🧠 Technology & AI risk-off · 1–3 years
A what‑if from the future

What if Memory glut snap-back craters DRAM/NAND pricing?

Capacity added at the top of the cycle floods the market just as AI memory demand cools, snapping DRAM and NAND prices lower and swinging memory makers to losses.

42%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 42% · 90% range 15–69% · 40 analogues · measured class supply_chain 46% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — supply_chain ≈0.2052/yr → 46% in 3 yr46%
Analyst prior · editorial share 100% of the class50%
Pooled · weight 87%43%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)43%
Published42%

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. Capacity added at the top of the cycle floods the market just as AI memory demand cools, snapping DRAM and NAND prices lower and swinging memory makers to losses. The trigger decomposes into signed root‑shocks — AI capex ▼ · Industrial demand ▼ · 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▼ -1.3%
hist -2.55–+0.21% · other way +10.73% (n=11)
2TSMC TSMon Hyperliquid 📈 chartEquity▼ -1.1%
hist -1.33–-0.1% · other way +1.22% (n=11)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.52–-0.05% · other way +1.87% (n=11)
4Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.77–+0.35% · other way +1.38% (n=10)
5Micron MUon Hyperliquid 📈 chartEquity▼ -0.8%
hist -2.23–+0.42% · other way -1.56% (n=11)
6ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.7%
hist -2.67–+0.86% · other way -2.85% (n=11)
7Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -8.64–+0.93% · other way -6.82% (n=9)
8AMD AMDon Hyperliquid 📈 chartEquity▼ -0.5%
hist -0.53–-0.08% · other way -1.39% (n=11)
9Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -1.29–+2.76% · other way +0.53% (n=11)
10Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.4%
model prior · unmeasured
11MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.77–+1.08% · other way +17.05% (n=11)
12Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -10.15–+1.53% · other way +3.52% (n=9)
13Qualcomm QCOMon Hyperliquid 📈 chartEquity▼ -0.4%
hist -2.62–+0.85% · other way -1.53% (n=11)
14Freeport (copper) FCX 📈 chartEquity▼ -0.3%
hist -3.88–+0.64% · other way +1.61% (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): Freeport (copper) -0.3% · Tech sector -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.

Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 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 Gold tops $2,500 for the first time on Fed rate-cut bets 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 Didi removed from China app stores after NYSE IPO 2021-07 Gold closes above $2,000/oz for the first time 2020-08 Nvidia crypto-glut guidance crash 2018-11 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 Gold futures velocity-logic flash crash 2014-01 Gold all-time peak of $1,921/oz 2011-09 Egyptian revolution / Mubarak uprising 2011-01 Soviet August coup attempt against Gorbachev 1991-08 Chernobyl disaster 1986-04 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Iran hostage crisis / US freezes Iranian assets 1979-11 Three Mile Island partial meltdown 1979-03 1979 Iranian Revolution oil shock 1979-01 Fatal mud-rush halts Freeport's Grasberg, tightening copper supply 2025-09 Trump's 50% copper tariff sends Comex copper to a record 2025-07 Israel strikes Iran — Operation Rising Lion 2025-06 Anglo American demerges Valterra Platinum 2025-06 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 DRC suspends cobalt exports 2025-02 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 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 Report of a Blackwell design flaw signals a multi-month delay 2024-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-6.8% · 5d -5.3%77%27 0.38✓ matches cascade
ETH ETHSHORT-8.3% · 5d -5.4%73%28 0.36✓ matches cascade
FCX FCXSHORT-3.2% · 5d -1.7%71%33 0.34✓ matches cascade
Gold XAULONG+0.9% · 5d -0.2% ↺ fades67%33 0.28·
COIN COINSHORT-1.6% · 5d -0.3%62%26 0.23✓ matches cascade
Volatility VIXLONG+5.3% · 5d -0.4% ↺ fades62%34 0.22✓ matches cascade
NDX NDXSHORT-0.3% · 5d -1.3%65%35 0.21✓ matches cascade
US dollar DXYSHORT-0.2% · 5d +0.2% ↺ fades62%40 0.20·
NVDA NVDASHORT-1.7% · 5d -3.5%65%33 0.19✓ matches cascade
INTC INTCSHORT-2.3% · 5d -2.2%60%36 0.19✓ matches cascade
Bitcoin BTCSHORT-3.6% · 5d -2.3%62%30 0.19✓ matches cascade
MU MUSHORT-1.7% · 5d -0.8%60%35 0.17✓ matches cascade
AMD AMDSHORT-0.2% · 5d -1.9%60%36 0.15✓ matches cascade
MRVL MRVLLONG+2.8% · 5d -0.8% ↺ fades59%33 0.15⚠ 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.