Thesis · Data Centers & Physical Infrastructure

Will EIA report commercial or data-center-linked electricity sales growth above 5% year-over-year for calendar 2026, by late 2027?

Electricity and interconnection are the rivalrous complement whose scarcity converts AI demand into sustained rent for power owners rather than for model or app providers.

6 dated tests · 0 resolved · next on

The tests More theses in Data Centers & Physical Infrastructure

Who is on each side

The two sides.

Each side in DeepStack’s words, then the voices who argue it, attributed and paraphrased, dated where the date is known. A voice links to its page on DeepStack where one exists.

The case for yes

Margin migrates to chips and power

Two workloads cannot share a megawatt, so compute growth bids up power, grid capacity and siting rights that cannot be designed around. Power producers and infrastructure owners capture durable pricing power and long-dated contracted revenue, while model providers' gross margins compress under inference bills. Capital concentrates in the physical bottlenecks that every contestant in the AI race must pass through, not in the software layered on top.

The case for no

Value migrates to industry adopters and applications

The current wave of capital spending on chips, data centers and power is a build-out phase that precedes a later phase in which non-AI industries reorganize around the new capability, echoing railroads, electrification and the internet. Once that diffusion happens, the greatest economic value shifts to the industries and application-layer products that embed AI into workflows with measurable returns, not to the infrastructure builders themselves. This side would be confirmed if commercial or data-center-linked electricity sales growth stays below 5% year-over-year for 2026, since that would suggest efficiency and diffusion gains are offsetting raw AI load growth.

4 voices

Margin migrates to chips and power

  1. Brian Albrecht

    Two workloads cannot use the same GPU-hour or megawatt, so as intelligence gets copied users bid harder for compute and electricity; the Ricardian rent lands on the scarce complement rather than on the model.

    Source

  2. Compounding Quality

    Toolmakers capture the boom regardless of which contestant wins

    Source

  3. Moses Sternstein

    The AI infrastructure wave demands physical infrastructure and hardware to operationalize AI capabilities, shifting investor and market attention from software-only to hardware and infrastructure companies. This rotation is reinforced by defense…

    Source

  4. Market Sentiment

    Capital floods unevenly to unavoidable bottlenecks

    Source

1 voice

Value migrates to industry adopters and applications

  1. Vltava Fund

    Following the historical pattern of railroads, electrification, and the internet, an initial infrastructure build-out phase precedes a later phase in which non-technology sectors leverage the new capability to reorganize their operations and…

    Source

What would settle it

The dated tests.

Each test names the public source that settles it, the rule and the day. The Call’s number, the readers’ median and the machines’ numbers stand beside it, as on the Docket.

  1. Equinix, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 720%.

    On the Docket Pendingth133-t04Open question

    Specification pending

    The machinesClaude 26% · DeepSeek 28%

    Claude: 26%DeepSeek: 28%

    Your number

  2. Equinix, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 760%.

    On the Docket Pendingth133-t05Open question

    Specification pending

    The machinesClaude 72% · DeepSeek 57%

    Claude: 72%DeepSeek: 57%

    Your number

  3. Equinix, long-term debt as a share of the quarter's revenue, quarter ended September 30, 2026: whether it comes in at or above 800%.

    On the Docket Pendingth133-t06Open question

    Specification pending

    The machinesClaude 22% · DeepSeek 12%

    Claude: 22%DeepSeek: 12%

    Your number

  4. HPE, long-term debt growth from a year earlier, quarter ended October 31, 2026: whether it comes in at or above -10%.

    On the Docket Pendingth133-t01Pre-specified

    Question
    Did the long-term debt of HPE at the end of the quarter ended October 31, 2026 grow at or above -10.0% from the quarter ended October 31, 2025?
    Source
    SEC EDGAR, XBRL company facts of HPE (Forms 10-Q and 10-K)
    Rule
    Compare the long-term debt that HPE reports at the end of the quarter ended October 31, 2026 with the end of the quarter ended October 31, 2025, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if growth is at or above -10.0%; no if it is below -10.0%.
    If the source is late, revised or silent
    If HPE has not filed by January 6, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    HPE's long-term debt growth from a year earlier was -14.4% at the end of the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    The year-earlier quarter is not on the same concept in the filings, so the rungs sit on the last print alone.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 42%.

    42%

    0 · no100 · yes

    The machinesClaude 72% · DeepSeek 30%

    Claude: 72%DeepSeek: 30%
    The ladder 3 rungs on one reading, Dec 3, 2026: each asks whether it lands above its threshold, so the Call’s numbers down the rungs sketch where it expects the reading to land.

    1. Above -10%Call 42% · Claude 72% · DeepSeek 30%

      42%

    2. Above -2%Call 27% · Claude 63% · DeepSeek 27%

      27%

    3. Above 6%Call 16% · Claude 35% · DeepSeek 15%

      16%

    0 · no50100 · yes

    Your number

  5. HPE, long-term debt growth from a year earlier, quarter ended October 31, 2026: whether it comes in at or above -2%.

    On the Docket Pendingth133-t02Pre-specified

    Question
    Did the long-term debt of HPE at the end of the quarter ended October 31, 2026 grow at or above -2.0% from the quarter ended October 31, 2025?
    Source
    SEC EDGAR, XBRL company facts of HPE (Forms 10-Q and 10-K)
    Rule
    Compare the long-term debt that HPE reports at the end of the quarter ended October 31, 2026 with the end of the quarter ended October 31, 2025, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if growth is at or above -2.0%; no if it is below -2.0%.
    If the source is late, revised or silent
    If HPE has not filed by January 6, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    HPE's long-term debt growth from a year earlier was -14.4% at the end of the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    The year-earlier quarter is not on the same concept in the filings, so the rungs sit on the last print alone.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 27%.

    27%

    0 · no100 · yes

    The machinesClaude 63% · DeepSeek 27%

    Claude: 63%DeepSeek: 27%

    Your number

  6. HPE, long-term debt growth from a year earlier, quarter ended October 31, 2026: whether it comes in at or above 6%.

    On the Docket Pendingth133-t03Pre-specified

    Question
    Did the long-term debt of HPE at the end of the quarter ended October 31, 2026 grow at or above 6.0% from the quarter ended October 31, 2025?
    Source
    SEC EDGAR, XBRL company facts of HPE (Forms 10-Q and 10-K)
    Rule
    Compare the long-term debt that HPE reports at the end of the quarter ended October 31, 2026 with the end of the quarter ended October 31, 2025, in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if growth is at or above 6.0%; no if it is below 6.0%.
    If the source is late, revised or silent
    If HPE has not filed by January 6, 2027, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.
    Base rate
    HPE's long-term debt growth from a year earlier was -14.4% at the end of the quarter ended July 31, 2026, by its filing on SEC EDGAR.
    Outside view
    The year-earlier quarter is not on the same concept in the filings, so the rungs sit on the last print alone.
    What would change the number
    A change in product mix, a one-time charge, or a reclassified line would move the reading.

    The Call, before the dateExpects no. Gives the yes answer 16%.

    16%

    0 · no100 · yes

    The machinesClaude 35% · DeepSeek 15%

    Claude: 35%DeepSeek: 15%

    Your number

In The Buildout

The stories that take up this thesis, with their own Calls and tests.

A thesis page states one question and both sides of it; DeepStack takes no side in words, and its view is the number it gives each test before the date. Analysis and opinion, not investment advice. Voices are paraphrased from public writing and attributed by name; DeepStack shows no score, ranking or accuracy for any person. Pre-specified means the words were approved on or before the test’s date. Specified after the date means they were written afterwards: such a test is counted and shown, and never rated. An open question has no words yet. The Call’s number is the chance, from 0 to 100, that the Call gives the yes answer to a test’s question, recorded before the test’s date; it is DeepStack’s own reading, not a market price and not advice. The readers’ mark on the same line is the readers’ median, the middle of the numbers signed-in readers gave the test, shown from 25 readers. The machines: Each model read this page and nothing else. The number that counts is the latest one each model gave before the test closed.