🌍 Society & Frontier risk-off · 1–3 years
A what‑if from the future

What if DIY-bio lowers weapon barrier?

Benchtop synthesis and AI design tools put pathogen engineering within reach of small actors, a structural rise in catastrophic biosecurity risk.

15%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 15% · 90% range 5–26% · 32 analogues · measured class pandemic 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — pandemic ≈0.8371/yr → 92% in 3 yr92%
Analyst prior · editorial share 16% of the class15%
Pooled · weight 84%16%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)16%
Published15%

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.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. Benchtop synthesis and AI design tools put pathogen engineering within reach of small actors, a structural rise in catastrophic biosecurity risk. The trigger decomposes into signed root‑shocks — 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.

MarketClassProjected move
1Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +6.3%
hist -3.26–+20.72% · other way +1.84% (n=12)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -3.0%
hist -2.02–-0.45% · other way +0.19% (n=12)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -2.1%
hist -2.25–+6.11% · other way +18.93% (n=12)
4Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.9%
hist -2.09–-0.92% · other way +1.96% (n=12)
5Tech sector XLK 📈 chartEquity▼ -2.0%
hist -0.91–+0.66% · other way +0.21% (n=12)
6S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -1.6%
hist -1.82–-0.2% · other way +1.11% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.6%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -1.4%
hist -8.11–+2.7% · other way +5.79% (n=12)
9Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -1.3%
hist -1.0–+0.71% · other way +1.42% (n=12)
10Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -1.2%
hist -6.2–+1.49% · other way +5.88% (n=12)
11Gold XAUon Hyperliquid 📈 chartCommodity▲ +1.0%
hist -0.25–+2.09% · other way +1.26% (n=12)
12High-yield credit HYG 📈 chartRate▼ -1.0%
hist -1.13–-0.09% · other way -0.58% (n=12)
13Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.9%
hist -1.1–+1.18% · other way +1.45% (n=12)
14Financials XLF 📈 chartEquity▼ -0.8%
hist -2.08–+0.13% · other way +0.27% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small gold hedge.
Also moves (not yet on Hyperliquid): Tech sector -2.0% · High-yield credit -1.0% · Financials -0.8% · JPMorgan -0.5% · Lockheed +0.4% · Northrop +0.3%

Historical precedent — what analogous events actually did

Across 32 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.

Saudi-Russia oil price war 2020-03 Israel strikes Iran — Operation Rising Lion 2025-06 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Wagner Group mutiny against the Kremlin 2023-06 Offshore yuan hits a record low 2022-11 Tin hits nominal record on LME above $48,000/t 2022-03 Omicron variant Black Friday selloff 2021-11 Gold closes above $2,000/oz for the first time 2020-08 COVID-19 fourth circuit breaker 2020-03 S&P 500 ends longest bull market with record high before COVID 2020-02 Chinese yuan breaks 7 per dollar; US names China manipulator 2019-08 He Jiankui announces CRISPR-edited babies 2018-11 Bitcoin Cash hash war capitulation 2018-11 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 OPEC abandons output defense, opting for market share vs US shale 2014-11 Ebola US-case market scare 2014-10 Egyptian revolution / Mubarak uprising 2011-01 US airline stocks plunge ~40% on first trading day after 9/11 2001-09 Hong Kong defends the peg with sky-high HIBOR 1997-10 Soviet August coup attempt against Gorbachev 1991-08 Tiananmen Square crackdown 1989-06 1986 oil price collapse 1986-02 Reagan assassination attempt 1981-03 Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11 JFK assassination 1963-11 Cuban Missile Crisis 1962-10 Korean War begins 1950-06 Smoot-Hawley clears the US House 1929-05
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XLF XLFSHORT-1.5% · 5d -0.1%72%21 0.38✓ matches cascade
RTX RTXSHORT-3.3% · 5d -2.1%68%28 0.36⚠ differs
EURUSD EURUSDLONG+0.6% · 5d +0.3%68%20 0.31⚠ differs
ETH ETHSHORT-7.0% · 5d -6.3%68%15 0.29✓ matches cascade
Volatility VIXLONG+15.9% · 5d +7.8%64%23 0.27✓ matches cascade
MSTR MSTRLONG+6.1% · 5d -2.8% ↺ fades67%21 0.27⚠ differs
XLK XLKLONG+1.2% · 5d -0.1% ↺ fades67%21 0.27⚠ differs
TRY TRYSHORT-0.9% · 5d +0.3% ↺ fades66%20 0.25✓ matches cascade
Bitcoin BTCSHORT-5.1% · 5d -4.8%64%19 0.24✓ matches cascade
COIN COINLONG+7.7% · 5d +0.4%62%8 0.23⚠ differs
AVGO AVGOLONG+4.4% · 5d -1.1% ↺ fades61%20 0.21⚠ differs
MU MUSHORT-4.8% · 5d -2.6%63%25 0.20✓ matches cascade
Gold XAULONG+1.5% · 5d +0.2%60%21 0.18✓ matches cascade
INTC INTCSHORT-1.4% · 5d -1.5%60%26 0.18✓ matches cascade

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.