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

What if Advanced-packaging (CoWoS) bottleneck caps AI chip output?

Leading-edge 2.5D/3D packaging capacity can't keep pace with demand, throttling finished AI-accelerator supply and concentrating value in the packaging chokepoint.

37%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 37% · 90% range 4–70% · 11 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 class55%
Pooled · weight 65%38%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)38%
Published37%

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. Leading-edge 2.5D/3D packaging capacity can't keep pace with demand, throttling finished AI-accelerator supply and concentrating value in the packaging chokepoint. The trigger decomposes into signed root‑shocks — 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
1TSMC TSMon Hyperliquid 📈 chartEquity▼ -1.0%
hist -3.27–+1.2% · other way +2.11% (n=12)
2ASML ASMLon Hyperliquid 📈 chartEquity▼ -0.5%
hist -3.7–+1.89% · other way -1.97% (n=12)
3Nvidia NVDAon Hyperliquid 📈 chartEquity▼ -0.5%
hist -2.13–+0.77% · other way +2.48% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.4%
hist -1.26–+0.5% · other way +1.52% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -12.5–+4.02% · other way +2.87% (n=12)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.3%
model prior · unmeasured
7MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -6.57–+7.39% · other way +22.4% (n=12)
8Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -7.29–+4.76% · other way +2.75% (n=12)
9Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.2%
hist -1.13–+0.34% · other way -0.29% (n=12)
10AMD AMDon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.27–+0.61% · other way -1.2% (n=12)
11Marvell MRVLon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.81–+1.1% · other way +2.1% (n=12)
12Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.2%
hist -4.67–+2.25% · other way +3.44% (n=12)
13Qualcomm QCOMon Hyperliquid 📈 chartEquity▼ -0.2%
hist -3.88–+2.69% · other way -0.71% (n=12)
14Tech sector XLK 📈 chartEquity▼ -0.1%
hist -0.98–+0.4% · other way -0.34% (n=12)

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): Tech sector -0.1%

Historical precedent — what analogous events actually did

Across 11 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 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 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 Nvidia crypto-glut guidance crash 2018-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-11.3% · 5d -5.7%91%10 0.54✓ matches cascade
NDX NDXSHORT-1.0% · 5d -1.5%83%11 0.42✓ matches cascade
Bitcoin BTCSHORT-4.5% · 5d -2.4%75%11 0.38✓ matches cascade
Gold XAULONG+1.3% · 5d -0.4% ↺ fades75%11 0.38·
XLK XLKSHORT-0.9% · 5d -1.2%75%11 0.34✓ matches cascade
NVDA NVDASHORT-1.8% · 5d -3.6%75%11 0.33✓ matches cascade
10y yield DGS10SHORT-11bp · 5d +0bp ↺ fades67%11 0.27·
High-yield credit HYGLONG+0.6% · 5d +0.3%67%11 0.26·
ASML ASMLSHORT-3.5% · 5d -5.0%67%11 0.25✓ matches cascade
TSM TSMSHORT-2.6% · 5d -2.7%67%11 0.24✓ matches cascade
AMD AMDSHORT-1.1% · 5d -3.9%67%11 0.23✓ matches cascade
ETH ETHSHORT-7.4% · 5d -4.9%62%11 0.19✓ matches cascade
SMH SMHSHORT-1.0% · 5d -1.9%58%11 0.14✓ matches cascade
QCOM QCOMSHORT-4.0% · 5d -4.5%58%11 0.13✓ matches cascade

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.