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

What if General-purpose robotics displaces manual labor faster than reskilling?

Rapid, cheap deployment of general-purpose robots automates warehouse, retail and construction tasks faster than workers can reskill, lifting productivity but displacing manual labor and pressuring blue-collar incomes.

25%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 25% · 90% range 12–38% · 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 23% of the class22%
Pooled · weight 87%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 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-off shock. Rapid, cheap deployment of general-purpose robots automates warehouse, retail and construction tasks faster than workers can reskill, lifting productivity but displacing manual labor and pressuring blue-collar incomes. The trigger decomposes into signed root‑shocks — Job displacement ▲ · Consumer spending ▼ · 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▲ +1.2%
hist -2.11–+5.84% · other way +2.28% (n=12)
2Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.8%
hist -0.19–+1.5% · other way +1.8% (n=12)
3Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +0.6%
hist +0.21–+0.36% · other way -0.13% (n=12)
4AMD AMDon Hyperliquid 📈 chartEquity▲ +0.6%
hist -1.31–+0.6% · other way -1.59% (n=12)
5Broadcom AVGOon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.77–+2.33% · other way +1.73% (n=12)
6Micron MUon Hyperliquid 📈 chartEquity▲ +0.6%
hist -6.14–+1.03% · other way +4.28% (n=12)
7TSMC TSMon Hyperliquid 📈 chartEquity▲ +0.6%
hist -0.65–+2.38% · other way +2.79% (n=12)
8Marvell MRVLon Hyperliquid 📈 chartEquity▲ +0.6%
hist -1.07–+3.38% · other way +1.76% (n=12)
9Tech sector XLK 📈 chartEquity▲ +0.5%
hist +0.08–+0.5% · other way +0.04% (n=12)
10ASML ASMLon Hyperliquid 📈 chartEquity▲ +0.5%
hist -3.49–+1.44% · other way -1.61% (n=12)
11Qualcomm QCOMon Hyperliquid 📈 chartEquity▲ +0.4%
hist -3.2–+1.07% · other way -0.21% (n=12)
12Intel INTCon Hyperliquid 📈 chartEquity▲ +0.3%
hist -5.41–+1.31% · other way -5.35% (n=12)
13MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.3%
hist -5.33–+12.53% · other way +21.92% (n=12)
14Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -11.49–+0.88% · other way -1.54% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
Cash / hedgeRaise cash and hold the long hedges above; this scenario is net risk-off.
For a common-man portfolio: A typical stock-heavy portfolio is at risk. Consider trimming equities, raising cash, and a small cash hedge.
Also moves (not yet on Hyperliquid): Tech sector +0.5%

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.

TSMC slumps as DeepSeek roils AI-chip demand assumptions 2025-02 Megacap AI-capex doubt selloff 2024-07 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Israel strikes Iran — Operation Rising Lion 2025-06 China retaliates to Liberation Day: 34% tariffs + rare-earth controls 2025-04 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Tesla shares crater on DOGE political backlash and Europe sales collapse 2025-03 Micron's weak FQ2 guidance sparks a sharp December selloff 2024-12 Marvell's Q3 FY2025 AI-silicon results drive a record surge 2024-12 TSMC's Q3 2024 blowout lifts shares on surging AI demand 2024-10 ASML bookings-miss crash 2024-10 Strong September 2024 jobs report reprices the Fed path 2024-10 October 2024 Iranian ballistic-missile attack on Israel 2024-10 Nvidia slips despite a Q2 FY2025 earnings beat 2024-08 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 record single-day rebound 2024-08 Nikkei 225 worst single-day crash since 1987 2024-08 KOSPI biggest-ever point loss triggers circuit breaker 2024-08 VIX third-highest spike on record 2024-08 Weak July 2024 jobs report triggers Sahm-rule growth scare 2024-08 Intel's Q2 earnings trigger its worst single-day crash since 1974 2024-08 Trump 'Taiwan should pay for defense' chip selloff 2024-07 Nvidia becomes world's most valuable company 2024-06 India's Modi loses single-party majority 2024-06 Mexico's Sheinbaum landslide + supermajority scare 2024-06 Nikkei 225 surpasses its 1989 bubble peak 2024-02 ARM's first earnings as a public company spark a huge rally 2024-02 Blowout January 2024 jobs report lifts yields 2024-02 Neuralink implants its first human brain-computer interface 2024-01 Wagner Group mutiny against the Kremlin 2023-06 Turkish lira hits record low after Erdogan re-election 2023-05 First Republic Bank seized and sold to JPMorgan 2023-05 OpenAI releases GPT-4 2023-03 Regional-bank panic deepens after Signature seizure 2023-03 India Adani-Hindenburg rout 2023-01 TSMC cuts 2023 capex on chip-demand downturn 2023-01 Solana craters toward $8 on FTX/Alameda overhang 2022-12 ChatGPT launches 2022-11 Offshore yuan hits a record low 2022-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-9.0% · 5d -7.0%79%40 0.45✓ matches cascade
MU MUSHORT-5.2% · 5d -3.2%74%40 0.38⚠ differs
INTC INTCSHORT-4.8% · 5d -3.8%67%40 0.34⚠ differs
US dollar DXYSHORT-0.6% · 5d -0.1%65%40 0.26·
Gold XAULONG+1.4% · 5d -0.0% ↺ fades65%40 0.24·
AMD AMDSHORT-1.4% · 5d -1.3%65%40 0.23⚠ differs
QCOM QCOMSHORT-3.0% · 5d -2.3%65%40 0.22⚠ differs
ETH ETHSHORT-6.0% · 5d -4.7%63%40 0.20✓ matches cascade
ASML ASMLSHORT-3.4% · 5d -1.4%60%40 0.17⚠ differs
High-yield credit HYGSHORT-0.2% · 5d +0.1% ↺ fades60%40 0.16·
Volatility VIXLONG+1.8% · 5d -0.7% ↺ fades58%40 0.13✓ matches cascade
MSTR MSTRLONG+12.1% · 5d +0.3%56%40 0.11⚠ differs
TSM TSMLONG+1.9% · 5d +1.1%56%40 0.10✓ matches cascade
MRVL MRVLLONG+2.9% · 5d -0.3% ↺ fades56%40 0.10✓ 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.