What if AI-driven weather prediction slashes disaster losses?
AI forecasting and digital-twin early warning sharply improve disaster preparedness and evacuation, cutting casualties and insured losses and easing catastrophe-risk premia.
how we built this number — every step
The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.
The butterfly cascade
How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.
Resolution timeline — how this probability is moving
Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 3–10 years horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.
What it would mean
If this plays out, it is a risk-on shock. AI forecasting and digital-twin early warning sharply improve disaster preparedness and evacuation, cutting casualties and insured losses and easing catastrophe-risk premia. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · Climate/crop supply ▼ · Financial conditions ▼ · Risk appetite ▲ — which propagate through our causal graph to the markets below.
If it happens — the markets it would move
Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.
| Market | Class | Projected move | |
|---|---|---|---|
| 1 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +1.0% hist -1.42–+3.86% · other way +0.34% (n=11) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▲ +0.8% hist +0.28–+0.61% · other way -0.09% (n=12) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▲ +0.7% hist -0.04–+1.12% · other way -1.39% (n=11) |
| 4 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▲ +0.6% hist -16.86–+5.67% · other way -5.87% (n=11) |
| 5 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▲ +0.5% hist -3.96–+6.89% · other way -5.83% (n=11) |
| 6 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▲ +0.5% model prior · unmeasured |
| 7 | Tech sector XLK 📈 chart | Equity | ▲ +0.5% hist +0.09–+0.62% · other way +0.02% (n=11) |
| 8 | AMD AMDon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -0.82–+0.79% · other way -0.11% (n=12) |
| 9 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist +0.08–+0.54% · other way -1.01% (n=11) |
| 10 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -4.56–+2.56% · other way -6.2% (n=12) |
| 11 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -0.05–+0.51% · other way -3.23% (n=11) |
| 12 | Marvell MRVLon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -1.02–+2.14% · other way -0.05% (n=11) |
| 13 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist -7.91–+19.85% · other way +1.96% (n=11) |
| 14 | Wheat WHEATon Hyperliquid 📈 chart | Commodity | ▼ -0.4% hist -1.06–+0.27% · other way +9.42% (n=11) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 17 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.
| Asset | History says | Abnormal (20d · 5d) | Hit | n | Confidence | vs cascade |
|---|---|---|---|---|---|---|
| SOL SOL | SHORT | -15.6% · 5d -10.2% | 92% | 10 | 0.56 | ⚠ differs |
| Bitcoin BTC | LONG | +10.5% · 5d -2.5% ↺ fades | 71% | 13 | 0.38 | ✓ matches cascade |
| QCOM QCOM | SHORT | -3.6% · 5d -1.4% | 77% | 15 | 0.36 | ⚠ differs |
| MSTR MSTR | LONG | +18.6% · 5d +0.9% | 69% | 15 | 0.35 | ✓ matches cascade |
| WHEAT WHEAT | SHORT | -0.8% · 5d -2.5% | 66% | 15 | 0.27 | ✓ matches cascade |
| ETH ETH | LONG | +6.8% · 5d -4.1% ↺ fades | 65% | 11 | 0.26 | ✓ matches cascade |
| 10y yield DGS10 | LONG | +9bp · 5d +1bp | 64% | 17 | 0.23 | · |
| AVGO AVGO | LONG | +0.2% · 5d -0.8% ↺ fades | 61% | 14 | 0.18 | ✓ matches cascade |
| MU MU | SHORT | -4.8% · 5d -1.6% | 62% | 16 | 0.18 | ⚠ differs |
| Volatility VIX | SHORT | -1.9% · 5d -4.1% | 62% | 16 | 0.17 | ✓ matches cascade |
| NVDA NVDA | LONG | +3.2% · 5d +0.2% | 60% | 15 | 0.15 | ✓ matches cascade |
| AMD AMD | SHORT | -1.1% · 5d +0.5% ↺ fades | 59% | 16 | 0.13 | ⚠ differs |
| High-yield credit HYG | SHORT | -0.4% · 5d -0.1% | 60% | 15 | 0.13 | ⚠ differs |
| US dollar DXY | SHORT | -0.1% · 5d -0.4% | 56% | 17 | 0.10 | · |