🧠 Technology & AI risk-off · 1–3 years
A what‑if from the future

What if evidence emerges that AI can help design bioweapons?

Hard bio-uplift evidence forces a safety-driven capability rollback, so the market re-rates the AI-capex run-rate, not just sentiment: NVDA leads lower as the buildout's terminal demand is questioned, dragging Broadcom/Micron and crypto beta. Rhymes with the Jan-2025 DeepSeek shock, when a single demand-assumption hit knocked NVDA double digits intraday. Forward angle: regulatory (not efficiency) trigger means no quick 'cheaper-compute' rebound — the de-rating is stickier.

8%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 8% · 90% range 1–16% · 40 analogues · measured class tech_ai_bear 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 92% in 3 yr92%
Analyst prior · editorial share 8% of the class7%
Pooled · weight 87%9%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)9%
Published8%

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. Evidence that a model materially aids bioweapon design forces capability rollbacks and hard regulation. The trigger decomposes into signed root‑shocks — AI capex ▼ · 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
1Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.3%
hist -9.65–+1.32% · other way -17.09% (n=11)
2Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.3%
hist -0.85–-0.29% · other way +4.19% (n=12)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.2%
hist -1.91–+2.28% · other way +10.05% (n=12)
4Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.0%
hist -0.7–-0.23% · other way +0.03% (n=12)
5Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.02–+0.57% · other way +5.73% (n=12)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.0%
model prior · unmeasured
7Micron MUon Hyperliquid 📈 chartEquity▼ -0.9%
hist -3.95–+0.47% · other way -1.63% (n=12)
8Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.59–-0.02% · other way +1.37% (n=12)
9Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -8.42–+2.2% · other way +0.11% (n=11)
10Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -5.12–+1.55% · other way +3.62% (n=12)
11Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.6%
hist +0.07–+0.73% · other way -2.93% (n=12)
12Tech sector XLK 📈 chartEquity▼ -0.7%
hist -0.43–-0.21% · other way +0.4% (n=12)
13S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -1.19–+0.23% · other way +1.24% (n=12)
14AMD AMDon Hyperliquid 📈 chartEquity▼ -0.6%
hist -1.17–+0.12% · other way -3.31% (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 cash hedge.
Also moves (not yet on Hyperliquid): Tech sector -0.7% · High-yield credit -0.3% · Financials -0.2% · JPMorgan -0.2%

Why we may diverge from history

Trust the cascade short on XLF: history's +3% leans entirely on the Dot-com-2000 +23% outlier — an ancient, non-comparable regime; the recent, on-channel analogues sit flat-to-minus-6%.

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.

TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 Megacap AI-capex doubt selloff 2024-07 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Didi removed from China app stores after NYSE IPO 2021-07 Nvidia crypto-glut guidance crash 2018-11 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 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 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Nikkei 225 surpasses its 1989 bubble peak 2024-02 ARM debuts on Nasdaq with a 25% first-day pop 2023-09 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 Alibaba announces historic split into six business units 2023-03 Regional-bank panic deepens after Signature seizure 2023-03 India Adani-Hindenburg rout 2023-01 Solana craters toward $8 on FTX/Alameda overhang 2022-12 Offshore yuan hits a record low 2022-11 CoinDesk exposes Alameda's FTT-heavy balance sheet 2022-11 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 China fires ballistic missiles into Japan's EEZ during Taiwan drills 2022-08 Three Arrows Capital liquidation order 2022-06 Celsius Network freezes withdrawals 2022-06 Alibaba upsizes buyback to record $25 billion 2022-03
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-7.7% · 5d -6.4%72%39 0.34✓ matches cascade
MU MUSHORT-3.0% · 5d -3.2%71%40 0.32✓ matches cascade
INTC INTCSHORT-4.4% · 5d -2.7%65%40 0.30✓ matches cascade
ETH ETHSHORT-7.2% · 5d -5.3%63%40 0.21✓ matches cascade
JPM JPMLONG+1.3% · 5d +0.4%63%40 0.21⚠ differs
NVDA NVDASHORT-0.2% · 5d -3.1%63%40 0.19✓ matches cascade
XLF XLFLONG+0.6% · 5d +0.2%61%40 0.19⚠ differs
Gold XAULONG+0.5% · 5d -0.2% ↺ fades61%40 0.19·
AMD AMDSHORT-0.8% · 5d -2.2%61%40 0.17✓ matches cascade
NDX NDXSHORT-0.2% · 5d -1.1%61%40 0.16✓ matches cascade
Bitcoin BTCSHORT-4.4% · 5d -3.1%59%40 0.14✓ matches cascade
QCOM QCOMSHORT-2.2% · 5d -2.7%57%40 0.11✓ matches cascade
US dollar DXYSHORT-0.0% · 5d +0.0% ↺ fades55%40 0.09·
SMH SMHLONG+0.3% · 5d -0.8% ↺ fades53%40 0.06⚠ differs

Why this probability

Novel structural trigger; no real bioweapon-uplift precedent has forced rollbacks; 1-3yr window helps slightly. A base‑rate‑anchored prior, continuously scored against what actually happens — not a forecast.

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.