Reference
Sources
Every page on this site links its claims inline. This is the consolidated list, grouped by topic. All links open in a new window.
Updated
A note on quality: where several sources support a claim, the site cites the strongest available (filings, central-bank and academic papers, major outlets). A few niche data providers appear because they publish measurements nobody else does (GPU resale prices, interconnection queues); treat those as industry data, not audited fact. Figures the research flags as contested carry a visible caution wherever they appear.
Bubble history and scholarship
The academic and historical backbone: what bubbles are, how they run, and the primary literature on the classic episodes.
- Odlyzko, 'Collective hallucinations and inefficient markets: the British Railway Mania' (U. Minnesota) (opens in a new window)
- Odlyzko, 'The railway mania: fraud, disappointed expectations, and the modern economy' (opens in a new window)
- Odlyzko, 'This time is different: the 1840s and today' (opens in a new window)
- Campbell & Turner, 'The Railway Mania: not so great expectations?' (CEPR VoxEU) (opens in a new window)
- Campbell, 'Deriving the railway mania' (Queen's University Belfast) (opens in a new window)
- Quinn & Turner, bubble chronology (EconStor) (opens in a new window)
- Stanford GSB, 'A brief history of financial bubbles' (opens in a new window)
- Brunnermeier & Oehmke, 'Bubbles, financial crises, and systemic risk' (Princeton) (opens in a new window)
- NBER working paper 18398, 'Bubbles, credit, and their consequences' (opens in a new window)
- Borowiecki, Dzielinski & Tepper, 'The Great Margin Call' (Economic History Review) (opens in a new window)
- NBER working paper 30914 (Florida land boom) (opens in a new window)
- Goldstein, 'The Asian Financial Crisis' (PIIE, 1998) (opens in a new window)
- Britannica, dot-com bubble (opens in a new window)
- Britannica, Silver Thursday (opens in a new window)
- Nasdaq drawdown history (DQYDJ) (opens in a new window)
- Wikipedia, Railway Mania (opens in a new window)
- Wikipedia, Panic of 1873 (opens in a new window)
- Wikipedia, Poseidon bubble (opens in a new window)
- Wikipedia, economic bubble (overview) (opens in a new window)
- Wikipedia, cryptocurrency bubble (opens in a new window)
Early-warning indicators
The empirical literature on which signals actually preceded historical peaks, plus the live data series used on the Warning Lights page.
- IMF working paper 2021/116, 'Financial cycles: early warning indicators of banking crises' (opens in a new window)
- ECB working paper 1486, early warning indicators (opens in a new window)
- BIS credit-to-GDP gap data (opens in a new window)
- RBC Wealth Management, 'The great narrowing: S&P 500 concentration' (opens in a new window)
- Apollo Academy, 'Extreme AI concentration' chart pack (opens in a new window)
- YCharts, FINRA margin debt series (opens in a new window)
- First Trust, 'Margin debt crosses $1 trillion' (opens in a new window)
- Federal Reserve H.15, selected interest rates (opens in a new window)
- FOMC projections, June 2026 (opens in a new window)
- Fortune, hyperscaler debt issuance and cash flow (Dec 2025) (opens in a new window)
- Calcbench, 'The stunning capex of AI hyperscalers in context' (opens in a new window)
- Apollo Academy, hyperscaler capex vs operating cash flow chart (opens in a new window)
Circular financing: the historical record
Vendor financing in telecom, railway share calls, keiretsu cross-shareholding, 1920s investment trusts, and Enron's round-trips.
- New York Times (2001), telecom vendor financing ('Data packet') (opens in a new window)
- CNET, 'Can things get any worse for the telecom sector?' (McKinsey vendor-finance figures) (opens in a new window)
- American Affairs, 'Who lost Lucent?' (opens in a new window)
- Globe and Mail, Nortel vendor financing (opens in a new window)
- Richmond Fed, telecom boom and bust (Wolman) (opens in a new window)
- IDE-JETRO, Japanese cross-shareholding study (opens in a new window)
- New York Times (1929), 'Investment trusts find public favor' (opens in a new window)
- Novel Investor, the fall of Goldman Sachs Trading Corp. (opens in a new window)
- ZDNet, Enron broadband dark-fiber swaps (opens in a new window)
- MPRA, railway share calls and leverage (opens in a new window)
The AI money loop: current arrangements
The 2023-2026 web of equity stakes, compute commitments, SPVs, and GPU-backed debt.
- Bloomberg, 'The AI circular deals' visual guide (Jan 2026) (opens in a new window)
- Reuters, Nvidia invests $2B in CoreWeave (Jan 2026) (opens in a new window)
- Bloomberg, Nvidia-CoreWeave investment and chip deal (opens in a new window)
- CoreWeave investor relations, Nvidia collaboration announcement (opens in a new window)
- CNBC, Nvidia's $40B+ AI equity portfolio (May 2026) (opens in a new window)
- The Next Platform, Nvidia's CoreWeave investment in context (opens in a new window)
- TechCrunch, Microsoft earnings and the $7.6B OpenAI impact (Jan 2026) (opens in a new window)
- Microsoft official blog, Microsoft-OpenAI partnership evolution (Jan 2025) (opens in a new window)
- TL Capital, Microsoft-OpenAI restructuring briefing (Apr 2026) (opens in a new window)
- Tech Times, Nvidia-OpenAI investment restructuring (opens in a new window)
- TechCrunch, Nvidia's top startup investments (opens in a new window)
Infrastructure overbuild, then and now
Capex versus GDP across railways, electricity, fiber, and AI data centers.
- 7GC, 'AI capex and the telecom bubble: a comparative analysis' (opens in a new window)
- Internet History, 'Boom, Bubble, Bust: the fiber optic mania' (opens in a new window)
- LA Times (2002), fiber overcapacity (opens in a new window)
- Northwestern Law, electric utility interconnection history (Kiesling) (opens in a new window)
- William & Mary economics, US railroad investment (opens in a new window)
- Goldman Sachs, 'Tracking the trillions' AI build-out assumptions (opens in a new window)
- Allianz Research, AI macro special (Mar 2026) (opens in a new window)
- Betafinch, AI spending share of US GDP growth (Q1 2026) (opens in a new window)
- Epoch AI, Nvidia chip production data (opens in a new window)
- MediaPost, hyperscaler capex guidance 2023-24 (opens in a new window)
The demand side and GPU depreciation
AI revenue, enterprise adoption, inference costs, utilization, and the useful-life accounting controversy.
- GeekWire, Microsoft $37B AI run rate (fiscal Q3 2026) (opens in a new window)
- Reuters, OpenAI tops $25B annualized revenue (Mar 2026) (opens in a new window)
- Sacra, OpenAI company profile (opens in a new window)
- Sacra, Anthropic company profile (opens in a new window)
- PPC Land, Meta Q1 2026 results and AI ad tools (opens in a new window)
- AI Index / Report-AI, enterprise AI statistics 2026 (opens in a new window)
- AI Index / Report-AI, LLM token price index (opens in a new window)
- Wharton, 2025 enterprise AI adoption report (opens in a new window)
- SaaS Sentinel, enterprise GPU utilization survey (Jul 2026) (opens in a new window)
- TheCUBE Research, GPU depreciation useful-life analysis (opens in a new window)
- ByteIota, 'GPU depreciation crisis' earnings-impact estimates (opens in a new window)
- Business Insider, Michael Burry's depreciation critique (Nov 2025) (opens in a new window)
- CNBC, Nvidia's response to bubble charges (Nov 2025) (opens in a new window)
- ServerBuyback, GPU resale value index (opens in a new window)
- Hashrate Index, used GPU market pricing (opens in a new window)
Macro and supply-chain stress
Oil and Hormuz, fertilizer, chip supply concentration, the power grid, and the US fiscal position.
- Reuters, oil markets and US-Iran talks (Jun 2026) (opens in a new window)
- New York Times, Iran war and oil prices (Jun 2026) (opens in a new window)
- CNBC, oil prices amid Hormuz blockade (Jul 2026) (opens in a new window)
- World Bank, fertilizer prices and Hormuz disruptions (opens in a new window)
- USDA ERS, farm sector income forecast (opens in a new window)
- Farm Bureau, USDA farm income forecast (opens in a new window)
- The GPU Trade, HBM4E and CoWoS bottleneck analysis (opens in a new window)
- Telborg, data-center briefing 97 (grid queues, HBM deficit) (opens in a new window)
- DC Hub, interconnection queue tracker (opens in a new window)
- EnkiAI, AI data-center energy and PJM queues (opens in a new window)
The case against the bubble
The steelman: profitable incumbents, real revenue growth, and the track record of early bubble calls.
- InnovaPath, 'Is AI a bubble that is about to burst?' (systematic review) (opens in a new window)
- Eco3min, 2000 tech bubble vs AI comparison (opens in a new window)
- Reuters, 'AI uncertainty is rising, so is investor conviction' (Jul 2026) (opens in a new window)
- MUFG, 'The most transformative infrastructure project in history' (opens in a new window)
- Man Institute, 'Views from the floor' on AI circularity (Nov 2025) (opens in a new window)
- Man Institute, 'The AI bubble' (opens in a new window)
- Forbes, 'AI can change the world and still be a bubble' (opens in a new window)
The critics and the Zitron record
Ed Zitron's claims, the leaks that substantiated some of them, and the people engaging his numbers.
- Where's Your Ed At (Zitron), 'To serve Altman' (opens in a new window)
- TechCrunch, leaked OpenAI-Microsoft revenue share documents (Nov 2025) (opens in a new window)
- Runtime Wire, OpenAI leaked 2025 financials (opens in a new window)
- Sloppish, 'The Ed Zitron scorecard' (opens in a new window)
- The Guardian, Zitron interview (Jan 2026) (opens in a new window)
- Carnegie Endowment, 'AI's biggest skeptic sees a bubble' (podcast) (opens in a new window)
- Quasa, GitHub usage-pricing and the Zitron debate (Apr 2026) (opens in a new window)