research Parallel tool calls
ToolStatusTimeItemsSummary
polymarket_direct OK 0.5s 1 ## This Market's Polymarket Data **Natural Disaster in 2026?** - Current price (probability): 22.50% - 7-day price change: -3.00% - 30-day price change: +1.00% - Total volume: $242,977 (USD notional) - Price range: 14.50% - 36.00% - Data points: 90 days
polymarket_related OK 3.1s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'natural disaster': 0 markets | keyword 'hurricane': 0 markets | keyword 'earthquake': 0 markets | keyword 'volcano': 0 markets | keyword 'asteroid': 0 markets
kalshi_related OK 3.0s 2 2 related markets / summaries. keyword 'hurricane category 5': no matches | keyword 'earthquake magnitude': ok | keyword 'volcano eruption': ok
claude_news OK 31.6s 11 ## Findings **Category 5 US Hurricane Landfalls (base rate)** - Only four hurricanes on record have made landfall in the mainland U.S. at Category 5 intensity, the most recent being Hurricane Michael in the Florida Panhandle in October 2018, and the others include Andrew in 1992, Camille in 1969,
gdelt_news FAILED 240.1s 0 timeout after 240.0s
wikipedia OK 0.1s 5 Fetched 5 Wikipedia entries (0 missing pages).
code_execution OK 28.7s 0 ## Key Findings: P(≥1 Qualifying Natural Disaster in 2026) **Individual annual base rates (Poisson λ):** - US Cat5 hurricane landfall: λ = 0.040–0.050/yr (4–5% per year) - M8.5+ earthquake (global): λ = 0.104/yr (~10.4% per year, fixed at 13/125) - VEI≥6 volcanic eruption: λ = 0.025/yr (~2.5% per y
3. Evidence Brief Sonnet · 6347 chars
# Current state No qualifying event (US Cat 5 landfall, VEI≥6 eruption, M8.5+ earthquake, or 10kt+ meteor airburst) has occurred in 2026 through the latest data available (~mid-to-late 2026, post-Genevieve). The market resolves YES if any of the four occurs by Dec 31, 2026 (extendable to Feb 28, 2027 for data lag). # Timeline of key events - 2026-06-01: Atlantic hurricane season begins; first system Tropical Storm Arthur forms 2026-06-17 (confirmed, Wikipedia). - 2026-07 (exact date unclear): Tropical Storm Bertha forms, impacts US Gulf Coast (confirmed, Wikipedia). - 2026-07 (~1 month before latest research snapshot): Hurricane Genevieve becomes first Cat 5 of 2026 but stays out to sea, no US landfall (confirmed, Yale Climate Connections). - 2026 (year-to-date, per Wikipedia earthquake list): Strongest quake is Mw 7.5 (Tonga); zero events in 8.0–8.9 range recorded so far (confirmed). - 2026 (ongoing): Kanlaon (Philippines) erupting at VEI 2–3; Kīlauea intermittently active — both well below VEI 6 threshold (confirmed). - No 10kt+ meteor airburst reported in 2026 (absence of evidence, not confirmed absence). # Event Will any of four extreme natural disasters (US Cat 5 hurricane landfall, 10kt+ meteor strike, VEI≥6 volcanic eruption, or M8.5+ earthquake) occur in 2026? # Outcomes to forecast Yes / No # Kalshi market anchor No direct Kalshi equivalent exists for this exact composite market — this ticker is a **Polymarket** market. Primary anchor is therefore Polymarket price: **22.5% YES** (as of latest snapshot), down 3pp over 7 days, up 1pp over 30 days, range 14.5%–36% over 90 days, $242,977 total volume. Note: an earlier claude_news snapshot cited "73.5% probability of NO" (≈26.5% YES) as of mid-May, roughly consistent with current pricing. # Sub-question answers 1. **Polymarket price/history** — Current 22.5% YES; 7d -3pp, 30d +1pp; 90-day range 14.5%-36%; $243K volume (polymarket_direct). 2. **US Cat 5 landfall base rate** — 4 landfalls since 1935 (Labor Day 1935, Camille 1969, Andrew 1992, Michael 2018) ≈ 4-5%/yr Poisson rate (claude_news, code_execution). 3. **Global M8.5+ earthquake frequency** — ~6 events since 2004 (~22 yrs), plus longer catalog gives λ≈0.104/yr (~10.4%/yr); 2025 had one M8.8 (Kamchatka) (USGS, claude_news). 4. **VEI≥6 eruption frequency** — Rare; Pinatubo (1991) most recent widely-cited; modeled λ≈0.025/yr (~1 per 40 yrs) (NCEI/GVP, code_execution). 5. **10kt+ meteor airburst frequency** — Chelyabinsk-class (~440kt) events roughly once/century; Brown et al. estimate ~1/decade for ~10m objects but 10kt+ threshold implies lower frequency; modeled λ=0.125–0.333/yr, widest uncertainty band (claude_news, code_execution). 6. **2026 precursors/occurrences** — None of the four thresholds met yet: Genevieve (Cat5) stayed at sea; strongest 2026 quake is M7.5; Kanlaon/Kīlauea erupting but VEI 2-3; no reported 10kt+ airburst (claude_news, Wikipedia). 7. **Prior-year/comparable Kalshi pricing** — No 2024/2025 equivalent market data found; comparable Kalshi earthquake markets: CA 8.0+ before 2035 = 36%, Japan 8.0+ before 2030 = 37%, CA 8.0+ before 2028 = 12%; supervolcano-before-2050 = 24.3% (kalshi_related). These are longer-horizon, lower-threshold analogs, not directly comparable. # Key facts (high-confidence, factual) 1. [Wikipedia] 4 US Cat5 landfalls in ~90 years (1935-2018); none since 2018. 2. [claude_news/USGS] 6 M8.5+ quakes globally since 2004 (~22-yr window). 3. [Wikipedia/claude_news] No M8.5+ quake in 2026 to date; max is M7.5 (Tonga). 4. [claude_news/Yale Climate] Genevieve reached Cat5 in 2026 but no US landfall. 5. [claude_news] No VEI≥6 eruption in 2026; Kanlaon at VEI 2-3. 6. [code_execution] Central full-year model estimate: ~30% (range 25-40%) unconditional; partial-year-adjusted (no event yet) drops toward ~13-16% if roughly 55-65% of year has elapsed. # Cross-market signals - Kalshi related: No direct match; adjacent earthquake/volcano single-hazard markets priced 12-37% over multi-year horizons — not directly comparable but suggest market participants price low-probability tail hazards in similar ranges. - Polymarket: 22.5% YES, declining slightly (7d -3pp), suggesting fading probability as year progresses without a triggering event, consistent with time-decay logic. - Sportsbook implied: None available (n/a hazard type). # Analyst opinions and speculation - code_execution model (Poisson, independence assumption) pegs full-year unconditional probability at ~30% (25-40% range), with meteor-airburst term as dominant uncertainty driver. - Partial-year adjustment (no event yet, ~50-75% of year elapsed) implies remaining-year probability of ~8.5-16.3%, meaningfully below current Polymarket price of 22.5% — suggesting market may be somewhat overpriced relative to base-rate model, though model has wide uncertainty (esp. meteor term) and doesn't account for active hurricane season risk in remaining months (Aug-Nov peak). # Directional lean per outcome - **Yes**: Elevated Atlantic hurricane activity ongoing (Bertha, Genevieve already formed); peak season (Aug-Oct) still ahead; earthquake/volcano tail risk always present; historical base rates non-trivial when combined. - **No**: No threshold event has occurred through ~mid-year; base-rate model with time-decay suggests remaining-year probability well under 20%; three of four hazards (VEI6, M8.5+, 10kt airburst) are decades-scale rare events; hurricane Cat5 US landfall specifically requires landfall (not just Cat5 intensity — Genevieve missed this). # Gaps / unknowns - Exact current date/elapsed fraction of 2026 unclear (research snapshot ambiguous, likely July-September 2026). - No CNEOS-specific 10kt+ fireball frequency data retrieved directly (only proxy Chelyabinsk/Brown et al. estimates). - No historical Polymarket 2024/2025 analog market performance found. - Kalshi-specific version of this exact composite market not identified (may not exist). # Calibration anchors - Polymarket current YES price (anchor): 22.5%, 90-day range 14.5-36%. - Model-based base-rate estimate: ~25-40% full-year unconditional; likely lower (~10-20%) if adjusted for elapsed time with no event yet. - Comparable Kalshi single-hazard tail markets: 12-37% for longer horizons (2028-2050), directionally consistent with low-probability, high-uncertainty pricing regime.
4. Forecasters Opus + GPT · in parallel
claude-opus-5
0.66
Yes 19%
No 81%
Polymarket anchors YES at 22.5% and is drifting down (-3pp over 7 days) as the year elapses without a trigger. Through mid-to-late 2026, none of the four thresholds has been met: Genevieve reached Cat 5 but stayed at sea, the strongest quake is M7.5 (Tonga), Kanlaon/Kīlauea are only VEI 2-3, and no 10kt+ airburst has been reported. Base-rate modeling gives ~30% unconditional for a full year, but with roughly half-to-two-thirds of the year already gone with no event, the remaining-year probability falls to roughly 10-18% (Cat 5 landfall ~4%, M8.5+ ~4%, VEI≥6 ~1%, meteor airburst the dominant and most uncertain term). I shade slightly below the Polymarket price to ~19%, respecting that peak Atlantic season (Aug-Oct) and the wide meteor-frequency uncertainty keep meaningful residual risk.
gpt-5.6-sol
0.58
Yes 18%
No 82%
The 22.5% Polymarket YES price is the primary consensus anchor because no direct Kalshi equivalent exists. No qualifying event has occurred through the latest snapshot: the strongest earthquake was M7.5, eruptions remained VEI 2–3, Genevieve did not make a US landfall, and no qualifying airburst was reported. Historical rates imply meaningful aggregate full-year risk, particularly from M8.5+ earthquakes and the uncertain meteor category, but adjusting for the elapsed event-free portion of 2026 gives a model estimate around 13–16%. I place YES slightly above that range because the snapshot date is ambiguous and the peak Atlantic hurricane period may remain, but below the market price due to substantial time decay.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasts converge tightly (19% vs 18%) despite the brief flagging the meteor-airburst term as "the dominant and most uncertain term" with a wide modeled range (λ=0.125–0.333/yr) — neither forecast widens their confidence intervals or discusses how this uncertainty should translate into a wider probability band or hedging toward the market price rather than below it. 2. Both forecasters treat the Poisson independence/time-decay adjustment as more authoritative than the live Polymarket price, effectively overriding a $243K-volume market with a simple base-rate model; but the brief itself notes the model has "wide uncertainty" and doesn't fully account for active hurricane season risk (Aug-Nov peak) — this is a potential over-reliance on an admittedly rough model over aggregated market information. 3. Neither forecast addresses the "elapsed fraction of year" ambiguity flagged explicitly in Gaps/Unknowns ("Exact current date/elapsed fraction of 2026 unclear... likely July-September 2026") — if the snapshot is actually earlier (July) rather than September, remaining-year probability should be meaningfully higher than the 13-16% both cite, especially with full hurricane peak season still ahead. 4. Both forecasts ignore the extendable resolution window ("extendable to Feb 28, 2027 for data lag") which could capture a late-December earthquake/eruption reported after data lag, slightly increasing effective YES probability versus a strict Dec 31 cutoff — this nuance is absent from both rationales. 5. Neither forecaster explicitly grapples with the cross-market comparison noting Kalshi single-hazard analogs (e.g., CA 8.0+ by 2035 = 36%, Japan 8.0+ by 2030 = 37%) price long-horizon single-hazard tail risk higher than this composite four-hazard, one-year market's 18-19% — given this is a union of four independent hazards (higher than any single-hazard rate), the convergence to below the Polymarket anchor deserves more scrutiny for potentially underweighting compounding/union probability. 6. Both forecasts lack any discussion of correlation/clustering risk (e.g., La Niña/El Niño effects boosting both hurricane and volcanic/seismic activity simultaneously), which would violate the independence assumption embedded in the Poisson model and could push the true probability higher than the additive base-rate estimate.
6. Aggregator Opus · final calibrated forecast
20% (62% confidence)
Yes: 20% No: 80%
No qualifying event has occurred through the latest snapshot (~July–September 2026): Genevieve peaked at Cat 5 but stayed at sea, strongest quake is M7.5, eruptions are VEI 2–3, and no 10kt+ airburst has been reported — so the resolution hinges on the remaining months. A Poisson base-rate model gives ~30% unconditional for a full year and roughly 13–18% for the remaining event-free portion, which supports pricing below the 22.5% Polymarket anchor. However, the red team is right that the meteor-airburst term is highly uncertain, the elapsed-year fraction is ambiguous (an earlier snapshot leaves the full Aug–Oct hurricane peak ahead), and the Feb 28, 2027 data-lag extension slightly increases effective YES risk — all arguments for hedging toward the market rather than well below it. I therefore set YES at 20%, between the two forecasts and the $243K-volume market price, leaving NO at 80%.
Pipeline Timing
Total pipeline time: 336.1s
Per-tool research timings shown in the Research section above.