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

What if HBM/DRAM memory super-cycle: prices spike +275%?

AI demand and disciplined supply drive a memory super-cycle with HBM and DRAM contract prices up sharply, delivering windfall margins to the memory oligopoly.

32%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 32% · 90% range 10–53% · 40 analogues · measured class tech_ai_bull 35% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 35% in 18 mo35%
Analyst prior · editorial share 100% of the class58%
Pooled · weight 87%33%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)33%
Published32%

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-on shock. AI demand and disciplined supply drive a memory super-cycle with HBM and DRAM contract prices up sharply, delivering windfall margins to the memory oligopoly. 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▲ +1.5%
hist -0.86–+4.19% · other way +0.74% (n=11)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +1.0%
hist -0.45–+3.05% · other way +0.61% (n=10)
3Micron MUon Hyperliquid 📈 chartEquity▲ +1.0%
hist +0.08–+0.72% · other way +2.64% (n=12)
4TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.9%
hist -0.23–+1.95% · other way -1.8% (n=11)
5Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.9%
hist -0.33–+1.92% · other way +0.26% (n=11)
6Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.7%
hist -9.9–+2.02% · other way +4.67% (n=5)
7MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.7%
hist -6.56–+19.84% · other way -2.01% (n=11)
8ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.6%
hist -1.83–+0.72% · other way -0.45% (n=11)
9AMD AMDon Hyperliquid 📈 chartEquity▲ +0.6%
hist -1.37–+0.75% · other way -1.43% (n=12)
10Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.14–+1.12% · other way +1.37% (n=11)
11Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.6%
model prior · unmeasured
12Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.5%
hist +0.16–+0.36% · other way -2.25% (n=5)
13Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.4%
hist -0.11–+0.36% · other way +0.64% (n=12)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.4%
hist -1.4–+3.28% · other way +2.64% (n=7)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Freeport (copper) +0.3% · 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.

Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Neuralink implants its first human brain-computer interface 2024-01 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 Silver hits 30-year high as JPMorgan and HSBC face manipulation suits 2010-10 Soviet August coup attempt against Gorbachev 1991-08 Volcker Saturday Night Special 1979-10 India RBI growth-pivot rate cut 2025-12 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 Anglo American demerges Valterra Platinum 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 DRC suspends cobalt exports 2025-02 TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Nasdaq Composite first close above 20000 2024-12 Marvell's Q3 FY2025 AI-silicon results drive a record surge 2024-12 S&P 500 first close above 6000 2024-11 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Nikkei 225 record single-day rebound 2024-08 Megacap AI-capex doubt selloff 2024-07 India slashes gold import duty from 15% to 6% in 2024 budget 2024-07 Nvidia becomes world's most valuable company 2024-06 BHP abandons $49bn takeover bid for Anglo American 2024-05 Comex copper hits record on New York short squeeze 2024-05 Alphabet announces its first-ever dividend 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 Nikkei 225 surpasses its 1989 bubble peak 2024-02 S&P 500 first close above 5000 2024-02 ARM's first earnings as a public company spark a huge rally 2024-02 Panama Supreme Court voids Cobre Panama copper concession 2023-11 Newmont completes $15bn Newcrest takeover to lead global gold 2023-11 Nifty 50 first crosses 20000 2023-09 RTX takes $3B charge on Pratt & Whitney GTF engine flaw 2023-09
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-8.6% · 5d -7.0%72%36 0.32⚠ differs
SPX SPXLONG+0.8% · 5d +0.3%69%40 0.31✓ matches cascade
AVGO AVGOLONG+2.3% · 5d -1.2% ↺ fades64%38 0.27✓ matches cascade
ASML ASMLSHORT-1.9% · 5d -2.3%66%38 0.24⚠ differs
QCOM QCOMSHORT-2.3% · 5d -1.6%66%38 0.24⚠ differs
High-yield credit HYGSHORT-0.3% · 5d -0.0%66%38 0.22⚠ differs
MSTR MSTRLONG+17.9% · 5d +1.0%60%38 0.19✓ matches cascade
TSM TSMLONG+1.4% · 5d -1.2% ↺ fades62%38 0.18✓ matches cascade
AMD AMDSHORT-1.5% · 5d -2.4%61%39 0.17⚠ differs
Gold XAULONG+0.8% · 5d -0.7% ↺ fades60%38 0.15·
INTC INTCSHORT-1.5% · 5d -1.8%57%39 0.14⚠ differs
NVDA NVDALONG+3.2% · 5d -1.3% ↺ fades57%38 0.12✓ matches cascade
XLK XLKSHORT-0.0% · 5d -0.6%57%38 0.11⚠ differs
US dollar DXYSHORT-0.2% · 5d -0.1%57%40 0.11·

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.