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Operating rules

Methodology

The product has two jobs: compare investable ETF expressions of the AI stack and keep the living thesis explicit, sourced, and falsifiable.

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01 · Construction

ETF comparison

The homepage measures published fund histories directly. It does not create a model portfolio, choose individual-stock winners, or treat unlike share prices as comparable.

Fund-level returns

SMH, SOXX, AIS, DRAM, and DISK are measured as exchange-traded funds. Adjusted close is preferred when the provider supplies it, with raw close as the explicit fallback. Fund fees remain embedded in observed performance.

fund return = ending adjusted close ÷ starting adjusted close − 1

Coverage, not allocation

The five funds span broad semiconductors, cross-stack AI exposure, and memory. Their mandates overlap and their inclusion is not an allocation recommendation. Each mandate, inception date, fund size, and expense ratio links to its sponsor.

Fund size is the sponsor-reported AUM or net assets on the labeled as-of date. Expense ratio is the sponsor’s current published total or gross ratio. These source-backed facts are stored separately from price history and are not inferred by the market-data provider.

Displayed windows

7D and 30D are the trailing 7 and 30 calendar days. 1Y, 2Y, and 5Y use exact calendar anniversaries. The calculation starts on the first observed trading close on or after the cutoff. YTD requires a prior-year close; inception starts with the first valid fund close. A window disappears when the fund lacks the full history.

The ChatGPT window begins on the first trading session on or after November 30, 2022, the official launch date. OpenAI source ↗

Relative mode

VOO represents broad U.S. equities; QQQ represents the Nasdaq-100 growth cohort. Both compound over the fund’s exact comparison window. If a benchmark did not yet exist, that relative window is omitted rather than backfilled.

relative return = (1 + fund return) ÷ (1 + benchmark return) − 1

02 · Data

Market-data boundary

Prices and calculations are deterministic inputs to the thesis monitor. They are never calculated or invented by the research model.

Live public mode

Production requests maximum available daily history through the existing server-side market-data provider interface. Responses are cached briefly, credentials are not required, and missing symbols remain visibly unavailable. All return arithmetic is deterministic server code.

Yahoo Finance chart data

03 · Research

One living thesis, ten sector tests

The public homepage stays ETF-first. This deeper research taxonomy preserves the falsifiable claims underneath those investable expressions without turning the landing page into a stock picker.

Power

Power & cooling

Capacity additions, standardization, or project delays remove the scarcity premium faster than demand grows.

Suppliers

Semiconductor suppliers

Foundry and memory capital intensity falls structurally or tool reuse materially lengthens replacement cycles.

Packaging

Advanced packaging

Capacity catches demand, yields normalize rapidly, or architectures reduce packaging intensity.

Semis

Semiconductors

Order concentration, inventory, or capacity additions turn the basket into a lower-quality proxy for AI demand.

Memory

Memory

HBM commoditizes quickly, conventional memory weakens, or aggressive capacity recreates a severe downcycle.

GPU

GPU & accelerators

Utilization falls, alternatives erase platform advantages, or efficiency gains sharply reduce required accelerator units.

CPU

CPU & host compute

Accelerator integration or custom silicon compresses host CPU content and economics faster than cluster volumes grow.

Network

Networking & optics

Standardization, integration, or slower cluster growth commoditizes switching and optics faster than volumes expand.

Neoclouds

Neoclouds

Customer concentration, refinancing needs, or falling compute prices expose weak unit economics or stranded capacity.

Lab proxies

Frontier lab proxies

Governance, dilution, capital commitments, or a weak commercial link make the public security a poor proxy for frontier-model value.

Working five-layer map

  1. 01Power, sites & cooling
  2. 02Semiconductor supply chain
  3. 03Compute, memory & networking
  4. 04Cloud capacity & frontier models
  5. 05Applications & demand

04 · Governance

Research remains review-gated

AI-generated research may suggest evidence or a thesis change, but it remains private until an administrator reviews sources and explicitly publishes it. The ETF monitor does not imply a buy, sell, or sizing decision.