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Source document· June 17, 2026

The Smartest Way to Play the AI Boom in 2026

View original at finance.yahoo.com
The Smartest Way to Play the AI Boom in 2026 If you've been investing in the AI boom, you probably own most of the same names everyone else does…
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  • Training the next generation of large language models requires the equivalent power draw of small cities

    60% confidence
  • The chip trade, the cloud trade, and the AI software trade have already been priced in; next-leg returns must come from one layer beneath — the energy infrastructure enabling all of it

    60% confidence
  • A single ChatGPT query consumes roughly 10 times the energy of a Google search

    60% confidence
  • The US power grid was built for a world where electricity demand grew at 1-2% per year, predictably, with decades of warning — it was not designed for AI-scale demand

    60% confidence
  • Bitzero Holdings (AIBZ) is well positioned for the coming AI energy infrastructure opportunity; most investors have never heard of it

    60% confidence
  • 50% of the data centers currently planned across the United States will never get built due to grid constraints

    60% confidence
  • NVIDIA alone has minted more wealth in two years than most companies create in a century

    60% confidence
  • Industry forecasts put AI data center capital expenditure at roughly $5.2 trillion between now and 2030

    60% confidence
  • More than 70% of grid interconnection requests in the United States are ultimately withdrawn because the grid simply cannot accommodate them

    60% confidence
  • Global data center power demand will surge up to 165% by 2030 compared to 2023 levels

    60% confidence
What we know · the intelligence behind this page
Live from the substrate
What we're seeing
Q4 2026 Biotech Catalyst Window: ESMO Data, the Ivonescimab PDUFA and Small-Cap Delistings
Mid-October to November 2026 is a dense catalyst period for clinical-stage biotech. Positive late-stage readouts (ALOFT-IPF, TELIGAN, MIUDELLA, the duvakitug extension) and the ESMO 2026 presentations lead up to the FDA's 14 November PDUFA date for the ivonescimab BLA. At the opposite end of the market, Spago Nanomedical is moving to delist from Nasdaq First North, which shows how hard it is for micro-cap developers to fund themselves. Value is concentrating in companies with late-stage data and near-term regulatory outcomes.
Our read on the data ›
Signals we're tracking
EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
Patterns we're watching ›
Where sources disagree
Ford Motor Company
Both facts give cash for Ford Motor Company at the same point in time (2025-12-31; FY 2025 year-end and Q4 2025 year-end are the same date). Both are labelled USD, but the values are 23,356,000,000 and 23.356, which cannot both be true in USD. The two numbers agree once the second is read as billions (23.356 bn = 23,356,000,000), so the economic content is consistent and the conflict is a unit/scale error in the Q4 2025 record. The period is not the reason for the conflict: a Q4 and an FY figure at the same year-end date should match.
We flag conflicts openly ›
Recently verified
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