📈 Markets & Finance risk-on · 3–10 years
A what‑if from the future

What if Grid-build disinflation: power abundance unlocks non-inflationary AI?

A massive grid and generation build-out delivers power abundance that lowers electricity costs and removes the bottleneck to non-inflationary AI-driven growth.

19%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 19% · 90% range 8–30% · 40 analogues · measured class tech_ai_bull 94% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 94% in 10 yr94%
Analyst prior · editorial share 16% of the class15%
Pooled · weight 87%20%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)20%
Published19%

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 3–10 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-on shock. A massive grid and generation build-out delivers power abundance that lowers electricity costs and removes the bottleneck to non-inflationary AI-driven growth. The trigger decomposes into signed root‑shocks — AI capex ▲ · Clean-energy abundance ▲ · Growth surprise ▲ · Inflation expectations ▼ · 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
1Energy sector XLEon Hyperliquid 📈 chartEquity▼ -1.0%
hist -1.04–-0.19% · other way +2.93% (n=8)
2Solana SOLon Hyperliquid 📈 chartCrypto▲ +1.0%
hist -0.34–+0.41% · other way -5.1% (n=8)
3MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +1.0%
hist -5.99–+20.6% · other way +9.44% (n=8)
4Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +0.9%
hist -0.33–+1.93% · other way +0.31% (n=8)
5Brent crude BRENTon Hyperliquid 📈 chartCommodity▼ -0.9%
hist -0.68–-0.22% · other way +2.37% (n=8)
6Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.8%
model prior · unmeasured
7Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.8%
hist +0.14–+0.55% · other way -1.29% (n=9)
8ExxonMobil XOM 📈 chartEquity▼ -0.8%
hist -0.56–-0.12% · other way +2.37% (n=12)
9Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.8%
hist +0.19–+0.62% · other way -6.68% (n=8)
10WTI crude CLon Hyperliquid 📈 chartCommodity▼ -0.8%
hist -0.63–+0.0% · other way +1.43% (n=8)
11Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.7%
hist +0.14–+0.7% · other way -0.87% (n=8)
12Micron MUon Hyperliquid 📈 chartEquity▲ +0.7%
hist -1.01–+0.95% · other way -2.95% (n=9)
13Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.6%
hist +0.13–+0.61% · other way +0.19% (n=8)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.6%
hist -1.18–+3.11% · other way -4.77% (n=8)

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): ExxonMobil -0.8% · Tech sector +0.5% · United Airlines +0.5% · Chevron -0.4% · Delta +0.4% · 30y Treasury yield -2bp

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.

Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 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 NIF achieves fusion ignition 2022-12 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 Gulf War air campaign begins 1991-01 US intervention removes Maduro in Venezuela 2026-01 India RBI growth-pivot rate cut 2025-12 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 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 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 Nikkei 225 record single-day rebound 2024-08 Megacap AI-capex doubt selloff 2024-07 Nvidia becomes world's most valuable company 2024-06 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 Nifty 50 first crosses 20000 2023-09 LK-99 room-temperature superconductor claim 2023-07 Nifty 50 first crosses 19000 2023-06 Strong May 2023 jobs report jolts yields higher 2023-06 TSMC cuts 2023 capex on chip-demand downturn 2023-01 European TTF gas hits all-time record high 2022-08 CHIPS and Science Act signed 2022-07 Bank of England's first post-pandemic rate hike 2021-12 Nasdaq Composite first close above 15000 2021-08 Wegovy 2021-06 S&P 500 first close above 4000 2021-04 KOSPI first close above 3000 2021-01
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SPX SPXLONG+1.7% · 5d +0.6%76%40 0.46✓ matches cascade
QCOM QCOMSHORT-3.7% · 5d -2.2%79%39 0.42⚠ differs
SOL SOLSHORT-0.6% · 5d -4.9%69%38 0.30⚠ differs
XLK XLKSHORT-0.3% · 5d -0.6%66%39 0.24⚠ differs
ASML ASMLSHORT-2.4% · 5d -2.4%66%39 0.24⚠ differs
MSTR MSTRLONG+18.2% · 5d +0.8%62%39 0.23✓ matches cascade
AMD AMDSHORT-2.1% · 5d -2.2%65%40 0.23⚠ differs
INTC INTCSHORT-1.6% · 5d -1.2%61%40 0.21⚠ differs
High-yield credit HYGSHORT-0.3% · 5d -0.1%64%39 0.19⚠ differs
US dollar DXYSHORT-0.1% · 5d -0.1%61%40 0.18·
10y yield DGS10LONG+7bp · 5d +0bp57%40 0.11⚠ differs
BRENT BRENTSHORT-0.2% · 5d -2.1%55%39 0.09✓ matches cascade
Gold XAULONG+0.5% · 5d -0.5% ↺ fades55%39 0.09·
30y yield DGS30LONG+5bp · 5d 0bp ↺ fades55%40 0.08⚠ differs

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.