📈 Markets & Finance risk-off · 1–3 years
A what‑if from the future

What if AI-related capex mean-reverts, removing a key US GDP growth pillar?

AI-related capex, which propped up US GDP growth, mean-reverts as build-out stalls, removing a key growth pillar and revealing soft underlying demand.

10%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 10% · 90% range 2–18% · 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 10% of the class9%
Pooled · weight 87%10%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)10%
Published10%

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. AI-related capex, which propped up US GDP growth, mean-reverts as build-out stalls, removing a key growth pillar and revealing soft underlying demand. The trigger decomposes into signed root‑shocks — AI capex ▼ · Growth surprise ▼ · Recession signal ▲ · 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
1Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.6%
hist -1.78–+1.2% · other way +4.19% (n=12)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.5%
hist -1.93–+2.59% · other way +10.05% (n=12)
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.3%
hist -10.82–+1.38% · other way -17.09% (n=11)
4Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.2%
hist -1.43–+1.47% · other way +5.73% (n=12)
5Micron MUon Hyperliquid 📈 chartEquity▼ -1.1%
hist -3.58–+0.4% · other way -1.63% (n=12)
6Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -1.1%
hist -0.83–+0.75% · other way +1.37% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.1%
model prior · unmeasured
8Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.0%
hist -0.65–-0.27% · other way +0.03% (n=12)
9Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.9%
hist -9.55–+2.16% · other way +0.11% (n=11)
10Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.8%
hist -0.19–+1.56% · other way -2.93% (n=12)
11Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -4.16–+1.28% · other way +3.62% (n=12)
12AMD AMDon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.79–+0.62% · other way -3.31% (n=12)
13TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.92–+0.97% · other way +1.86% (n=12)
14Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.94–+1.49% · other way +0.78% (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): Financials -0.6% · Tech sector -0.6% · High-yield credit -0.6% · JPMorgan -0.3%

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 August 24, 2015 ETF flash crash 2015-08 Greece first EU/IMF bailout 2010-05 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 Weak July 2024 jobs report triggers Sahm-rule growth scare 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 Brookfield defaults on LA office towers 2023-02 India Adani-Hindenburg rout 2023-01 TSMC cuts 2023 capex on chip-demand downturn 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-8.6% · 5d -5.8%73%37 0.36✓ matches cascade
CL CLSHORT-1.1% · 5d -1.4%71%40 0.34✓ matches cascade
MU MUSHORT-2.7% · 5d -2.9%69%40 0.29✓ matches cascade
ETH ETHSHORT-8.1% · 5d -5.0%66%38 0.25✓ matches cascade
Gold XAULONG+1.1% · 5d -0.1% ↺ fades65%40 0.25✓ matches cascade
JPM JPMLONG+1.3% · 5d +0.3%65%40 0.23⚠ differs
INTC INTCSHORT-4.7% · 5d -3.1%61%40 0.22✓ matches cascade
SMH SMHLONG+1.2% · 5d -0.3% ↺ fades59%40 0.17⚠ differs
XLF XLFLONG+0.3% · 5d +0.1%59%40 0.16⚠ differs
US dollar DXYSHORT-0.2% · 5d +0.0% ↺ fades59%40 0.16·
MRVL MRVLLONG+1.7% · 5d -1.4% ↺ fades57%40 0.12⚠ differs
MSTR MSTRLONG+3.2% · 5d -0.5% ↺ fades55%40 0.10⚠ differs
Bitcoin BTCSHORT-3.5% · 5d -2.3%56%39 0.10✓ matches cascade
QCOM QCOMSHORT-2.4% · 5d -2.4%57%40 0.10✓ 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.