What if AI plus robotics breaks the link between demographics and growth?
A productivity leap from AI and automation decouples economic growth from labor-force size, undercutting the entire demographic-drag thesis and supporting growth assets.
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. A productivity leap from AI and automation decouples economic growth from labor-force size, undercutting the entire demographic-drag thesis and supporting growth assets. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · Global growth ▲ · 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 | Nvidia NVDAon Hyperliquid 📈 chart | Equity | ▲ +2.2% hist -1.62–+5.42% · other way -2.15% (n=11) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▲ +1.7% hist +0.83–+1.44% · other way +0.1% (n=11) |
| 3 | Semiconductors SMHon Hyperliquid 📈 chart | Equity | ▲ +1.6% hist +0.51–+1.83% · other way +1.11% (n=11) |
| 4 | Tech sector XLK 📈 chart | Equity | ▲ +1.1% hist +0.47–+1.23% · other way +0.11% (n=11) |
| 5 | AMD AMDon Hyperliquid 📈 chart | Equity | ▲ +1.1% hist -3.8–+2.75% · other way +5.47% (n=12) |
| 6 | Broadcom AVGOon Hyperliquid 📈 chart | Equity | ▲ +1.1% hist -0.28–+1.93% · other way +4.21% (n=11) |
| 7 | Micron MUon Hyperliquid 📈 chart | Equity | ▲ +1.1% hist -4.98–+4.31% · other way -1.13% (n=11) |
| 8 | TSMC TSMon Hyperliquid 📈 chart | Equity | ▲ +1.1% hist +0.55–+0.97% · other way +1.5% (n=11) |
| 9 | Marvell MRVLon Hyperliquid 📈 chart | Equity | ▲ +1.1% hist -0.04–+1.02% · other way +3.4% (n=11) |
| 10 | ASML ASMLon Hyperliquid 📈 chart | Equity | ▲ +0.9% hist -0.29–+1.13% · other way -2.08% (n=11) |
| 11 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▲ +0.7% hist -23.62–+5.69% · other way -16.53% (n=7) |
| 12 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▲ +0.6% model prior · unmeasured |
| 13 | Qualcomm QCOMon Hyperliquid 📈 chart | Equity | ▲ +0.7% hist -2.09–+1.62% · other way +0.07% (n=11) |
| 14 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▲ +0.6% hist -0.32–+1.5% · other way -3.88% (n=12) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 11 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 | -20.7% · 5d -9.7% | 100% | 9 | 0.71 | ⚠ differs |
| MSTR MSTR | LONG | +15.4% · 5d +0.3% | 75% | 11 | 0.46 | ✓ matches cascade |
| SPX SPX | LONG | +1.1% · 5d +1.4% | 75% | 11 | 0.44 | ✓ matches cascade |
| US dollar DXY | SHORT | -0.6% · 5d -0.5% | 75% | 11 | 0.36 | · |
| Bitcoin BTC | LONG | +6.7% · 5d -3.2% ↺ fades | 71% | 11 | 0.35 | ✓ matches cascade |
| AMD AMD | SHORT | -4.5% · 5d +0.9% ↺ fades | 75% | 11 | 0.32 | ⚠ differs |
| QCOM QCOM | SHORT | -2.5% · 5d -0.9% | 75% | 11 | 0.30 | ⚠ differs |
| INTC INTC | SHORT | -1.2% · 5d +0.4% ↺ fades | 71% | 11 | 0.30 | ⚠ differs |
| AVGO AVGO | LONG | +1.2% · 5d -0.4% ↺ fades | 68% | 11 | 0.27 | ✓ matches cascade |
| MRVL MRVL | SHORT | -0.6% · 5d +0.4% ↺ fades | 68% | 11 | 0.26 | ⚠ differs |
| MU MU | SHORT | -6.0% · 5d -2.5% | 64% | 11 | 0.20 | ⚠ differs |
| 10y yield DGS10 | LONG | +6bp · 5d -3bp ↺ fades | 64% | 11 | 0.19 | · |
| ASML ASML | SHORT | -0.8% · 5d -0.4% | 64% | 11 | 0.18 | ⚠ differs |
| High-yield credit HYG | SHORT | -0.5% · 5d -0.3% | 64% | 11 | 0.18 | · |