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

What if hyperscaler in-house chips erode merchant GPU demand faster than expected?

Hyperscaler in-house accelerators erode merchant-GPU demand faster than expected, repricing the dominant AI-chip franchise and its rich valuation.

10%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 10% · 90% range 0–22% · 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 38% of the class10%
Pooled · weight 87%11%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)11%
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 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. Hyperscaler in-house accelerators erode merchant-GPU demand faster than expected, repricing the dominant AI-chip franchise and its rich valuation. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · AI capex ▼ · 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▼ -1.7%
hist -1.08–-0.44% · other way +4.13% (n=12)
2TSMC TSMon Hyperliquid 📈 chartEquity▼ -1.5%
hist -1.57–-0.25% · other way +1.64% (n=12)
3Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.1%
hist -1.36–+2.41% · other way +5.76% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -1.1%
hist -0.71–-0.02% · other way +1.4% (n=12)
5Micron MUon Hyperliquid 📈 chartEquity▼ -1.0%
hist -3.41–+0.52% · other way -1.7% (n=12)
6ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.9%
hist -2.09–+0.44% · other way -0.91% (n=12)
7AMD AMDon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.53–-0.15% · other way -2.72% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.88–+1.06% · other way -0.28% (n=12)
9Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -12.19–+0.98% · other way -17.76% (n=11)
10Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.7%
hist -2.47–+1.58% · other way -2.31% (n=12)
11MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.88–+0.8% · other way +8.12% (n=12)
12Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.6%
model prior · unmeasured
13Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.5%
hist -0.33–-0.12% · other way -0.05% (n=12)
14Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -8.48–+1.74% · other way -0.19% (n=11)

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 -0.3% · High-yield credit -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.

Israel strikes Iran — Operation Rising Lion 2025-06 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 VIX third-highest spike on record 2024-08 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 Evergrande debt crisis - global selloff 2021-09 Didi removed from China app stores after NYSE IPO 2021-07 COVID-19 fourth circuit breaker 2020-03 Saudi-Russia oil price war 2020-03 Worst Christmas Eve selloff on record 2018-12 Nvidia crypto-glut guidance crash 2018-11 February 2018 hot wage print triggers rate scare 2018-02 North Korea 'fire and fury' nuclear scare 2017-08 August 24, 2015 ETF flash crash 2015-08 SEC approves Limit Up-Limit Down plan and revised market-wide circuit breakers 2012-05 US-downgrade Black Monday equity rout and VIX spike to 48 2011-08 Egyptian revolution / Mubarak uprising 2011-01 VIX record intraday high of 89.53 2008-10 Shanghai Sneeze global selloff with then-record VIX spike 2007-02 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Tariff-pause record rally and VIX collapse 2025-04 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 Report of a Blackwell design flaw signals a multi-month delay 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 Niger coup d'etat 2023-07
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-9.5% · 5d -6.2%79%28 0.40✓ matches cascade
ETH ETHSHORT-7.1% · 5d -5.9%69%33 0.29✓ matches cascade
Gold XAULONG+1.9% · 5d +0.0%66%40 0.27·
COIN COINSHORT-1.6% · 5d -0.1%64%28 0.26✓ matches cascade
MU MUSHORT-2.6% · 5d -1.1%66%40 0.24✓ matches cascade
INTC INTCSHORT-2.8% · 5d -2.3%61%40 0.20✓ matches cascade
AVGO AVGOLONG+2.7% · 5d -1.0% ↺ fades60%38 0.18⚠ differs
QCOM QCOMSHORT-3.1% · 5d -1.8%62%40 0.18✓ matches cascade
NVDA NVDASHORT-0.2% · 5d -1.6%62%40 0.17✓ matches cascade
SMH SMHLONG+0.4% · 5d +0.0%56%40 0.09⚠ differs
MRVL MRVLLONG+1.4% · 5d -0.1% ↺ fades56%40 0.09⚠ differs
High-yield credit HYGLONG+0.2% · 5d -0.1% ↺ fades54%39 0.07⚠ differs
US dollar DXYSHORT-0.0% · 5d +0.2% ↺ fades54%40 0.06·
Volatility VIXSHORT-2.8% · 5d +4.0% ↺ fades52%40 0.04⚠ differs

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.