FUTURE3.AI · CASSANDRA
AI-Cycle Risk Monitor · as of 2026-10-04
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
52
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 -2.82pp — equities priced below TreasuriesMarket breadth at an extreme — equal-weight at the 0th percentile (narrowest in years)NVDA = 44.2% of the semis complex — single-name dominanceSemis fundamentals strong — PEG 0.64, margins +10.7pp (cushions valuation)Chinese models = 68.6% of OpenRouter token volume · 42.9% of calls
01 / VALUATION · BROAD MARKET
CAPE & risk premium
94.2/100
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-2.82pp vs 10y 5.24%
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 PEG0.64
Operating margin Δ+10.7pp
Earnings growth160% YoY · ROE 44%
namefwd P/EPEGΔmgn
NVDA14.90.29+5.4
AMD40.70.64+19
AVGO18.30.35+16.2
TSM21.60.9+10.7
ASML32.11.15+2.4
SMCI8.20.91+9.4
MU5.20.16+57
03 / SUPPLY CHAIN · BUILD-OUT
Capex & GPU rents
16.7/100
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$2.38/gpu-hr · +19%/90d
04 / MACRO & FED
Liquidity & risk appetite
37.5/100
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.
VIX15.31 · 32.1ᵖᶜᵗ
HY credit spread3.24% · 74.3ᵖᶜᵗ
Yield curve 10y−2y+0.45
Financial conditions-0.55 · fed funds 3.88%
05 / CROWDING & POSITIONING
Breadth & concentration
99.6/100
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-wt0.2725 · 0ᵖᶜᵗ
Semis vs market0.7652 · 99ᵖᶜᵗ
NVDA share of complex44.2%
06 / AI DEMAND · CHINA vs US
OpenRouter call share
63.7/100
Real inference traffic through OpenRouter — Chinese-origin models (DeepSeek, Qwen, GLM, Kimi…) vs US/West (GPT, Claude, Gemini…). China 68.6% of token volume · 42.9% of calls · 2026-10-03.
China 68.6% tokensUS/West 31.4%
deepseek/deepseek-v4.1-flash-23908.3B
xiaomi/mimo-v2.6-flash-20260921313.2B
z-ai/glm-5.3-flash-202608261174.8B
nvidia/nemotron-3-ultra-550b-a835.7B
tencent/hy4-preview-20260827766.2B
TRACK RECORD · TODAY vs HISTORY
Where today sits
Today vs decades of market history
CAPE (Shiller, 1871→)41.38 · 99.1ᵖᶜᵗ
Equity risk premium-2.82pp · 6.8ᵖᶜᵗ
VIX15.31 · 32.1ᵖᶜᵗ
HY credit spread3.24% · 74.3ᵖᶜᵗ
Equal-wt / cap-wt (23y)0.2725 · 0ᵖᶜᵗ
Semis vs market0.7652 · 99ᵖᶜᵗ
Cassandra’s own daily record
034671002026-06-232026-10-04

Tracked since 2026-06-23 · 104 days · today 52 (elevated) · range 46.3–79.2 · mid-range

categorytodaytrajectoryΔ since start
Valuation94.2+3.4
Fundamentals6-9.0
Supply chain16.7-54.9
Macro & Fed37.5-14.2
Crowding99.6+0.6
AI demand63.7+63.7

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.