FUTURE3.AI · CASSANDRA
AI-Cycle Risk Monitor · as of 2026-10-09
Conditions monitor · not a forecast

Cassandra

Is the AI build-out overheating? A transparent, real-data read of the AI / semiconductor cycle across value, fundamentals, supply chain and the macro / Fed backdrop — a composite, not a single trend line. High = stretched and fragile.

CALMHIGH
44.7
elevated
6 of 6 panels live · weights valuation 22% · fundamentals 18% · supplychain 14% · macro 22% · crowding 12% · adoption 12%
CAPE 41.62 — 99.1th percentile (richer only at the 2000 peak)Market breadth at an extreme — equal-weight at the 0.7th percentile (narrowest in years)NVDA = 44.3% of the semis complex — single-name dominanceSemis fundamentals strong — PEG 0.65, margins +10.7pp (cushions valuation)Chinese models = 66.4% of OpenRouter token volume · 52.1% of calls
01 / VALUATION · BROAD MARKET
CAPE & risk premium
94.3/100
Cyclically-adjusted earnings — immune to single-year EPS, ranked vs 155 years. A negative risk premium means equities yield less than Treasuries.
Shiller CAPE41.62 · 99.1ᵖᶜᵗ
Equity risk premiumnullpp vs 10y null%
02 / FUNDAMENTALS · SEMICONDUCTORS
Earnings quality
6/100
The counterweight: do profits justify the price? PEG<1 = growth more than pays for the multiple; expanding margins cushion rich valuations. Low score = healthy.
Median PEG0.65
Operating margin Δ+10.7pp
Earnings growth160% YoY · ROE 44%
namefwd P/EPEGΔmgn
NVDA14.50.29+5.4
AMD39.50.65+19
AVGO18.60.37+16.2
TSM20.90.89+10.7
ASML30.41.12+2.4
SMCI80.91+9.4
MU50.16+57
03 / SUPPLY CHAIN · BUILD-OUT
Capex & GPU rents
0.9/100
MSFT · GOOGL · AMZN · META capex (the AI build-out) and H100 rental prices. A parabolic ramp builds capacity ahead of demand; depressed rents signal oversupply.
Hyperscaler capex$116B · -67.6% YoY
H100 rent$3.03/gpu-hr · +42%/90d
04 / MACRO & FED
Liquidity & risk appetite
44.4/100
Is the cycle being fuelled or squeezed? Low VIX & tight spreads = complacency; an inverted curve and tightening conditions are what end build-outs. FRED + CBOE, decades deep.
VIX15.18 · 31.7ᵖᶜᵗ
HY credit spreadnull% · nullᵖᶜᵗ
Yield curve 10y−2y—
Financial conditions-0.49 · fed funds 3.88%
05 / CROWDING & POSITIONING
Breadth & concentration
98.9/100
How narrow is the trade? A low equal-weight / cap-weight ratio means a handful of mega-caps hold up the index — thin breadth, the "who's left to buy" fragility. Orthogonal to VIX.
Equal-wt / cap-wt0.2738 · 0.7ᵖᶜᵗ
Semis vs market0.7278 · 98.4ᵖᶜᵗ
NVDA share of complex44.3%
06 / AI DEMAND · CHINA vs US
OpenRouter call share
9.3/100
Real inference traffic through OpenRouter — Chinese-origin models (DeepSeek, Qwen, GLM, Kimi…) vs US/West (GPT, Claude, Gemini…). China 66.4% of token volume · 52.1% of calls · 2026-10-08.
China 66.4% tokensUS/West 33.6%
deepseek/deepseek-v4.1-flash-25537.3B
z-ai/glm-5.3-flash-202608261829.6B
xiaomi/mimo-v2.6-flash-20260921750.8B
tencent/hy4-preview-202608271294.6B
openai/gpt-6-luna-202609221275.5B
TRACK RECORD · TODAY vs HISTORY
Where today sits
Today vs decades of market history
CAPE (Shiller, 1871→)41.62 · 99.1ᵖᶜᵗ
VIX15.18 · 31.7ᵖᶜᵗ
Equal-wt / cap-wt (23y)0.2738 · 0.7ᵖᶜᵗ
Semis vs market0.7278 · 98.4ᵖᶜᵗ
Cassandra’s own daily record
034671002026-06-232026-10-09

Tracked since 2026-06-23 · 109 days · today 44.7 (elevated) · range 44.7–79.2 · lowest yet

categorytodaytrajectoryΔ since start
Valuation94.3+3.5
Fundamentals6-9.0
Supply chain0.9-70.7
Macro & Fed44.4-7.3
Crowding98.9-0.1
AI demand9.3+9.3

What this is — and what it isn't

Cassandra is a transparent conditions monitor, not a crash predictor. It blends six real-data categories — valuation (Shiller CAPE & the Fed-model risk premium), fundamentals (semis margins, growth, PEG), supply chain (hyperscaler capex & GPU rents), macro / Fed (VIX, credit spreads, the yield curve, financial conditions), crowding (equal- vs cap-weight breadth, semis concentration) and AI demand — into one gauge. Each sub-score is ranked against real history or scored by a transparent, documented rule; weights are a judgement (valuation 22% · fundamentals 18% · supplychain 14% · macro 22% · crowding 12% · adoption 12%), not fitted. A category without enough data is shown as "building history" and excluded — never given a fabricated score.

AI-demand caveat: the China-vs-US panel is the OpenRouter daily call/token share — real inference traffic, by model origin (Chinese labs vs US/West), through one major router. It is a true usage cross-section but not all inference: it excludes first-party API traffic (direct OpenAI, Anthropic, Google) and self-hosted deployments. CAPE is a broad-market GAAP measure; the semis fundamentals are current snapshots with a multi-quarter margin trend.