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

What if an AI-asset unwind impairs banks across margin loans, data-center credit, and underwriting?

An AI-asset unwind impairs bank exposures across margin loans, data-center credit and equity underwriting, the multi-channel transmission supervisors stress-test for.

9%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 9% · 90% range 1–17% · 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 9% of the class8%
Pooled · weight 87%10%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)10%
Published9%

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. An AI-asset unwind impairs bank exposures across margin loans, data-center credit and equity underwriting, the multi-channel transmission supervisors stress-test for. The trigger decomposes into signed root‑shocks — AI capex ▼ · Credit spreads ▲ · 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
1Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -1.4%
hist -1.43–+0.7% · other way +4.24% (n=12)
2MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -1.5%
hist -2.69–+0.2% · other way +9.23% (n=12)
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -1.2%
hist -16.57–+0.47% · other way -18.52% (n=10)
4Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.1%
hist -1.33–+1.52% · other way +6.77% (n=12)
5Micron MUon Hyperliquid 📈 chartEquity▼ -1.0%
hist -0.89–+0.17% · other way -0.67% (n=12)
6Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.9%
hist -1.06–-0.07% · other way +0.24% (n=12)
7Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.9%
hist -10.66–+2.15% · other way -0.75% (n=10)
8Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.9%
hist -0.72–+0.6% · other way +1.99% (n=12)
9Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.9%
model prior · unmeasured
10Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.8%
hist -6.99–+1.37% · other way +2.89% (n=11)
11Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.8%
hist -1.97–+5.43% · other way -4.69% (n=12)
12High-yield credit HYG 📈 chartRate▼ -0.8%
hist -0.56–-0.22% · other way -0.33% (n=12)
13S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.6%
hist -1.51–+0.34% · other way +0.88% (n=12)
14AMD AMDon Hyperliquid 📈 chartEquity▼ -0.6%
hist -0.6–+0.26% · other way -2.37% (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 -0.8% · Financials -0.6% · Tech sector -0.5% · JPMorgan -0.5%

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
SOL SOLSHORT-12.4% · 5d -7.3%87%19 0.49✓ matches cascade
Bitcoin BTCSHORT-5.8% · 5d -2.1%68%21 0.28✓ matches cascade
ETH ETHSHORT-8.9% · 5d -4.5%69%20 0.27✓ 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
COIN COINSHORT-0.0% · 5d +2.4% ↺ fades57%19 0.11✓ matches cascade
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
NDX NDXSHORT-0.5% · 5d -1.7%54%39 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.