🛢 Energy & Commodities risk-off · 1–3 years
A what‑if from the future

What if utilities that built generation for AI load face stranded assets when demand falls short?

Utilities that committed generation and grid capex to speculative AI load face stranded assets and rate-base disputes when promised data-center demand fails to arrive.

11%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 11% · 90% range 2–20% · 40 analogues · measured class tech_ai_bear 92% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bear ≈0.8595/yr → 92% in 3 yr92%
Analyst prior · editorial share 11% of the class10%
Pooled · weight 87%11%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)11%
Published11%

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. Utilities that committed generation and grid capex to speculative AI load face stranded assets and rate-base disputes when promised data-center demand fails to arrive. The trigger decomposes into signed root‑shocks — AI capex ▼ · Credit spreads ▲ · Industrial demand ▼ · Risk appetite ▼ — 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▼ -1.0%
hist -1.13–-0.13% · other way +6.32% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▼ -0.8%
hist -0.98–+0.81% · other way +0.79% (n=10)
3Micron MUon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.72–+0.41% · other way -0.21% (n=12)
4Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.6%
hist -0.56–+0.47% · other way -0.19% (n=12)
5MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.7%
hist -0.84–+0.75% · other way +19.13% (n=12)
6Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -3.89–+0.8% · other way -5.52% (n=10)
7Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.4%
hist -2.23–+7.88% · other way -7.89% (n=12)
8Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.4%
hist -0.32–+0.08% · other way +0.94% (n=12)
9High-yield credit HYG 📈 chartRate▼ -0.4%
hist -0.36–-0.11% · other way +0.7% (n=12)
10Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.4%
model prior · unmeasured
11Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -6.94–+2.51% · other way +6.05% (n=10)
12Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.4%
hist -5.46–+0.65% · other way +12.08% (n=10)
13AMD AMDon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.99–+1.42% · other way -1.49% (n=12)
14TSMC TSMon Hyperliquid 📈 chartEquity▼ -0.4%
hist -0.29–-0.03% · other way +0.6% (n=12)

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 -0.4% · Freeport (copper) -0.3% · Financials -0.3% · Tech sector -0.3% · JPMorgan -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.

PJM grid emergency during Winter Storm Elliott 2022-12 Texas grid failure during Winter Storm Uri 2021-02 Northeast blackout cascading grid failure hits ~55 million 2003-08 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 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 ASML bookings-miss crash 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 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 Niger coup d'etat 2023-07 First Republic Bank seized and sold to JPMorgan 2023-05 Regional-bank panic deepens after Signature seizure 2023-03 Germany agrees Uniper bailout 2022-07 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Kaisa Group offshore default 2021-12 Didi removed from China app stores after NYSE IPO 2021-07 California rolling blackouts during a record heatwave 2020-08 Gold closes above $2,000/oz for the first time 2020-08 Norilsk Nickel Arctic diesel spill 2020-05 Nvidia crypto-glut guidance crash 2018-11 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 HYG record outflows in 2014 high-yield rout 2014-10 Mt. Gox collapse 2014-02 Mt. Gox halts withdrawals 2014-02 Gold futures velocity-logic flash crash 2014-01 Cyprus deposit bail-in 2013-03 Spain requests EUR100bn bank bailout 2012-06 Bankia nationalised in Spain's banking crisis 2012-05 Gold all-time peak of $1,921/oz 2011-09 Portugal requests EU-IMF bailout 2011-04 Egyptian revolution / Mubarak uprising 2011-01 Greece first EU/IMF bailout 2010-05 Greece requests EU/IMF bailout 2010-04 Anglo Irish Bank nationalisation 2009-01
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
Bitcoin BTCSHORT-4.4% · 5d -2.1%75%27 0.39✓ matches cascade
SOL SOLSHORT-3.2% · 5d -7.7%67%23 0.24✓ matches cascade
Volatility VIXLONG+6.9% · 5d +1.8%63%40 0.22✓ matches cascade
FCX FCXSHORT-0.5% · 5d -0.9%60%40 0.18✓ matches cascade
10y yield DGS10SHORT-6bp · 5d -1bp60%40 0.17·
JPM JPMSHORT-0.8% · 5d -0.9%60%40 0.16✓ matches cascade
Gold XAULONG+0.5% · 5d +0.0%58%40 0.15·
ETH ETHSHORT-6.3% · 5d -4.0%58%24 0.11✓ matches cascade
ASML ASMLSHORT-1.4% · 5d -3.2%57%40 0.11✓ matches cascade
SMH SMHLONG+0.8% · 5d -0.9% ↺ fades55%40 0.10⚠ differs
XCU XCUSHORT-0.9% · 5d -0.7%55%40 0.10✓ matches cascade
NDX NDXLONG+0.3% · 5d -1.1% ↺ fades55%40 0.09⚠ differs
NVDA NVDASHORT-0.5% · 5d -3.5%54%40 0.06✓ matches cascade
High-yield credit HYGSHORT-0.1% · 5d +0.0% ↺ fades54%39 0.06✓ 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.