📈 Markets & Finance risk-off · 6–18 months
A what‑if from the future

What if an AI-investment bust collapses tech lending and data-center financing at banks?

An AI-investment bust collapses tech valuations and data-center/equipment lending, hitting bank exposures to the over-built AI supply chain and venture credit.

6%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 6% · 90% range 0–14% · 40 analogues · measured class supply_chain 26% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — supply_chain ≈0.2052/yr → 26% in 18 mo26%
Analyst prior · editorial share 19% of the class5%
Pooled · weight 87%6%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)6%
Published6%

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 6–18 months 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. An AI-investment bust collapses tech valuations and data-center/equipment lending, hitting bank exposures to the over-built AI supply chain and venture credit. The trigger decomposes into signed root‑shocks — AI capex ▼ · Recession signal ▲ · Risk appetite ▼ · Semiconductor supply risk ▲ — 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▼ -2.2%
hist -2.06–+0.74% · other way +4.13% (n=12)
2TSMC TSMon Hyperliquid 📈 chartEquity▼ -1.5%
hist -1.24–+0.2% · other way +1.64% (n=12)
3Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.5%
hist -1.55–+1.31% · other way +5.76% (n=12)
4Micron MUon Hyperliquid 📈 chartEquity▼ -1.4%
hist -3.77–+0.36% · other way -1.7% (n=12)
5Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -1.4%
hist -0.93–+0.52% · other way +1.4% (n=12)
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.1%
hist -9.13–+1.2% · other way -17.76% (n=11)
7ASML ASMLon Hyperliquid 📈 chartEquity▼ -1.0%
hist -2.89–+0.74% · other way -0.91% (n=12)
8MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.1%
hist -2.03–+3.36% · other way +8.12% (n=12)
9Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.8%
hist -0.55–-0.25% · other way -0.05% (n=12)
10Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.8%
model prior · unmeasured
11AMD AMDon Hyperliquid 📈 chartEquity▼ -0.9%
hist -0.81–+0.21% · other way -2.72% (n=12)
12Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.9%
hist -1.13–+1.63% · other way -0.28% (n=12)
13Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -9.14–+2.13% · other way -0.19% (n=11)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -3.76–+1.18% · other way +2.62% (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% · Financials -0.4% · High-yield credit -0.4% · 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.

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 Report of a Blackwell design flaw signals a multi-month delay 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 China imposes gallium and germanium export controls 2023-07 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-7.3% · 5d -5.8%73%37 0.35✓ matches cascade
MU MUSHORT-2.8% · 5d -3.0%69%40 0.29✓ matches cascade
Gold XAULONG+1.1% · 5d -0.1% ↺ fades67%40 0.28·
ETH ETHSHORT-7.8% · 5d -5.4%66%38 0.25✓ matches cascade
JPM JPMLONG+1.4% · 5d +0.3%65%40 0.23⚠ differs
XLF XLFLONG+0.3% · 5d +0.0%61%40 0.19⚠ differs
US dollar DXYSHORT-0.3% · 5d +0.0% ↺ fades61%40 0.19·
INTC INTCSHORT-4.6% · 5d -3.3%59%40 0.18✓ matches cascade
SMH SMHLONG+1.0% · 5d -0.4% ↺ fades59%40 0.16⚠ differs
MRVL MRVLLONG+2.0% · 5d -1.3% ↺ fades57%40 0.12⚠ differs
Volatility VIXLONG+1.2% · 5d +1.2%57%40 0.12✓ matches cascade
MSTR MSTRLONG+3.8% · 5d +0.3%55%40 0.10⚠ differs
Bitcoin BTCSHORT-3.2% · 5d -2.5%56%39 0.10✓ matches cascade
QCOM QCOMSHORT-2.2% · 5d -2.4%55%40 0.07✓ 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.