🧠 Technology & AI risk-on · 3–10 years
A what‑if from the future

What if Compute deflation broadens AI access and expands the market?

Sustained falls in cost per FLOP democratize advanced AI to small firms and the developing world, expanding the total compute market and the long-run capex base.

49%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 49% · 90% range 24–73% · 10 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 53% of the class50%
Pooled · weight 62%50%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)50%
Published49%

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. Sustained falls in cost per FLOP democratize advanced AI to small firms and the developing world, expanding the total compute market and the long-run capex base. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · AI capex ▲ · Global growth ▲ · 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▲ +1.9%
hist -1.77–+5.22% · other way -1.81% (n=12)
2Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +1.2%
hist +0.22–+1.73% · other way +1.52% (n=12)
3Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +1.1%
hist +-0.0–+1.67% · other way +4.2% (n=12)
4Micron MUon Hyperliquid 📈 chartEquity▲ +1.1%
hist -3.54–+3.95% · other way +0.5% (n=12)
5Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +1.0%
hist +0.43–+0.94% · other way +0.26% (n=12)
6AMD AMDon Hyperliquid 📈 chartEquity▲ +0.8%
hist -2.55–+2.27% · other way +3.54% (n=12)
7TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.8%
hist +0.2–+1.09% · other way +1.17% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.8%
hist +0.25–+0.69% · other way +2.64% (n=12)
9Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.7%
hist -20.03–+5.95% · other way -14.99% (n=8)
10ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.7%
hist +0.23–+0.86% · other way -1.79% (n=12)
11MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +0.7%
hist -9.42–+17.48% · other way +6.81% (n=12)
12Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.6%
model prior · unmeasured
13Tech sector XLK 📈 chartEquity▲ +0.6%
hist +0.1–+0.86% · other way +0.25% (n=12)
14Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.5%
hist -0.33–+1.19% · other way -11.82% (n=10)

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): Tech sector +0.6%

Historical precedent — what analogous events actually did

Across 10 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.

Neuralink implants its first human brain-computer interface 2024-01 OpenAI releases GPT-4 2023-03 ChatGPT launches 2022-11 AlphaFold cracks the protein-folding problem 2020-11 AlphaGo defeats Lee Sedol 2016-03 LK-99 room-temperature superconductor claim 2023-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Wegovy 2021-06 First mRNA COVID-19 vaccine authorized 2020-12 SpaceX lands an orbital rocket booster 2015-12
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-18.1% · 5d -9.2%100%8 0.67⚠ differs
MSTR MSTRLONG+17.2% · 5d +1.2%72%10 0.40✓ matches cascade
SPX SPXLONG+0.7% · 5d +1.3%72%10 0.38✓ matches cascade
Bitcoin BTCLONG+7.7% · 5d -3.2% ↺ fades72%10 0.37✓ matches cascade
US dollar DXYSHORT-0.6% · 5d -0.6%72%10 0.33·
QCOM QCOMSHORT-2.5% · 5d -1.0%76%10 0.31⚠ differs
INTC INTCSHORT-1.6% · 5d +0.4% ↺ fades72%10 0.31⚠ differs
AMD AMDSHORT-3.2% · 5d +1.2% ↺ fades72%10 0.27⚠ differs
MRVL MRVLSHORT-0.1% · 5d -0.0%68%10 0.25⚠ differs
ETH ETHLONG+0.8% · 5d -4.3% ↺ fades65%8 0.22✓ matches cascade
AVGO AVGOLONG+0.8% · 5d -0.6% ↺ fades64%10 0.21✓ matches cascade
NVDA NVDALONG+3.9% · 5d +1.0%60%10 0.15✓ matches cascade
MU MUSHORT-4.6% · 5d -1.9%60%10 0.14⚠ differs
Volatility VIXSHORT-2.1% · 5d -5.8%60%10 0.14✓ 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.