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SOURCE GRAPH / COMPUTE

Sources and traceability

Follow each public claim to its source, measurements and supporting facts.

Data centre data

AI Data Centers — September 4 dataset revision

Epoch AI

ARCHIVED
CLAIMS4
MEASUREMENTS2
ATOMIC FACTS11
Retrieved
6 Sept 2026
Data as of
4 Sept 2026
Licence
CC BY 4.0
Checksum
53c3a40ecabacfc18732df79db451ee7b4a399357ce085445e318a6920a8c683

Epoch AI data under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). The page is dated September 3; the complete ZIP/timeline release is dated September 4; these preserved bytes were collected September 6 and admitted for proposal preparation September 8. Dataset date is not observation, facility operation or assessment date. Vardark modifies the data through normalization, selection, aggregation, uncertainty modeling and reversible display conversion; no Epoch AI endorsement. Future dates/capacities are estimates, not commitments.

Claims using this source 4
method

The EU series sums positive H100e capacity at facilities in the EU's 27 member states included in Epoch AI's selected frontier data centre registry.

compute/claim/eu-minimum-definition
  • The registry is not a complete inventory of all data centres or all AI capacity in the EU.
  • The series uses physical location, while the main series use ownership.
  • Non-frontier facilities use Epoch's capacity factor 1.5 and ±6 months for estimated operational dates (80% coverage); this is not the ownership curve's 5th–95th percentiles. Observation dates are not operational-date estimates.
observation

31,834 H100e is the latest documented positive minimum at EU-located frontier facilities as of 2026-08-16, based on 1 facility in the archived registry.

compute/claim/eu-minimum-latest
  • This is a documented minimum in a frontier registry, not an estimate of all AI compute in the EU.
  • The series is location-based and cannot be subtracted from Epoch AI's ownership-based Other category.
  • Future facility points are plans with uncertain dates and capacity, not observed measurements.
observation

8 future individual facilities that establish a new estimated capacity frontier after 2026-09-08 are shown as separate planned points.

compute/claim/planned-frontier-facilities
  • Plans can change, and facilities are not added to ownership holdings because of the risk of double counting.
method

Compute has 16 compatible quarters in the global ownership-based series from 2022-03-31 to 2025-12-31. The trend is valid within this series; the EU minimum and facility plans use a different measurement basis and are excluded.

compute/claim/evidence-state
  • Maturity describes the evidence contract, not the probability of a singularity.
  • A new source edition may require compatibility review before extending the series.
Context

Energy and AI

International Energy Agency

CITED
CLAIMS0
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
10 Aug 2026
Data as of
31 Dec 2024
Licence
CC BY 4.0
Checksum
No local archive

Used for energy context, not to derive the H100-equivalent compute series.

Claims using this source 0

This source provides method or context without a separate visible claim in this overview.

Primary data

Data on AI Chip Owners

Epoch AI

ARCHIVED
CLAIMS13
MEASUREMENTS178
ATOMIC FACTS688
Retrieved
10 Aug 2026
Data as of
31 Dec 2025
Licence
CC BY 4.0
Checksum
570f980dc551a598698c1dd6f324f021344ca7e4d78fbab362a44ab4b6065083

Ownership estimates, not physical location, utilisation, or access.

Claims using this source 13
method

The curve estimates cumulative AI accelerator ownership in the Epoch AI dataset; it does not measure actual use, access, physical location or effective model capacity.

compute/claim/measurement-scope
  • Coverage follows Epoch AI's ownership model and is not a complete inventory of all computing worldwide.
method

The ownership-based series aggregate Epoch AI's global ownership categories: US cloud comprises seven named companies, China combines official and estimated smuggled categories, and Other is the global Other category.

compute/claim/series-definitions
  • Ownership categories do not indicate geographical location, access or state control.
method

The series' 5th and 95th percentiles sum the source groups' respective bounds as a transparent display approximation.

compute/claim/uncertainty-model
  • The summed bounds are not a joint probabilistic confidence model.
observation

The world series median at 2025-12-31 is 20,926,382 H100e, equivalent to 41.41 ZOPS of theoretical 8-bit peak performance.

compute/claim/global-capacity-latest
derivation

The world series median increased by 208% from the same quarter a year earlier to 2025-12-31.

compute/claim/year-growth-latest
derivation

The seven named US-based cloud and model groups account for 75% of the world series' estimated ownership at 2025-12-31.

compute/claim/us-cloud-share-latest
  • US cloud is a company category, not a claim about physical location or state control.
derivation

Nominal accelerator power in the world series is 13.4 GW at 2025-12-31.

compute/claim/power-proxy-latest
  • This is nominal accelerator power, not actual electricity consumption or total data centre load.
derivation

The dashed curve mechanically extends the CAGR of the last eight complete observations quarter by quarter; it is not a forecast.

compute/claim/growth-scenario
  • The extension assumes an unchanged historical growth rate and does not model power, capital, supply or saturation.
derivation

AI 2027 places the superhuman-coder milestone in March 2027 and specifies 60 million H100e globally during the Agent-3 period beginning that month; this is 2.9× the latest observed world median, but is scenario context rather than a causal takeoff threshold.

compute/claim/ai-2027-superhuman-coder-context
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
  • The alignment of date and capacity provides context; it does not mean that 60M H100e triggers the milestone.
derivation

AI 2027 estimates 100 million globally available H100e at the end of 2027, 4.8× the latest observed world median in this tracker.

compute/claim/ai-2027-global-compute
  • This is an external forecast, not a Vardark measurement.
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
method

Compute has 16 compatible quarters in the global ownership-based series from 2022-03-31 to 2025-12-31. The trend is valid within this series; the EU minimum and facility plans use a different measurement basis and are excluded.

compute/claim/evidence-state
  • Maturity describes the evidence contract, not the probability of a singularity.
  • A new source edition may require compatibility review before extending the series.
method

The US-cloud drilldown exposes every group-total and ownership point with a stable measurement ID in the form compute/us-cloud/total/<dato> or compute/us-cloud/<eier>/<dato>; each point retains lineage to the same time-versioned source observations summed by the chart.

compute/claim/us-cloud-drilldown-method
  • Drilldown IDs identify derived display points; they do not replace atomic source facts.
  • Owner identity is not the same as physical location or actual access.
derivation

15,746,640 H100e is the aggregate median for seven time-versioned US-based owners at 2025-12-31; their share of the world series is 75%.

compute/claim/us-cloud-drilldown-latest
  • The group describes ownership by company identity, not physical location or state control.
  • The chip-type view comes from Epoch AI's separate chip-type table and may differ slightly from the ownership total due to source aggregation.
Data centre data

AI Data Centers

Epoch AI

ARCHIVED

Historical source · outside the current selection

CLAIMS0
MEASUREMENTS0
ATOMIC FACTS1
Retrieved
11 Aug 2026
Data as of
11 Aug 2026
Licence
CC BY 4.0
Checksum
d7614ec4f4c771eeaf7a59973a88b25e2f8282d3b9448908b36056f34d59d165

Observed and projected construction timelines. Future dates and capacities are estimates, not commitments.

Claims using this source 0

This source provides method or context without a separate visible claim in this overview.

Scenario method

The record for computing capacity in a single data center has doubled every 7 months

Epoch AI

CITED
CLAIMS3
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
11 Aug 2026
Data as of
11 Jun 2026
Licence
CC BY 4.0
Checksum
No local archive

Supports the distinction between observed and future frontier facilities and the displayed facility uncertainty convention.

Claims using this source 3
method

The EU series sums positive H100e capacity at facilities in the EU's 27 member states included in Epoch AI's selected frontier data centre registry.

compute/claim/eu-minimum-definition
  • The registry is not a complete inventory of all data centres or all AI capacity in the EU.
  • The series uses physical location, while the main series use ownership.
  • Non-frontier facilities use Epoch's capacity factor 1.5 and ±6 months for estimated operational dates (80% coverage); this is not the ownership curve's 5th–95th percentiles. Observation dates are not operational-date estimates.
derivation

The dashed curve mechanically extends the CAGR of the last eight complete observations quarter by quarter; it is not a forecast.

compute/claim/growth-scenario
  • The extension assumes an unchanged historical growth rate and does not model power, capital, supply or saturation.
observation

8 future individual facilities that establish a new estimated capacity frontier after 2026-09-08 are shown as separate planned points.

compute/claim/planned-frontier-facilities
  • Plans can change, and facilities are not added to ownership holdings because of the risk of double counting.
Measurement method

What does H100e compute capacity mean?

Epoch AI

CITED
CLAIMS6
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
11 Aug 2026
Data as of
11 Aug 2026
Licence
CC BY 4.0
Checksum
No local archive

Defines H100e as peak dense 8-bit operations per second relative to an Nvidia H100; it is a comparison model, not a chip count.

Claims using this source 6
method

H100e is a comparison model that normalises different AI chips against the Nvidia H100's theoretical maximum dense 8-bit performance; it is not a count of H100 cards.

compute/claim/h100e-model
  • Memory, networking, software, precision, utilisation and workload can make actual performance higher or lower than this comparison.
observation

The world series median at 2025-12-31 is 20,926,382 H100e, equivalent to 41.41 ZOPS of theoretical 8-bit peak performance.

compute/claim/global-capacity-latest
observation

31,834 H100e is the latest documented positive minimum at EU-located frontier facilities as of 2026-08-16, based on 1 facility in the archived registry.

compute/claim/eu-minimum-latest
  • This is a documented minimum in a frontier registry, not an estimate of all AI compute in the EU.
  • The series is location-based and cannot be subtracted from Epoch AI's ownership-based Other category.
  • Future facility points are plans with uncertain dates and capacity, not observed measurements.
derivation

AI 2027 places the superhuman-coder milestone in March 2027 and specifies 60 million H100e globally during the Agent-3 period beginning that month; this is 2.9× the latest observed world median, but is scenario context rather than a causal takeoff threshold.

compute/claim/ai-2027-superhuman-coder-context
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
  • The alignment of date and capacity provides context; it does not mean that 60M H100e triggers the milestone.
derivation

AI 2027 estimates 100 million globally available H100e at the end of 2027, 4.8× the latest observed world median in this tracker.

compute/claim/ai-2027-global-compute
  • This is an external forecast, not a Vardark measurement.
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
method

Compute has 16 compatible quarters in the global ownership-based series from 2022-03-31 to 2025-12-31. The trend is valid within this series; the EU minimum and facility plans use a different measurement basis and are excluded.

compute/claim/evidence-state
  • Maturity describes the evidence contract, not the probability of a singularity.
  • A new source edition may require compatibility review before extending the series.
Scenario reference

Compute Forecast

AI Futures Project / AI 2027

CITED
CLAIMS2
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
11 Aug 2026
Data as of
7 Jul 2026
Licence
Copyright — cited public web source
Checksum
No local archive

Forecasts 60M global H100e during the Agent-3 period beginning March 2027 and 100M global H100e by December 2027. External scenario, not observation.

Claims using this source 2
derivation

AI 2027 places the superhuman-coder milestone in March 2027 and specifies 60 million H100e globally during the Agent-3 period beginning that month; this is 2.9× the latest observed world median, but is scenario context rather than a causal takeoff threshold.

compute/claim/ai-2027-superhuman-coder-context
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
  • The alignment of date and capacity provides context; it does not mean that 60M H100e triggers the milestone.
derivation

AI 2027 estimates 100 million globally available H100e at the end of 2027, 4.8× the latest observed world median in this tracker.

compute/claim/ai-2027-global-compute
  • This is an external forecast, not a Vardark measurement.
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
Scenario reference

Takeoff Forecast

AI Futures Project / AI 2027

CITED
CLAIMS1
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
11 Aug 2026
Data as of
31 Dec 2025
Licence
Copyright — cited public web source
Checksum
No local archive

Conditions on a superhuman-coder milestone in March 2027 and models a software-driven takeoff; it does not define a causal installed-compute threshold.

Claims using this source 1
derivation

AI 2027 places the superhuman-coder milestone in March 2027 and specifies 60 million H100e globally during the Agent-3 period beginning that month; this is 2.9× the latest observed world median, but is scenario context rather than a causal takeoff threshold.

compute/claim/ai-2027-superhuman-coder-context
  • AI 2027 and Epoch AI use H100e as a comparison unit, but their normalisation methods are not documented as identical.
  • The alignment of date and capacity provides context; it does not mean that 60M H100e triggers the milestone.
Scope definition

EU countries

European Union

CITED
CLAIMS2
MEASUREMENTS0
ATOMIC FACTS0
Retrieved
11 Aug 2026
Data as of
11 Aug 2026
Licence
European Union website — cited public web source
Checksum
No local archive

Defines the 27-country EU membership used to classify facility locations; it does not provide compute-capacity data.

Claims using this source 2
method

The EU series sums positive H100e capacity at facilities in the EU's 27 member states included in Epoch AI's selected frontier data centre registry.

compute/claim/eu-minimum-definition
  • The registry is not a complete inventory of all data centres or all AI capacity in the EU.
  • The series uses physical location, while the main series use ownership.
  • Non-frontier facilities use Epoch's capacity factor 1.5 and ±6 months for estimated operational dates (80% coverage); this is not the ownership curve's 5th–95th percentiles. Observation dates are not operational-date estimates.
observation

31,834 H100e is the latest documented positive minimum at EU-located frontier facilities as of 2026-08-16, based on 1 facility in the archived registry.

compute/claim/eu-minimum-latest
  • This is a documented minimum in a frontier registry, not an estimate of all AI compute in the EU.
  • The series is location-based and cannot be subtracted from Epoch AI's ownership-based Other category.
  • Future facility points are plans with uncertain dates and capacity, not observed measurements.
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