🛢 Energy & Commodities mixed · 6–18 months
A what‑if from the future

What if Datacenter gas turbines outbid LDCs, regional basis blows out?

Behind-the-meter AI datacenters lock up new gas turbines and pipeline capacity faster than utilities, pushing regional basis differentials in PJM and the Southeast sharply higher.

25%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 25% · 90% range 3–47% · 19 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 81% of the class28%
Pooled · weight 76%26%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)26%
Published25%

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 mixed shock. Behind-the-meter AI datacenters lock up new gas turbines and pipeline capacity faster than utilities, pushing regional basis differentials in PJM and the Southeast sharply higher. The trigger decomposes into signed root‑shocks — Natural gas ▲ · AI capex ▲ · Industrial demand ▲ · Inflation surprise ▲ — 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▲ +0.8%
hist -2.68–+2.99% · other way +0.38% (n=12)
2Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.52–+1.19% · other way -0.8% (n=11)
3Micron MUon Hyperliquid 📈 chartEquity▲ +0.5%
hist -6.21–+3.7% · other way +5.5% (n=12)
4Natural gas NGon Hyperliquid 📈 chartCommodity▲ +0.5%
hist -8.72–+5.13% · other way +12.17% (n=12)
5Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.4%
hist -0.2–+0.83% · other way -1.05% (n=12)
6Freeport (copper) FCX 📈 chartEquity▲ +0.3%
hist -2.64–+5.3% · other way +3.27% (n=12)
7AMD AMDon Hyperliquid 📈 chartEquity▲ +0.2%
hist -2.43–+1.37% · other way -1.22% (n=12)
8TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.2%
hist -1.3–+2.05% · other way -0.61% (n=12)
9Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.2%
hist -0.97–+1.04% · other way +1.81% (n=12)
10ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.2%
hist -0.75–+1.38% · other way -4.11% (n=12)
11Qualcomm QCOMon Hyperliquid 📈 chartEquity▲ +0.2%
hist -1.48–+2.68% · other way -3.06% (n=12)
12Copper XCUon Hyperliquid 📈 chartCommodity▲ +0.1%
hist -1.78–+2.94% · other way -2.28% (n=12)
1330y Treasury yield DGS30 📈 chartRate▲ +1bp
hist -6.83–+14.45% · other way +1.3% (n=12)
1410y Treasury yield DGS10 📈 chartRate▲ +1bp
hist -3.83–+8.61% · other way -1.9% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Short
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) +0.3% · 30y Treasury yield +1bp · 10y Treasury yield +1bp

Historical precedent — what analogous events actually did

Across 19 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 Henry Hub natural gas falls to an all-time inflation-adjusted low on record output 2024-11 Niger coup d'etat 2023-07 European gas crisis intraday record spike 2021-10 California rolling blackouts during a record heatwave 2020-08 Norilsk Nickel Arctic diesel spill 2020-05 Crude oil all-time high 2008-07 Henry Hub natural gas spot price peaks during 2008 commodity boom 2008-07 Platinum hits all-time record near $2,290 on South African power crisis 2008-03 South Africa Eskom power emergency spikes platinum/PGMs 2008-01 Amaranth Advisors natural-gas blowup 2006-09 Argentina hyperinflation peak / Alfonsin early handover 1989-07 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Volcker Saturday Night Special 1979-10 1979 Iranian Revolution oil shock 1979-01 Nixon Shock 1971-08
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
NG NGSHORT-9.1% · 5d -3.8%66%13 0.29⚠ differs
FCX FCXLONG+5.1% · 5d +2.4%66%13 0.29✓ matches cascade
AMD AMDSHORT-2.5% · 5d -2.1%64%15 0.25⚠ differs
MU MUSHORT-6.5% · 5d -4.9%65%14 0.23⚠ differs
SMH SMHLONG+0.6% · 5d -0.2% ↺ fades62%13 0.21✓ matches cascade
QCOM QCOMLONG+2.6% · 5d -1.2% ↺ fades62%13 0.19✓ matches cascade
AVGO AVGOSHORT-0.9% · 5d -3.0%62%7 0.18⚠ differs
High-yield credit HYGSHORT-0.3% · 5d +0.1% ↺ fades62%11 0.17·
XCU XCULONG+2.9% · 5d +0.6%59%13 0.16✓ matches cascade
US dollar DXYLONG+0.3% · 5d +0.2%59%19 0.13·
ASML ASMLLONG+1.3% · 5d -1.1% ↺ fades55%13 0.08✓ matches cascade
30y yield DGS30LONG+14bp · 5d +8bp54%18 0.07✓ matches cascade
Gold XAUSHORT-1.1% · 5d -0.7%52%13 0.03·
10y yield DGS10LONG+8bp · 5d +6bp51%19 0.02✓ 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.