📈 Markets & Finance risk-on · 1–3 years
A what‑if from the future

What if Capex-light AI software re-rates over hardware on margins?

Investors reward asset-light AI application and software firms with high incremental margins over capital-intensive hardware names. The leadership rotation rewards profitability and supports risk appetite.

26%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 26% · 90% range 7–46% · 25 analogues · measured class tech_ai_bull 57% in 3 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — tech_ai_bull ≈0.2842/yr → 57% in 3 yr57%
Analyst prior · editorial share 45% of the class26%
Pooled · weight 81%27%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)27%
Published26%

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-on shock. Investors reward asset-light AI application and software firms with high incremental margins over capital-intensive hardware names. The leadership rotation rewards profitability and supports risk appetite. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · AI capex ▼ · Growth surprise ▲ · 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
1Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +1.3%
hist +0.28–+0.76% · other way +0.48% (n=12)
2Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +1.3%
hist -0.36–+2.5% · other way +10.23% (n=12)
3Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +1.0%
hist +0.28–+0.82% · other way +1.68% (n=12)
4MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +1.0%
hist -4.36–+12.37% · other way -2.68% (n=12)
5Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.9%
hist -19.59–-0.51% · other way +22.56% (n=6)
6Tech sector XLK 📈 chartEquity▲ +0.9%
hist +0.18–+0.45% · other way +1.02% (n=12)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.8%
model prior · unmeasured
8Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.7%
hist -3.99–+2.34% · other way +4.57% (n=7)
9AMD AMDon Hyperliquid 📈 chartEquity▲ +0.7%
hist -1.71–+0.75% · other way +7.67% (n=12)
10TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.7%
hist -0.21–+0.46% · other way +3.03% (n=12)
11Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.7%
hist -0.26–+1.42% · other way -1.64% (n=12)
12Micron MUon Hyperliquid 📈 chartEquity▲ +0.6%
hist -2.19–+1.15% · other way +5.52% (n=12)
13Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.01–+0.8% · other way +0.55% (n=7)
14Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.6%
hist -0.65–+2.08% · other way +2.76% (n=7)

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 +0.9% · High-yield credit +0.2%

Historical precedent — what analogous events actually did

Across 25 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 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 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 ASML bookings-miss crash 2024-10 Nikkei 225 record single-day rebound 2024-08 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Nikkei 225 surpasses its 1989 bubble peak 2024-02 LK-99 room-temperature superconductor claim 2023-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Netflix subscriber-loss crash 2022-04 Meta 2022-02 Didi removed from China app stores after NYSE IPO 2021-07 Wegovy 2021-06 First mRNA COVID-19 vaccine authorized 2020-12 He Jiankui announces CRISPR-edited babies 2018-11 Nvidia crypto-glut guidance crash 2018-11 SpaceX lands an orbital rocket booster 2015-12 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Soviet August coup attempt against Gorbachev 1991-08 Cuban Missile Crisis 1962-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-14.3% · 5d -6.7%95%18 0.62⚠ differs
US dollar DXYSHORT-0.4% · 5d -0.1%69%24 0.31·
QCOM QCOMSHORT-2.4% · 5d -2.6%66%23 0.23⚠ differs
Gold XAULONG+0.6% · 5d -0.2% ↺ fades64%23 0.23·
XLK XLKSHORT-0.1% · 5d -0.4%64%23 0.21⚠ differs
AMD AMDSHORT-1.8% · 5d -1.8%65%24 0.21⚠ differs
MSTR MSTRLONG+11.2% · 5d +1.1%57%23 0.13✓ matches cascade
TSM TSMSHORT-0.5% · 5d -1.6%58%23 0.12⚠ differs
MU MUSHORT-2.3% · 5d -2.6%58%24 0.12⚠ differs
ASML ASMLSHORT-1.2% · 5d -2.4%58%23 0.12⚠ differs
INTC INTCSHORT-3.1% · 5d -1.3%56%24 0.12⚠ differs
NDX NDXSHORT-0.2% · 5d -0.8%58%24 0.11⚠ differs
High-yield credit HYGLONG+0.2% · 5d -0.0% ↺ fades57%23 0.09✓ matches cascade
10y yield DGS10SHORT-5bp · 5d -1bp55%24 0.07·

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.