🧠 Technology & AI risk-off · 3–10 years
A what‑if from the future

What if Quantum breaks today's encryption?

A cryptographically-relevant quantum computer arrives before post-quantum migration completes, threatening the cryptography securing finance and the internet.

28%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 28% · 90% range 17–39% · 40 analogues · measured class vol_spike 100% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — vol_spike ≈0.7371/yr → 100% in 10 yr100%
Analyst prior · editorial share 30% of the class30%
Pooled · weight 87%29%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)29%
Published28%

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.

loading the timeline…

What it would mean

If this plays out, it is a risk-off shock. A cryptographically-relevant quantum computer arrives before post-quantum migration completes, threatening the cryptography securing finance and the internet. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · Crypto confidence ▼ · Financial conditions ▲ · 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
1MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -5.6%
hist -3.46–-1.47% · other way -7.85% (n=12)
2Ether ETHon Hyperliquid 📈 chartCrypto▼ -4.8%
hist -14.99–+2.5% · other way -6.7% (n=11)
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -3.6%
hist -13.83–+2.83% · other way -18.56% (n=11)
4Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -3.1%
hist -8.08–+1.3% · other way -5.65% (n=11)
5Coinbase COINon Hyperliquid 📈 chartEquity▼ -2.1%
hist -3.01–+1.05% · other way +2.5% (n=11)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.7%
model prior · unmeasured
7Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +1.1%
hist -0.61–+0.77% · other way -2.32% (n=12)
8Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.9%
hist -0.52–-0.15% · other way +0.57% (n=12)
9S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.6%
hist -0.34–+0.06% · other way -0.89% (n=12)
10Tech sector XLK 📈 chartEquity▼ -0.5%
hist -0.5–+0.53% · other way +1.07% (n=12)
11High-yield credit HYG 📈 chartRate▼ -0.4%
hist -0.39–-0.08% · other way +0.36% (n=12)
12Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.3%
hist -0.73–+1.94% · other way +2.32% (n=12)
13Financials XLF 📈 chartEquity▼ -0.2%
hist -1.61–+0.4% · other way -0.94% (n=12)
14JPMorgan JPM 📈 chartEquity▼ -0.2%
hist -1.51–+0.32% · other way -0.21% (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 -0.5% · High-yield credit -0.4% · Financials -0.2% · JPMorgan -0.2%

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.

Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Israel strikes Iran — Operation Rising Lion 2025-06 VIX third-highest spike on record 2024-08 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Solana craters toward $8 on FTX/Alameda overhang 2022-12 CoinDesk exposes Alameda's FTT-heavy balance sheet 2022-11 Three Arrows Capital liquidation order 2022-06 Celsius Network freezes withdrawals 2022-06 Kaisa Group offshore default 2021-12 Evergrande debt crisis - global selloff 2021-09 Iron Finance TITAN collapse 2021-06 Bitcoin May 2021 crash 2021-05 COVID-19 fourth circuit breaker 2020-03 COVID-19 second Level-1 circuit breaker 2020-03 Worst Christmas Eve selloff on record 2018-12 Nvidia crypto-glut guidance crash 2018-11 February 2018 hot wage print triggers rate scare 2018-02 North Korea 'fire and fury' nuclear scare 2017-08 China-led global 'Black Monday' rout 2015-08 HYG record outflows in 2014 high-yield rout 2014-10 Bitcoin April 2013 Mt. Gox-overload crash 2013-04 Spain requests EUR100bn bank bailout 2012-06 SEC approves Limit Up-Limit Down plan and revised market-wide circuit breakers 2012-05 Bankia nationalised in Spain's banking crisis 2012-05 US-downgrade Black Monday equity rout and VIX spike to 48 2011-08 Portugal requests EU-IMF bailout 2011-04 Egyptian revolution / Mubarak uprising 2011-01 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 VIX record intraday high of 89.53 2008-10 Fannie Mae and Freddie Mac conservatorship 2008-09 IndyMac Bank seized by the Office of Thrift Supervision 2008-07 Northern Rock bank run 2007-09 American Home Mortgage bankruptcy 2007-08 Bear Stearns freezes redemptions on subprime hedge funds 2007-06
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-11.0% · 5d -13.7%83%12 0.56✓ matches cascade
ETH ETHSHORT-11.5% · 5d -9.6%71%17 0.37✓ matches cascade
JPM JPMSHORT-1.2% · 5d -1.2%65%40 0.27✓ matches cascade
AVGO AVGOLONG+3.0% · 5d -1.1% ↺ fades63%32 0.24⚠ differs
SMH SMHLONG+1.9% · 5d +0.0%63%39 0.22⚠ differs
XLF XLFSHORT-1.4% · 5d -1.2%62%39 0.21✓ matches cascade
SPX SPXLONG+0.3% · 5d -0.7% ↺ fades61%40 0.20⚠ differs
Bitcoin BTCSHORT-6.0% · 5d -6.6%60%20 0.19✓ matches cascade
US dollar DXYLONG+0.5% · 5d +0.2%61%40 0.18·
Volatility VIXSHORT-1.0% · 5d +2.2% ↺ fades59%39 0.17⚠ differs
MSTR MSTRSHORT-0.6% · 5d -4.0%60%39 0.16✓ matches cascade
COIN COINLONG+2.3% · 5d +0.5%58%12 0.15⚠ differs
NDX NDXLONG+0.1% · 5d -1.2% ↺ fades58%40 0.14⚠ differs
MU MUSHORT-0.9% · 5d -2.1%58%40 0.13✓ 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.