FUTURE3.AI · CASSANDRA
AI-Cycle Risk Monitor · as of 2026-10-15
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
43.3
elevated
6 of 6 panels live · weights valuation 22% · fundamentals 18% · supplychain 14% · macro 22% · crowding 12% · adoption 12%
CAPE 41.38 — 99.1th percentile (richer only at the 2000 peak)Equity risk premium -2.79pp — equities priced below TreasuriesMarket breadth at an extreme — equal-weight at the 0.7th percentile (narrowest in years)NVDA = 45.1% of the semis complex — single-name dominanceSemis fundamentals strong — PEG 0.61, margins +10.7pp (cushions valuation)Chinese models = 68.7% of OpenRouter token volume · 46.6% of calls
01 / VALUATION · BROAD MARKET
CAPE & risk premium
93.4/100
Cyclically-adjusted earnings — immune to single-year EPS, ranked vs 155 years. A negative risk premium means equities yield less than Treasuries.
Shiller CAPE41.38 · 99.1ᵖᶜᵗ
Equity risk premium-2.79pp vs 10y 5.21%
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 PEG0.61
Operating margin Δ+10.7pp
Earnings growth160% YoY · ROE 44%
namefwd P/EPEGΔmgn
NVDA13.90.28+5.4
AMD36.20.61+19
AVGO17.90.35+16.2
TSM19.20.81+10.7
ASML26.51.07+2.4
SMCI6.70.91+9.4
MU4.50.16+57
03 / SUPPLY CHAIN · BUILD-OUT
Capex & GPU rents
2.9/100
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$2.93/gpu-hr · +47%/90d
04 / MACRO & FED
Liquidity & risk appetite
42.7/100
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.
VIX17.56 · 51.1ᵖᶜᵗ
HY credit spread3.16% · 64.1ᵖᶜᵗ
Yield curve 10y−2y+0.37
Financial conditions—
05 / CROWDING & POSITIONING
Breadth & concentration
98.8/100
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-wt0.2756 · 0.7ᵖᶜᵗ
Semis vs market0.6749 · 98ᵖᶜᵗ
NVDA share of complex45.1%
06 / AI DEMAND · CHINA vs US
OpenRouter call share
0/100
Real inference traffic through OpenRouter — Chinese-origin models (DeepSeek, Qwen, GLM, Kimi…) vs US/West (GPT, Claude, Gemini…). China 68.7% of token volume · 46.6% of calls · 2026-10-14.
China 68.7% tokensUS/West 31.3%
deepseek/deepseek-v4.1-flash-24475.3B
stepfun/step-5-preview-20261003737.5B
z-ai/glm-5.3-flash-202608261797.4B
xiaomi/mimo-v2.6-flash-20260921531.9B
openai/gpt-6-luna-202609221075.9B
TRACK RECORD · TODAY vs HISTORY
Where today sits
Today vs decades of market history
CAPE (Shiller, 1871→)41.38 · 99.1ᵖᶜᵗ
Equity risk premium-2.79pp · 7.3ᵖᶜᵗ
VIX17.56 · 51.1ᵖᶜᵗ
HY credit spread3.16% · 64.1ᵖᶜᵗ
Equal-wt / cap-wt (23y)0.2756 · 0.7ᵖᶜᵗ
Semis vs market0.6749 · 98ᵖᶜᵗ
Cassandra’s own daily record
034671002026-06-232026-10-15

Tracked since 2026-06-23 · 115 days · today 43.3 (elevated) · range 43.3–79.2 · lowest yet

categorytodaytrajectoryΔ since start
Valuation93.4+2.6
Fundamentals6-9.0
Supply chain2.9-68.7
Macro & Fed42.7-9.0
Crowding98.8-0.2
AI demand0+0.0

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.