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

What if DeepSeek-style efficiency shock dents the capex narrative?

A surprise low-cost frontier model trained on far less compute reignites fears that AI capex is overbuilt, triggering a sharp one-day de-rating of the accelerator chain.

24%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 24% · 90% range 1–46% · 26 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 100% of the class30%
Pooled · weight 81%24%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)24%
Published24%

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 surprise low-cost frontier model trained on far less compute reignites fears that AI capex is overbuilt, triggering a sharp one-day de-rating of the accelerator chain. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · 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▼ -0.9%
hist -1.05–+0.69%
2TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.9%
hist -1.22–+-0.0%
3Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.62–-0.1%
4Micron MUon Hyperliquid 📈 chartEquity▼ -0.8%
hist -3.31–+0.81%
5MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -5.0–+10.69%
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -19.93–-1.35%
7Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.6%
hist -0.37–-0.18%
8ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.86–+0.42%
9Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
10Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -4.09–+1.77%
11AMD AMDon Hyperliquid 📈 chartEquity▼ -0.4%
hist -2.29–+0.44%
12Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.54–+0.43%
13Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -0.95–+1.35%
14Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.4%
hist +0.02–+0.45%

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 -0.2%

Historical precedent — what analogous events actually did

Across 26 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 Megacap AI-capex doubt selloff 2024-07 Neuralink implants its first human brain-computer interface 2024-01 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 Nikkei 225 record single-day rebound 2024-08 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Nikkei 225 surpasses its 1989 bubble peak 2024-02 LK-99 room-temperature superconductor claim 2023-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 CHIPS and Science Act signed 2022-07 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Didi removed from China app stores after NYSE IPO 2021-07 Wegovy 2021-06 First mRNA COVID-19 vaccine authorized 2020-12 He Jiankui announces CRISPR-edited babies 2018-11 Nvidia crypto-glut guidance crash 2018-11 SpaceX lands an orbital rocket booster 2015-12 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Soviet August coup attempt against Gorbachev 1991-08 Cuban Missile Crisis 1962-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-13.9% · 5d -7.0%95%19 0.62✓ matches cascade
US dollar DXYSHORT-0.3% · 5d -0.1%67%25 0.27·
QCOM QCOMSHORT-2.8% · 5d -2.8%67%24 0.25✓ matches cascade
Gold XAULONG+0.6% · 5d -0.2% ↺ fades65%24 0.25·
AMD AMDSHORT-1.9% · 5d -1.8%67%25 0.23✓ matches cascade
TSM TSMSHORT-0.7% · 5d -1.8%60%24 0.15✓ matches cascade
INTC INTCSHORT-3.8% · 5d -1.8%58%25 0.15✓ matches cascade
MU MUSHORT-2.7% · 5d -2.7%60%25 0.14✓ matches cascade
ASML ASMLSHORT-1.5% · 5d -2.4%60%24 0.14✓ matches cascade
MSTR MSTRLONG+10.6% · 5d +1.4%55%24 0.09⚠ differs
SMH SMHSHORT-0.1% · 5d -0.4%55%24 0.07✓ matches cascade
High-yield credit HYGLONG+0.1% · 5d -0.0% ↺ fades55%24 0.07⚠ differs
10y yield DGS10SHORT-3bp · 5d -1bp53%25 0.04·
NVDA NVDALONG+1.2% · 5d -1.0% ↺ fades45%24 0.00⚠ 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.