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

What if Kessler debris cascade in orbit?

A collision cascade in low-Earth orbit (Kessler syndrome) renders key orbits unusable, disrupting comms, GPS and the space economy.

16%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 16% · 90% range 5–27% · 29 analogues · measured class space 98% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — space ≈0.3895/yr → 98% in 10 yr98%
Analyst prior · editorial share 15% of the class15%
Pooled · weight 83%17%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)17%
Published16%

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. A collision cascade in low-Earth orbit (Kessler syndrome) renders key orbits unusable, disrupting comms, GPS and the space economy. The trigger decomposes into signed root‑shocks — Volatility (VIX) ▲ · Risk appetite ▼ · Space economy ▼ — 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
1Volatility (VIX) VIXon Hyperliquid 📈 chartVol▲ +0.7%
hist -4.25–+1.97%
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▼ -0.6%
hist -0.53–+0.27%
3Solana SOLon Hyperliquid 📈 chartCrypto▼ -0.6%
hist -13.26–+3.14%
4MicroStrategy MSTRon Hyperliquid 📈 chartEquity▼ -0.6%
hist -3.38–+6.07%
5Hyperliquid (HYPE) HYPEon HyperliquidCrypto▼ -0.5%
model prior · unmeasured
6Ether ETHon Hyperliquid 📈 chartCrypto▼ -0.5%
hist -0.72–+0.03%
7Tech sector XLK 📈 chartEquity▼ -0.4%
hist -0.45–+0.33%
8Bitcoin BTCon Hyperliquid 📈 chartCrypto▼ -0.3%
hist -1.29–+7.24%
9Lockheed LMT 📈 chartEquity▼ -0.3%
hist -1.43–+0.43%
10Northrop NOC 📈 chartEquity▼ -0.3%
hist -1.0–+0.32%
11RTX RTXon Hyperliquid 📈 chartEquity▼ -0.2%
hist -2.91–+0.16%
12Semiconductors SMHon Hyperliquid 📈 chartEquity▼ -0.2%
hist -0.5–+0.82%
13S&P 500 SPXon Hyperliquid 📈 chartIndex▼ -0.2%
hist -0.35–+0.03%
14Coinbase COINon Hyperliquid 📈 chartEquity▼ -0.2%
hist -6.3–+6.9%

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 -0.4% · Lockheed -0.3% · Northrop -0.3%

Historical precedent — what analogous events actually did

Across 29 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.

SpaceX lands an orbital rocket booster 2015-12 Israel strikes Iran — Operation Rising Lion 2025-06 Nikkei 225 record single-day rebound 2024-08 VIX third-highest spike on record 2024-08 Neuralink implants its first human brain-computer interface 2024-01 LK-99 room-temperature superconductor claim 2023-07 OpenAI releases GPT-4 2023-03 NIF achieves fusion ignition 2022-12 JWST releases first deep-field images 2022-07 Evergrande debt crisis - global selloff 2021-09 Wegovy 2021-06 First mRNA COVID-19 vaccine authorized 2020-12 AlphaFold cracks the protein-folding problem 2020-11 COVID-19 fourth circuit breaker 2020-03 COVID-19 second Level-1 circuit breaker 2020-03 Worst Christmas Eve selloff on record 2018-12 He Jiankui announces CRISPR-edited babies 2018-11 February 2018 hot wage print triggers rate scare 2018-02 North Korea 'fire and fury' nuclear scare 2017-08 AlphaGo defeats Lee Sedol 2016-03 China-led global 'Black Monday' rout 2015-08 SEC approves Limit Up-Limit Down plan and revised market-wide circuit breakers 2012-05 US-downgrade Black Monday equity rout and VIX spike to 48 2011-08 Egyptian revolution / Mubarak uprising 2011-01 VIX record intraday high of 89.53 2008-10 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Shanghai Sneeze global selloff with then-record VIX spike 2007-02 Soviet August coup attempt against Gorbachev 1991-08 Cuban Missile Crisis 1962-10
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SOL SOLSHORT-11.4% · 5d -5.5%92%12 0.51✓ matches cascade
RTX RTXSHORT-2.2% · 5d -2.3%79%28 0.49✓ matches cascade
Bitcoin BTCLONG+6.1% · 5d -3.5% ↺ fades72%21 0.38⚠ differs
Gold XAULONG+1.2% · 5d -0.3% ↺ fades64%27 0.23·
Volatility VIXSHORT-4.3% · 5d +1.0% ↺ fades58%28 0.13⚠ differs
US dollar DXYSHORT+-0.0% · 5d +0.1% ↺ fades58%28 0.12·
LMT LMTSHORT-1.2% · 5d -1.8%56%28 0.08✓ matches cascade
SMH SMHLONG+0.9% · 5d +0.7%55%27 0.07⚠ differs
High-yield credit HYGLONG+0.1% · 5d -0.4% ↺ fades55%26 0.07·
NDX NDXLONG+0.5% · 5d -0.2% ↺ fades54%28 0.06⚠ differs
MSTR MSTRLONG+6.3% · 5d -1.4% ↺ fades51%27 0.02⚠ differs
ETH ETHSHORT-0.4% · 5d -4.5%47%17 0.00✓ matches cascade
XLK XLKLONG+0.5% · 5d +0.1%49%27 0.00⚠ differs
NOC NOCSHORT-0.8% · 5d -1.4%42%28 0.00✓ 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.