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

What if DDR5/conventional DRAM crunch as HBM cannibalizes capacity?

Memory makers divert wafers to lucrative HBM, starving conventional DRAM supply and spiking prices for PCs, phones and servers in an unusual shortage.

23%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 23% · 90% range 3–44% · 27 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 52% of the class24%
Pooled · weight 82%24%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)24%
Published23%

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 mixed shock. Memory makers divert wafers to lucrative HBM, starving conventional DRAM supply and spiking prices for PCs, phones and servers in an unusual shortage. 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
1TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.5%
hist -3.23–+0.64% · other way +4.87% (n=11)
2ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.2%
hist -2.96–+1.04% · other way +2.4% (n=11)
3Freeport (copper) FCX 📈 chartEquity▲ +0.2%
hist -2.69–+0.86% · other way +8.32% (n=11)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Long
For a common-man portfolio: Mixed for a typical portfolio — the move is more about rotation than direction. Favour the winners over the losers below rather than net exposure.
Also moves (not yet on Hyperliquid): Freeport (copper) +0.2%

Historical precedent — what analogous events actually did

Across 27 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 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 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 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Nikkei 225 surpasses its 1989 bubble peak 2024-02 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 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
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
Volatility VIXLONG+8.9% · 5d +1.3%73%21 0.38·
Bitcoin BTCSHORT-3.7% · 5d -1.9%72%17 0.36·
Gold XAULONG+0.8% · 5d -0.0% ↺ fades67%20 0.29·
TSM TSMSHORT-2.6% · 5d -2.3%67%20 0.24✓ matches cascade
FCX FCXSHORT-2.5% · 5d -2.1%64%20 0.23⚠ differs
10y yield DGS10SHORT-7bp · 5d -1bp61%27 0.21·
US dollar DXYSHORT-0.1% · 5d +0.2% ↺ fades61%27 0.19·
ASML ASMLSHORT-2.7% · 5d -3.8%57%20 0.11✓ matches cascade
High-yield credit HYGLONG+0.2% · 5d +0.1%57%20 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.