🧠 Technology & AI risk-off · 6–18 months
A what‑if from the future

What if a neocloud defaults on its GPU-backed lease debt?

GPU-backed lease default is the AI-credit fragility trade: HY spreads gap, Nvidia sells off on neocloud demand-pull risk, and financials lead as the marginal lenders. The credit-contagion template is BNP Paribas Aug-2007 / Lehman 2008 — a single funding freeze repricing an entire collateral class. Forward angle: GPUs depreciate far faster than mortgages, so recovery values are worse than 2008 housing — but the systemic footprint is smaller and contained to private credit, not deposit-taking banks.

27%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 27% · 90% range 11–44% · 40 analogues · measured class tech_ai_bear 72% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 72% in 18 mo72%
Analyst prior · editorial share 41% of the class30%
Pooled · weight 87%28%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)28%
Published27%

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. A leveraged neocloud defaults on GPU-backed lease debt, exposing AI-infrastructure credit fragility. The trigger decomposes into signed root‑shocks — AI capex ▼ · Credit spreads ▲ — 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▼ -1.4%
hist -1.41–+0.71% · other way +4.24% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.1%
hist -1.32–+1.55% · other way +6.77% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▼ -1.0%
hist -0.86–+0.19% · other way -0.67% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.63–+0.67% · other way +1.99% (n=12)
5High-yield credit HYG 📈 chartRate▼ -0.5%
hist -0.38–-0.11% · other way -0.33% (n=12)
6AMD AMDon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.52–+0.31% · other way -2.37% (n=12)
7TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.4–+0.02% · other way +2.14% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.44–+0.12% · other way +0.42% (n=12)
9Financials XLF 📈 chartEquity▼ -0.3%
hist -0.22–+0.01% · other way -1.53% (n=12)
10ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.4%
hist -2.39–+0.73% · other way -0.37% (n=12)
11MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -2.1–+0.56% · other way +9.23% (n=12)
12Qualcomm QCOMon Hyperliquid 📈 chartEquity▼ -0.3%
hist -2.48–+0.82% · other way -2.37% (n=12)
13JPMorgan JPM 📈 chartEquity▼ -0.3%
hist -0.39–+0.4% · other way -1.0% (n=12)
14Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.2%
hist -2.18–+5.07% · other way -4.69% (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): High-yield credit -0.5% · Financials -0.3% · JPMorgan -0.3%

Why we may diverge from history

Trust the cascade SHORT JPM: history is stale and contaminated — it averages a 2008 Lehman print with off-channel Micron memory windows, so +4.1% is meaningless for AI-lease credit contagion to banks.

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 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Kaisa Group offshore default 2021-12 Didi removed from China app stores after NYSE IPO 2021-07 Nvidia crypto-glut guidance crash 2018-11 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Portugal requests EU-IMF bailout 2011-04 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01 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 New Century Financial bankruptcy 2007-04 Turkey lets the lira float 2001-02 Mexico $50bn international rescue package 1995-01 Hong Kong Stock Exchange four-day closure after Black Monday 1987-10 Penn Square Bank failure 1982-07 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
Bitcoin BTCSHORT-5.8% · 5d -2.1%68%21 0.28✓ matches cascade
Gold XAULONG+0.6% · 5d +0.1%61%37 0.19·
MSTR MSTRSHORT-1.8% · 5d -2.2%61%37 0.18✓ matches cascade
SMH SMHLONG+1.0% · 5d -1.2% ↺ fades58%37 0.13⚠ differs
10y yield DGS10SHORT-13bp · 5d -4bp57%40 0.13·
ASML ASMLSHORT-2.1% · 5d -3.8%58%37 0.12✓ matches cascade
High-yield credit HYGSHORT-0.1% · 5d +0.1% ↺ fades56%35 0.11✓ matches cascade
XLF XLFLONG+0.1% · 5d -0.7% ↺ fades56%37 0.11⚠ differs
QCOM QCOMSHORT-2.2% · 5d -3.3%57%38 0.10✓ matches cascade
AVGO AVGOLONG+2.1% · 5d -1.4% ↺ fades54%29 0.07⚠ differs
Volatility VIXLONG+4.8% · 5d +2.0%53%38 0.05✓ matches cascade
US dollar DXYLONG+0.3% · 5d +0.1%51%40 0.02·
NVDA NVDALONG+1.4% · 5d -3.7% ↺ fades45%37 0.00⚠ differs
MU MULONG+0.6% · 5d -4.1% ↺ fades44%39 0.00⚠ differs

Why this probability

Neocloud GPU-lease leverage real and fragile; 18mo window; first default plausible as rates bite. 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.