What if AI lowers the bioweapon barrier?
Open AI models meaningfully lower the expertise needed to design dangerous pathogens, turning AI–biotech convergence into a front-line biosecurity threat.
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-off shock. Open AI models meaningfully lower the expertise needed to design dangerous pathogens, turning AI–biotech convergence into a front-line biosecurity threat. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · Biosecurity risk ▲ · Geopolitical risk ▲ · 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 | Volatility (VIX) VIXon Hyperliquid 📈 chart | Vol | ▲ +6.3% hist -1.24–+11.4% · other way -2.4% (n=12) |
| 2 | Nasdaq 100 NDXon Hyperliquid 📈 chart | Index | ▼ -2.3% hist -1.63–-0.26% · other way -2.33% (n=12) |
| 3 | MicroStrategy MSTRon Hyperliquid 📈 chart | Equity | ▼ -2.2% hist -3.15–+5.43% · other way +6.61% (n=12) |
| 4 | Solana SOLon Hyperliquid 📈 chart | Crypto | ▼ -2.0% hist -7.22–+1.16% · other way +24.73% (n=6) |
| 5 | Hyperliquid (HYPE) HYPEon Hyperliquid | Crypto | ▼ -1.6% model prior · unmeasured |
| 6 | S&P 500 SPXon Hyperliquid 📈 chart | Index | ▼ -1.5% hist -1.42–-0.34% · other way -0.99% (n=12) |
| 7 | Ether ETHon Hyperliquid 📈 chart | Crypto | ▼ -1.5% hist -4.88–+1.24% · other way +11.62% (n=7) |
| 8 | Tech sector XLK 📈 chart | Equity | ▼ -1.5% hist -1.15–+-0.0% · other way -0.6% (n=12) |
| 9 | Bitcoin BTCon Hyperliquid 📈 chart | Crypto | ▼ -1.2% hist -1.23–-0.18% · other way +7.92% (n=7) |
| 10 | Gold XAUon Hyperliquid 📈 chart | Commodity | ▲ +1.0% hist -0.12–+1.93% · other way -2.11% (n=11) |
| 11 | High-yield credit HYG 📈 chart | Rate | ▼ -1.0% hist -1.0–-0.17% · other way -0.34% (n=7) |
| 12 | Financials XLF 📈 chart | Equity | ▼ -0.8% hist -1.48–+0.12% · other way +2.38% (n=12) |
| 13 | Coinbase COINon Hyperliquid 📈 chart | Equity | ▼ -0.7% hist -0.46–-0.18% · other way -1.94% (n=4) |
| 14 | JPMorgan JPM 📈 chart | Equity | ▼ -0.6% hist -1.57–+0.39% · other way +1.79% (n=12) |
Probable recommendation
Historical precedent — what analogous events actually did
Across 40 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 |
|---|---|---|---|---|---|---|
| RTX RTX | SHORT | -2.4% · 5d -1.6% | 69% | 39 | 0.37 | ⚠ differs |
| EURUSD EURUSD | LONG | +0.7% · 5d +0.2% | 69% | 38 | 0.32 | ⚠ differs |
| US dollar DXY | SHORT | -0.6% · 5d -0.2% | 68% | 39 | 0.30 | ⚠ differs |
| Gold XAU | LONG | +1.3% · 5d +0.1% | 65% | 38 | 0.26 | ✓ matches cascade |
| SOL SOL | SHORT | -5.6% · 5d -6.8% | 66% | 24 | 0.24 | ✓ matches cascade |
| COIN COIN | SHORT | -0.1% · 5d -1.6% | 63% | 19 | 0.24 | ✓ matches cascade |
| AMD AMD | SHORT | -1.2% · 5d -0.3% | 64% | 39 | 0.22 | ✓ matches cascade |
| XLF XLF | SHORT | -1.0% · 5d -0.8% | 62% | 38 | 0.21 | ✓ matches cascade |
| AUD AUD | LONG | +0.3% · 5d -0.1% ↺ fades | 62% | 38 | 0.20 | ⚠ differs |
| USDJPY USDJPY | SHORT | -0.5% · 5d -0.5% | 60% | 38 | 0.17 | ✓ matches cascade |
| MSTR MSTR | LONG | +6.1% · 5d -2.4% ↺ fades | 58% | 38 | 0.15 | ⚠ differs |
| AVGO AVGO | LONG | +1.9% · 5d -1.4% ↺ fades | 57% | 37 | 0.13 | ⚠ differs |
| Bitcoin BTC | SHORT | -0.5% · 5d -4.0% | 56% | 36 | 0.11 | ✓ matches cascade |
| LMT LMT | SHORT | -1.7% · 5d -1.9% | 57% | 39 | 0.11 | ⚠ differs |