🧠 Technology & AI risk-off · 0–6 months
A what‑if from the future

What if a flagship AI model is recalled after dangerous failures?

A flagship model pulled post-launch for systematic dangerous outputs dents the vendor and raises liability premia, cooling the AI-capex bid — NVDA/AVGO/memory and semis sell off as the demand-pull narrative wobbles, dragging high-beta crypto with it. Rhymes with the Jan-2025 DeepSeek selloff and the Feb-2025 TSMC drop, where a single AI-demand scare repriced the whole chip complex. Channel is a capex-confidence reversal (ai_capex -0.6); the recall is vendor-specific, so the read should concentrate in AI-exposed names rather than the broad tape.

14%
our model probability
over 0–6 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 14% · 90% range 1–26% · 40 analogues · measured class tech_ai_bear 35% in 6 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 35% in 6 mo35%
Analyst prior · editorial share 43% of the class15%
Pooled · weight 87%14%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)14%
Published14%

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 0–6 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 flagship model is pulled post-launch after systematic dangerous-output failures, denting the vendor and raising liability premia. The trigger decomposes into signed root‑shocks — AI capex ▼ · 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▼ -1.3%
hist -0.88–-0.31% · other way +4.19% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.04–+0.56% · other way +5.73% (n=12)
3Micron MUon Hyperliquid 📈 chartEquity▼ -0.9%
hist -3.96–+0.46% · other way -1.63% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.55–+0.01% · other way +1.37% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.7%
hist -9.42–+1.46% · other way -17.09% (n=11)
6MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -1.72–+2.59% · other way +10.05% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.6%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -8.25–+2.3% · other way +0.11% (n=11)
9AMD AMDon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.14–+0.14% · other way -3.31% (n=12)
10TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.52–+0.23% · other way +1.86% (n=12)
11Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.76–+0.93% · other way +0.78% (n=12)
12Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -0.41–-0.07% · other way +0.03% (n=12)
13Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -4.97–+1.64% · other way +3.62% (n=12)
14Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.4%
hist -0.03–+0.56% · other way -2.93% (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 -0.3% · High-yield credit -0.2%

Why we may diverge from history

Trust the cascade SHORT HYG: history is a thin/stale signal — analogues are tiny (-0 to -2%) 2018 chip-tightening and Taiwan windows with near-zero credit content, useless for a model-recall liability shock.

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 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 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 India Adani-Hindenburg rout 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 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 China fires ballistic missiles into Japan's EEZ during Taiwan drills 2022-08 Three Arrows Capital liquidation order 2022-06 Celsius Network freezes withdrawals 2022-06 Alibaba upsizes buyback to record $25 billion 2022-03
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-7.7% · 5d -6.4%72%39 0.34✓ matches cascade
MU MUSHORT-3.0% · 5d -3.2%71%40 0.32✓ matches cascade
INTC INTCSHORT-4.4% · 5d -2.7%65%40 0.30✓ matches cascade
ETH ETHSHORT-7.2% · 5d -5.3%63%40 0.21✓ matches cascade
NVDA NVDASHORT-0.2% · 5d -3.1%63%40 0.19✓ matches cascade
Gold XAULONG+0.5% · 5d -0.2% ↺ fades61%40 0.19·
AMD AMDSHORT-0.8% · 5d -2.2%61%40 0.17✓ matches cascade
NDX NDXSHORT-0.2% · 5d -1.1%61%40 0.16✓ matches cascade
Bitcoin BTCSHORT-4.4% · 5d -3.1%59%40 0.14✓ matches cascade
QCOM QCOMSHORT-2.2% · 5d -2.7%57%40 0.11✓ matches cascade
US dollar DXYSHORT-0.0% · 5d +0.0% ↺ fades55%40 0.09·
SMH SMHLONG+0.3% · 5d -0.8% ↺ fades53%40 0.06⚠ differs
MRVL MRVLLONG+1.2% · 5d -2.0% ↺ fades53%40 0.05⚠ differs
10y yield DGS10SHORT-1bp · 5d +2bp ↺ fades53%40 0.05·

Why this probability

Full frontier-model recall post-launch is rare; guardrails strong; 6mo window short; reputational caution high. 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.