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

What if AI demand stalls and leaves data centers overbuilt?

If AI demand stalls and hyperscalers cancel leases, overbuilt data-center REITs face stranded-asset writedowns and the capex bellwethers (NVDA, AVGO, Micron) lead lower as the build-out thesis cracks. Rhymes with the Jan-2025 DeepSeek selloff that briefly torched AI-capex names, and the 2000-01 telecom dark-fiber glut. Forward angle: power-purchase and lease economics are the tell — watch hyperscaler capex guidance; the REIT/stranded-power channel is the novel leg vs. a pure semi cycle.

21%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 21% · 90% range 9–33% · 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 24% of the class22%
Pooled · weight 87%22%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)22%
Published21%

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 demand stalls, hyperscalers cancel leases, and overbuilt data-center REITs face stranded-asset writedowns and falling power-purchase values. The trigger decomposes into signed root‑shocks — AI capex ▼ · Growth surprise ▼ · 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▼ -2.6%
hist -2.42–+0.82% · other way +4.19% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -2.0%
hist -1.87–+1.19% · other way +5.73% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▼ -1.9%
hist -3.87–+0.22% · other way -1.63% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -1.5%
hist -1.01–+0.64% · other way +1.37% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.4%
hist -10.88–+1.35% · other way -17.09% (n=11)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.4%
hist -1.91–+2.62% · other way +10.05% (n=12)
7Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -1.1%
hist -0.76–-0.34% · other way +0.03% (n=12)
8Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -1.1%
model prior · unmeasured
9Ether ETHon Hyperliquid 📈 chartCrypto▼ -1.0%
hist -9.56–+2.15% · other way +0.11% (n=11)
10AMD AMDon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.02–+0.48% · other way -3.31% (n=12)
11TSMC TSMon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.13–+0.82% · other way +1.86% (n=12)
12Marvell MRVLon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.06–+1.29% · other way +0.78% (n=12)
13Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -4.17–+1.28% · other way +3.62% (n=12)
14ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.9%
hist -2.25–+0.53% · 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 gold 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's SHORT on XLF: the +2.9% history is anchored to the 2000 dot-com window (+23%) and isolated chip-specific dips, none of which test financials' exposure to a multi-year data-center REIT stranded-asset write-down.

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
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
Volatility VIXLONG+1.0% · 5d +1.1%55%40 0.08✓ matches cascade

Why this probability

AI capex still strong mid-2026; demand stall and lease cancellations a real 1-3yr risk. 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.