🧠 Technology & AI risk-on · 1–3 years
A what‑if from the future

What if AGI-level model arrives?

A frontier lab ships a model that matches expert humans across most economically valuable cognitive work, triggering a capability step-change and an AI-capex super-cycle.

33%
our model probability
over 1–3 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 33% · 90% range 6–60% · 11 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 61% of the class35%
Pooled · weight 65%34%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)34%
Published33%

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. A frontier lab ships a model that matches expert humans across most economically valuable cognitive work, triggering a capability step-change and an AI-capex super-cycle. The trigger decomposes into signed root‑shocks — AI breakthrough ▲ · AI capex ▲ · Risk appetite ▲ · Robotics productivity ▲ — 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▲ +5.9%
hist +0.22–+8.48% · other way -2.1% (n=12)
2Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +3.8%
hist +1.72–+3.85% · other way +0.84% (n=12)
3Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +3.3%
hist +1.63–+2.76% · other way +0.08% (n=12)
4Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +3.2%
hist +0.62–+3.43% · other way +3.97% (n=12)
5Micron MUon Hyperliquid 📈 chartEquity▲ +3.1%
hist -3.89–+5.69% · other way -1.48% (n=12)
6AMD AMDon Hyperliquid 📈 chartEquity▲ +2.6%
hist -2.93–+3.49% · other way +2.56% (n=12)
7TSMC TSMon Hyperliquid 📈 chartEquity▲ +2.6%
hist +1.41–+2.4% · other way +0.61% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▲ +2.6%
hist +0.63–+2.13% · other way +2.77% (n=12)
9Tech sector XLK 📈 chartEquity▲ +2.3%
hist +1.1–+2.28% · other way +0.17% (n=12)
10ASML ASMLon Hyperliquid 📈 chartEquity▲ +2.2%
hist +0.3–+2.11% · other way -1.89% (n=12)
11Qualcomm QCOMon Hyperliquid 📈 chartEquity▲ +1.8%
hist -1.55–+2.2% · other way -0.61% (n=12)
12Intel INTCon Hyperliquid 📈 chartEquity▲ +1.4%
hist -0.53–+1.52% · other way -2.17% (n=12)
13Solana SOLon Hyperliquid 📈 chartCrypto▲ +1.1%
hist -23.46–+5.79% · other way -12.47% (n=10)
14S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +1.1%
hist -0.14–+1.78% · other way -3.71% (n=12)

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 +2.3% · High-yield credit +0.3% · Financials +0.2% · JPMorgan +0.1%

Historical precedent — what analogous events actually did

Across 11 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 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 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 Strong May 2023 jobs report jolts yields higher 2023-06 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-20.7% · 5d -9.7%100%9 0.71⚠ differs
MSTR MSTRLONG+15.4% · 5d +0.3%75%11 0.46✓ matches cascade
SPX SPXLONG+1.1% · 5d +1.4%75%11 0.44✓ matches cascade
XLF XLFSHORT-1.6% · 5d -1.8%75%11 0.39⚠ differs
US dollar DXYSHORT-0.6% · 5d -0.5%75%11 0.36·
Bitcoin BTCLONG+6.7% · 5d -3.2% ↺ fades71%11 0.35✓ matches cascade
AMD AMDSHORT-4.5% · 5d +0.9% ↺ fades75%11 0.32⚠ differs
QCOM QCOMSHORT-2.5% · 5d -0.9%75%11 0.30⚠ differs
INTC INTCSHORT-1.2% · 5d +0.4% ↺ fades71%11 0.30⚠ differs
AVGO AVGOLONG+1.2% · 5d -0.4% ↺ fades68%11 0.27✓ matches cascade
MRVL MRVLSHORT-0.6% · 5d +0.4% ↺ fades68%11 0.26⚠ differs
JPM JPMSHORT-1.8% · 5d -2.6%64%11 0.21⚠ differs
MU MUSHORT-6.0% · 5d -2.5%64%11 0.20⚠ differs
10y yield DGS10LONG+6bp · 5d -3bp ↺ fades64%11 0.19·

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.