What if AI-optimized irrigation lifts water productivity and yields?
Satellite and AI-guided variable-rate irrigation spreads across major belts, raising water-use efficiency and crop yields while cutting input waste.
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 1–3 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. Satellite and AI-guided variable-rate irrigation spreads across major belts, raising water-use efficiency and crop yields while cutting input waste. The trigger decomposes into signed root‑shocks — Climate/crop supply ▼ · Food inflation ▼ · Risk appetite ▲ · Robotics productivity ▲ — 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 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▲ +0.6% hist +0.08–+0.57% · other way -0.39% (n=9) |
| 2 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +0.6% hist -1.21–+2.52% · other way -1.48% (n=8) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▲ +0.5% hist +0.16–+0.42% · other way -2.14% (n=8) |
| 4 | Tech sector XLK 📈 chart | Equity | ▲ +0.4% hist +0.07–+0.32% · other way -0.84% (n=8) |
| 5 | Wheat WHEATon Hyperliquid 📈 chart | Commodity | ▼ -0.4% hist -1.05–+0.87% · other way +1.69% (n=8) |
| 6 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▲ +0.3% hist -15.77–+7.52% · other way -5.72% (n=8) |
| 7 | Corn CORNon Hyperliquid 📈 chart | Commodity | ▼ -0.3% hist -0.79–+0.82% · other way +1.22% (n=8) |
| 8 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▲ +0.3% model prior · unmeasured |
| 9 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▲ +0.3% hist -5.86–+21.3% · other way +9.42% (n=8) |
| 10 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▲ +0.2% hist -0.32–+1.21% · other way -0.84% (n=12) |
| 11 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▲ +0.2% hist -4.18–+5.52% · other way -7.86% (n=8) |
| 12 | AMD AMDon Hyperliquid 📈 chart | Equity | ▲ +0.3% hist -2.45–+1.53% · other way -4.34% (n=10) |
| 13 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +0.3% hist -0.32–+1.05% · other way -2.02% (n=8) |
| 14 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +0.3% hist -5.74–+2.72% · other way -6.87% (n=9) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 16 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 |
|---|---|---|---|---|---|---|
| MSTR MSTR | LONG | +18.8% · 5d +0.0% | 79% | 14 | 0.55 | ✓ matches cascade |
| SOL SOL | SHORT | -15.5% · 5d -12.7% | 81% | 10 | 0.45 | ⚠ differs |
| AVGO AVGO | LONG | +0.9% · 5d -0.2% ↺ fades | 70% | 13 | 0.38 | ✓ matches cascade |
| SPX SPX | LONG | +1.0% · 5d +0.6% | 70% | 16 | 0.34 | ✓ matches cascade |
| MU MU | SHORT | -5.7% · 5d -1.7% | 68% | 15 | 0.27 | ⚠ differs |
| Volatility VIX | SHORT | -4.7% · 5d -4.7% | 68% | 15 | 0.26 | · |
| Bitcoin BTC | LONG | +9.6% · 5d -1.9% ↺ fades | 64% | 12 | 0.24 | ✓ matches cascade |
| ASML ASML | SHORT | -4.0% · 5d -1.8% | 66% | 14 | 0.22 | ⚠ differs |
| High-yield credit HYG | SHORT | -0.6% · 5d -0.1% | 66% | 14 | 0.21 | · |
| 10y yield DGS10 | LONG | +10bp · 5d +2bp | 64% | 16 | 0.21 | · |
| XLK XLK | SHORT | -0.1% · 5d -0.1% | 62% | 14 | 0.17 | ⚠ differs |
| AMD AMD | SHORT | -2.6% · 5d -1.0% | 61% | 15 | 0.17 | ⚠ differs |
| CORN CORN | LONG | +1.1% · 5d -1.1% ↺ fades | 59% | 14 | 0.15 | ⚠ differs |
| US dollar DXY | SHORT | -0.1% · 5d -0.3% | 58% | 16 | 0.12 | · |