- Reports
- Baseline Edition 2026
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Exponential Technology Report 2026: Advanced Semiconductors and AI Compute
Exponential Technology
Advanced Semiconductors and AI Compute 2026
Imprint
- Editor
- Saeed Valadbaygi, Chief Steward and Managing Editor, the Global Centre for Risk and Innovation (GCRI)
- Publisher of record
- The Global Centre for Risk and Innovation (GCRI) for the Nexus Consortium, Toronto
- Report number
- NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE
- Evidence close
- 30 September 2026, cut DC-XTECH-SEMICONDUCTORS-GLOBAL-2026-B0
- Status
- Draft under stewardship review; not yet released
- DOI and UNI
- Issued at deposit
- Licence
- CC BY 4.0 for Nexus-authored text, tables and figures; third-party material keeps its own licence
- Cite as
- Valadbaygi, S. (Ed.). (2026). Exponential Technology Report 2026: Advanced Semiconductors and AI Compute (Baseline Edition 2026, Report No. NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE) [Draft under review]. The Global Centre for Risk and Innovation (GCRI). https://therisk.global/nexus-reports/editions/xt-06/
Contents
- Advanced Semiconductors and AI Compute 2026
- Executive summary
Executive summary
The edition on a few pages: the abstract, the key messages, the headline finding and what each steward reads in it.
S.1Abstract
Advanced semiconductors matter to the Nexus programme because AI compute is now built from a few chip types made in a few places. Global semiconductor sales reached USD 791.7 billion in 2025, up 25.6%, and logic chips were the largest category at USD 301.9 billion8. Equipment makers billed USD 135.1 billion, with China, Taiwan and Korea together taking about 79%9. The demand side is steep. The performance of leading AI supercomputers has doubled about every nine months since 2019, and their power needs have doubled about every year1. Epoch AI estimates that training compute grows about four times a year and that power is the limit most likely to bind first3. United States data centres used 176 TWh in 2023, about 4.4% of national electricity, and a Berkeley Lab report projects 325 to 580 TWh by 202815. Governments now steer the sector. The United States set aside USD 50 billion under the CHIPS and Science Act44. The EU Chips Act entered into force on 21 September 2023, and the Commission proposed a second act in June 202612. US export-control guidance on advanced computing items was issued again in May 202613. Some of the market evidence in this edition comes from trade reports and search summaries and is labelled so. This baseline sets out what the evidence supports and where it is thin. It forecasts no price or shortage and ranks no company or country.
S.2Key messages
Six readings that frame the semiconductor and compute baseline, and the eight questions this edition answers, each with its status and source.
USD 791.7 billion in 2025, up 25.6%.8
How big is the chip market?Reported
Performance of leading systems doubled about every nine months since 2019; training compute grows about four times a year.13
How fast is AI compute growing?Reported
US data centres used 176 TWh in 2023; 325 to 580 TWh is projected for 2028.15
What does it need in electricity?Reported
China, Taiwan and Korea took about 79% of 2025 billings.9
Where is equipment bought?Reported
The United States set aside USD 50 billion; the EU recorded over EUR 33 billion in State aid decisions.4412
What do governments spend?Reported
US licences for advanced computing items to D:5 entities, per May 2026 guidance.13
What controls apply?Reported
Not published on a common basis; one company reports about 5,300 acre-feet a year for one Arizona fab.23
What is the water footprint?Reported
Whether power, water and packaging limits slow the compute build-out. SCN-XT06-PWR-01
What will 2027 test first?Expert input
S.3Headline finding
ReportedEQL 4NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-ENE-007
United States data centres used 176 TWh in 2023, about 4.4% of national electricity, and a Berkeley Lab report projects 325 to 580 TWh by 2028, or about 6.7% to 12%.
| Item | Bar, scaled to the largest value | Value |
|---|---|---|
| 2023 | 176 | |
| 2028 projection, low | 325 | |
| 2028 projection, high | 580 |
Source: Berkeley Lab report of December 2024, as described by the US Department of Energy15. The 2028 values are scenario projections.
The compute build-out is also an electricity build-out. The 2028 range is 1.8 to 3.3 times the 2023 level (method 4), and the spread shows how much depends on chip supply, efficiency and siting. The report covers US data centres, not the world, and not fabrication plants1516.
S.4At a glance
S.5What each steward reads in it
GCRI · KEY T
Technical Truth
The evidence supports reading advanced semiconductors and AI compute as physical infrastructure.
GRF · KEY M
Public Meaning
For most people the story arrives as a headline about a chip shortage, a data centre or a trade rule.
GRA · KEY F
Capital Meaning
Readiness implications only. Sales and public programmes are large, and plant and data centre costs fall on operators and ratepayers.
NEXUS
Synthesis
Semiconductor and compute evidence is rich on markets and thin on the physical footprint.
S.6What this edition is, and is not
What this edition is
A baseline: the 2026 state of advanced semiconductors and AI compute as infrastructure and the couplings through which it carries risk into other systems. It synthesises published evidence and ranks no country, company or asset.
What it is not
Not a forecast of chip prices, shortages or sales, a technology ranking, an endorsement of any company or an assessment of any programme. Export controls, subsidies and standards are decisions of competent authorities.
What comes next
National, regional and sector evidence feeds the 2027 semiconductor and compute edition through the federation. Each edition reports what changed against this baseline: observations, source revisions, method changes, scenario updates and corrections.
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03.back
AI compute is physical infrastructure built on a few chips and a few places
Part I describes systems and their couplings. It ranks no country or operator and assesses no authority.
1.1The questions this part answers
Key questions
- Where is semiconductor and compute risk concentrated?
- Which couplings carry semiconductor and compute shocks into other systems?
- Which semiconductor and compute capabilities hold under compound stress?
- What must 2027 evidence measure first?
In this part
- Narrative
- Headline finding
- Lead figure
- Five footprint and governance chapters
- Twelve-domain reading
- Sector screens
- Dependency matrix
- Risk objects
- Capability ladder
- Scenario
- Three lenses
- Portfolio
1.2The argument
AI compute is usually discussed as software. The 2026 evidence reads it as a physical build: chips from a handful of fabrication clusters, machines from specialised equipment, memory and packaging, and sites that need electricity and cooling189.
Demand grows fast. Leading AI supercomputers doubled in performance about every nine months from 2019 to 2025, while their power needs doubled about every year1. Epoch AI estimates that training compute grows about four times a year and that power binds first3. Earlier work finds a doubling time of about six months in the deep learning era2.
Supply follows money. Chip sales rose 25.6% in 20258, equipment billings reached USD 135.1 billion9, and governments added the CHIPS and Science Act and the EU Chips Act4412. Export controls shape who can buy advanced computing items13.
The footprint is the least measured part. US data centres used 176 TWh in 2023 and may use 325 to 580 TWh in 202815. Water use of fabrication plants is reported by single companies, not on a common basis23. Peer-reviewed work shows large gaps between models, sites and hardware67.
Two sources report the speed of growth. The AI supercomputer dataset shows performance doubling about every nine months, while power and cost double about every year1. An earlier study finds training compute doubling about every six months in the deep learning era and about every twenty months before it2. These are historical fits, not forecasts.
| Item | Bar, scaled to the largest value | Value |
|---|---|---|
| AI supercomputer performance, 2019 to 2025 | 9 | |
| AI supercomputer power need and hardware cost | 12 | |
| Training compute, deep learning era | 6 | |
| Training compute, before deep learning | 20 |
Source: as cited in the note to this figure. Year 2025.
Figure ID FIG-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-01-003
1.3Twenty couplings between five systems
The semiconductor and compute-centred matrix types the twenty couplings between the five core systems, read for their semiconductor and compute content. Strengths are Nexus estimates (ESTIMATED) from the cited evidence and analogue events; they set the graph that 2027 evidence will test.
Each line is one coupling from one system to another, drawn by the strength the edition assigns. Strengths are Nexus estimates from the cited evidence and analogue events.
- Strong
- Moderate
- Weak
Source: this edition’s coupling matrix (Table 1.1); status Estimated.
| From, to | WAT | ENE | FOO | HLT | BIO |
|---|---|---|---|---|---|
| WAT Water | · | MODERATE water for power and cooling | WEAK no documented link | WEAK no documented link | WEAK no documented link |
| ENE Energy | MODERATE cooling and fab water demand | · | WEAK no documented link | WEAK no documented link | WEAK no documented link |
| FOO Food | WEAK no documented link | WEAK no documented link | · | WEAK no documented link | WEAK no documented link |
| HLT Health | WEAK workforce | WEAK workforce | WEAK no documented link | · | WEAK no documented link |
| BIO Biodiversity | WEAK no documented link | WEAK no documented link | WEAK no documented link | WEAK no documented link | · |
| Strength: strong, moderate or weak; a Nexus estimate (status Estimated) from cited evidence and analogue events. The scale is defined in Annex A. | |||||
Transmission paths
- 01
AIC → ENE → INF
Compute demand raises electricity demand and constrains where sites can be built.
Reported US data centre estimates15
- 02
TRD → INF
Export controls change who can buy advanced chips and equipment.
Reported US guidance of May 202613
- 03
FIN → INF
Sales and subsidies fund plants and equipment.
- 04
WAT → INF
Water supply constrains plant siting.
Inferred one company water report23
- 05
GOV → INF
Subsidy programmes set where capacity is built.
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 6Luccioni, A.S., Jernite, Y. and Strubell, E., Power Hungry Processing: Watts Driving the Cost of AI Deployment?, ACM FAccT 2024, arXiv:2311.16863 (abstract page: multi-purpose generative models orders of magnitude more costly per 1,000 inferences than task-specific models). ACM, New York. Observation year 2024. Accessed 2026-11-03.back
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03.back
Key findings
Twelve findings carry the semiconductor and compute baseline. They are grouped by coupling and never ranked. Each resolves to its source or, where Nexus analysis is involved, to its stated method.
2.1Headline finding
ReportedEQL 4NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-ENE-007
United States data centres used 176 TWh in 2023, about 4.4% of national electricity, and a Berkeley Lab report projects 325 to 580 TWh by 2028, or about 6.7% to 12%.
| Item | Bar, scaled to the largest value | Value |
|---|---|---|
| 2023 | 176 | |
| 2028 projection, low | 325 | |
| 2028 projection, high | 580 |
Source: Berkeley Lab report of December 2024, as described by the US Department of Energy15. The 2028 values are scenario projections.
Implication
The compute build-out is also an electricity build-out. The 2028 range is 1.8 to 3.3 times the 2023 level (method 4), and the spread shows how much depends on chip supply, efficiency and siting. The report covers US data centres, not the world, and not fabrication plants1516.
What would move it
Next national statistics, the IEA global series, published site-level power data and utility interconnection records would each move this finding.
2.2AIC
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-AIC-001
A dataset of 500 AI supercomputers from 2019 to 2025 shows performance doubling about every nine months, with hardware cost and power need each doubling about every year; one system in March 2025 used about 200,000 chips and 300 MW.1
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-AIC-002
Epoch AI estimates that training compute grows about four times a year, that runs of about 2e29 FLOP are likely feasible by 2030, and that power is the constraint most likely to bind first.3
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-AIC-003
The 2025 AI Index reports that hardware costs fell about 30% a year and energy efficiency rose about 40% a year, while training compute doubles about every five months.5
2.3Finance
ReportedEQL 4NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-FIN-004
Global semiconductor sales reached USD 791.7 billion in 2025, up 25.6% from USD 630.5 billion; logic sales were USD 301.9 billion and memory sales USD 223.1 billion.8
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-FIN-005
Semiconductor equipment billings reached USD 135.1 billion in 2025, up 15%, according to a trade report of SEMI data; Taiwan rose 90% to USD 31.5 billion and China held near USD 49.3 billion.9
2.4Infrastructure
ReportedEQL 2NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-INF-006
Press reports put the largest foundry at nearly 70% of the global foundry market in 2025, and about 74% of its wafer revenue came from 7 nanometre and smaller nodes; both are secondary reports.222728
2.5Energy
ReportedEQL 4NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-ENE-007
US data centres used 176 TWh in 2023, about 4.4% of national electricity, and a Berkeley Lab report projects 325 to 580 TWh by 2028, or about 6.7% to 12%.1516
ReportedEQL 2NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-ENE-008
The IEA reports global data centre electricity use of about 415 TWh in 2024 and projects about 945 TWh by 2030 in its base case; the figures come from search summaries of the report.24
2.6Governance
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-GOV-009
The CHIPS and Science Act, enacted on 9 August 2022, provides USD 50 billion, of which USD 39 billion is for manufacturing incentives and USD 11 billion for research, and award outlays are not bound at the close.44
ReportedEQL 4NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-GOV-010
The EU Chips Act entered into force on 21 September 2023, more than EUR 33 billion was recorded across 19 State aid decisions, and the Commission proposed a second Chips Act in June 2026.12
2.7Trade
ReportedEQL 3NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-TRD-011
US guidance of May 2026 states that a licence is required to export advanced computing items to entities headquartered in Country Group D:5, and the AI diffusion rule was rescinded in May 2025.1331
2.8Systemic
Expert inputEQL 2NRF-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-SYS-012
The leading compound pathway for 2027 testing is a build-out of AI compute that meets local limits on power, water and packaging capacity while fabrication stays concentrated. § scenario
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 5Stanford Institute for Human-Centered AI (ed.), The 2025 AI Index Report, key takeaways page (training compute doubling about every five months; hardware cost down about 30% a year; energy efficiency up about 40% a year; chips detail not given on the page). Stanford University, Stanford. Observation year 2025. Accessed 2026-11-03.back
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 27UNVERIFIED, not opened: TrendForce (ed.), 2025 foundry ranking (largest foundry sales about USD 122.5 billion and a share of about 69.9%), taken from press coverage in search results. TrendForce, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 28UNVERIFIED, not opened: TSMC (ed.), fourth-quarter 2025 results (about 74% of 2025 wafer revenue from 7 nanometre and smaller nodes against 69% in 2024), taken from press coverage in search results; sources differ on the quarterly share. Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 31UNVERIFIED, not opened: law-firm client alerts on the rescission of the AI diffusion rule and related guidance, 12 and 13 May 2025, taken from search-result summaries; a formal notice date was not confirmed. Observation year 2025. Accessed 2026-11-03.back
Systems and sectors at baseline
3.1Where each system stood at evidence close
AIC · Compute
Training compute growth, Epoch AI estimate
≈4times per yearpower is the first limit likely to bind.
Reported2024Epoch AI3
FIN · Market
Global semiconductor sales
791.7USD billionup 25.6% on 2024.
Reported2025SIA8
FIN · Equipment
Semiconductor equipment billings
135.1USD billiontrade report of a SEMI release.
Reported2025trade report9
ENE · Energy
US data centre electricity use
176TWhabout 4.4% of US electricity.
Reported2023Berkeley Lab15
INF · Fabrication
Foundry share of the largest producer
≈70%press report; a market-research estimate.
Reported2025press22
TRD · Policy
US CHIPS and Science Act programmes
50USD billion39 for manufacturing, 11 for research.
Reported2022Act44
3.2Domain posture
Each of the twelve coupled domains is read through semiconductor and compute, in words, not scored. The coupling column names the dependency that carries semiconductor and compute risk into each domain.
| Domain | Posture at baseline | Coupling | Status |
|---|---|---|---|
| WAT | Cooling and process water use is reported by single companies, not on a common basis; one company reports about 5,300 acre-feet a year for one fab. | WAT ↔ INF | Reported EQL 2 |
| ENE | US data centres used 176 TWh in 2023 and may use 325 to 580 TWh in 2028. | AIC → ENE | Reported EQL 4 |
| FOO | No documented coupling at baseline; chips in agricultural equipment are not evidenced here. | none documented | Expert input EQL 1 |
| HLT | No documented coupling at baseline; medical device and imaging chips are not evidenced here. | none documented | Expert input EQL 1 |
| BIO | No documented coupling at baseline. | none documented | Expert input EQL 1 |
| CLI | Electricity demand of compute and fabrication matters for emissions; the carbon intensity varies by site and region. | ENE → CLI | Reported EQL 3 |
| INF | The core system: fabrication concentrated in a few clusters; equipment billings of USD 135.1 billion in 2025. | the core system | Reported EQL 3 |
| FIN | Chip sales of USD 791.7 billion in 2025; public programmes of USD 50 billion in the United States. | FIN ↔ INF | Reported EQL 4 |
| DAT | Data centres are the main buyers of AI accelerators; the link is stated, the volumes are not bound. | INF → DAT | Inferred EQL 2 |
| AIC | The demand driver: AI supercomputer performance doubling about every nine months. | AIC → INF | Reported EQL 3 |
| MIN | Gallium and germanium are used in chips and are concentrated in primary production; figures are not bound from a primary source. | MIN → INF | Inferred EQL 2 |
| TRD | US licences for advanced computing items to D:5 entities; equipment and chip flows follow controls. | TRD ↔ INF | Reported EQL 3 |
3.3Sector screens
All sixteen sectors are screened for their dependence on semiconductor and compute, on the same grammar as every national edition. The evidence column describes coverage of the baseline evidence, not the performance of the sector.
| Code | Sector | Baseline evidence | Exposure to watch | Evidence coverage |
|---|---|---|---|---|
| GS-00 | Cross-system | compute couples to power, water and trade controls | local limits | THIN |
| GS-01 | Water | fab water reported by single companies23 | siting in dry regions | THIN |
| GS-02 | Energy | data centre electricity 176 TWh in 202315 | load growth | PARTIAL |
| GS-03 | Food | no documented coupling | none documented | THIN |
| GS-04 | Health | no documented coupling | none documented | THIN |
| GS-05 | Finance | chip sales USD 791.7 billion8 | capital intensity | PARTIAL |
| GS-06 | Development | access to chips and skills | widening gaps | THIN |
| GS-07 | Climate | electricity demand and emissions1524 | grid carbon intensity | THIN |
| GS-08 | Disaster | fabrication clusters in seismic regions | single-cluster dependence | THIN |
| GS-09 | Infrastructure | data centre and fab power and cooling15 | grid interconnection | THIN |
| GS-10 | Cities | no documented coupling | none documented | THIN |
| GS-11 | Biodiversity | no documented coupling | none documented | THIN |
| GS-12 | Earth observation | chips in space sensors not evidenced here | none documented | THIN |
| GS-13 | Cyber and digital | compute capacity and controls13 | hardware supply integrity | THIN |
| GS-14 | Policy | CHIPS Act and EU Chips Act4412 | subsidy and control divergence | GOOD |
| GS-15 | Science | peer-reviewed base on trends and energy1267 | common benchmarks | PARTIAL |
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03.back
- 6Luccioni, A.S., Jernite, Y. and Strubell, E., Power Hungry Processing: Watts Driving the Cost of AI Deployment?, ACM FAccT 2024, arXiv:2311.16863 (abstract page: multi-purpose generative models orders of magnitude more costly per 1,000 inferences than task-specific models). ACM, New York. Observation year 2024. Accessed 2026-11-03.back
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03.back
Risks and capability
Four semiconductor and compute risk objects open the portfolio. Order carries no rank. Each is read across driver, exposure, vulnerability, capacity, cascade and consequence.
4.1Risk objects
Each risk is read across the chain from hazard to consequence, with its status and evidence-quality level.
InferredEQL 3RSK-XT06-ENE-001
Power limits on the compute build-out
InferredEQL 3RSK-XT06-INF-002
Fabrication and packaging concentration
InferredEQL 3RSK-XT06-TRD-003
Fragmented export controls and licensing
Expert inputEQL 2RSK-XT06-WAT-004
Water siting limits for plants and cooling
4.2Capability ladder
Existence is not readiness. Each of the fifteen capability functions is placed on the ladder by the strongest public evidence for semiconductor and compute at the global level.
| Function | Rung | Level | Strongest public evidence at baseline |
|---|---|---|---|
| Prevention and mitigation | LISTED | efficiency work exists; no common footprint standard bound57 | |
| Monitoring and observation | EXISTS | sales and equipment statistics published regularly89 | |
| Early warning | LISTED | no consolidated shortage warning across chips, memory and packaging | |
| Preparedness and planning | EXISTS | CHIPS Act and EU Chips Act programmes4412 | |
| Redundancy and reserves | LISTED | strategic stocks of chips and materials are not documented here | |
| Response | EXISTS | EU monitoring and crisis response pillar in the Chips Act12 | |
| Continuity of critical services | LISTED | not tested in a documented chip shortage here | |
| Recovery | LISTED | no documented recovery plan for a fabrication outage | |
| Adaptation | LISTED | roadmaps exist; adaptation of designs to supply limits not documented14 | |
| Social protection | LISTED | not applicable at baseline | |
| Finance and insurance | EXISTS | public programmes of USD 50 billion in the US and EU State aid4412 | |
| Institutional coordination | EXISTS | European Semiconductor Board; IRDS roadmap1214 | |
| Technical infrastructure | EXISTS | fabrication and equipment base at USD 135.1 billion of billings9 | |
| Workforce | LISTED | skills gaps reported; no figure bound | |
| Research capacity | ADEQUATE | strong peer-reviewed base127 | |
| A capability listed in policy is not a tested one; each rung is the strongest public evidence at baseline. | |||
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 5Stanford Institute for Human-Centered AI (ed.), The 2025 AI Index Report, key takeaways page (training compute doubling about every five months; hardware cost down about 30% a year; energy efficiency up about 40% a year; chips detail not given on the page). Stanford University, Stanford. Observation year 2025. Accessed 2026-11-03.back
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 31UNVERIFIED, not opened: law-firm client alerts on the rescission of the AI diffusion rule and related guidance, 12 and 13 May 2025, taken from search-result summaries; a formal notice date was not confirmed. Observation year 2025. Accessed 2026-11-03.back
- 41UNVERIFIED, not opened: Government of the Netherlands and Government of Japan, export-control rules on advanced semiconductor manufacturing equipment, 2023, cited from memory; no figure is used. Observation year 2023. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 14IEEE (ed.), International Roadmap for Devices and Systems, programme page (successor to the ITRS; IEEE sponsorship since 2016; 2023 update the latest edition listed). Institute of Electrical and Electronics Engineers, New York. Observation year 2023. Accessed 2026-11-03.back
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03.back
Compute build-out meets local power, water and packaging limits
A conditional statement under stated assumptions, never a prediction.
5.1Assumptions
Scenario SCN-XT06-PWR-01: what is assumed, and what is held constant.
- Baseline
- the 2026 reference state in this edition
- Drivers
- AI compute demand keeps growing while grid connection, water supply and packaging capacity grow more slowly
- Analogues
- the 2023 to 2028 range of US data centre load; the 2019 to 2025 growth of AI supercomputers115
- Interventions
- none modelled: the specification describes the unmitigated case
- Run state
- narrative specification; quantified run scheduled for 2027
5.2The cascade, step by step
- 1
AIC → ENE
new compute sites queue for grid connection
2025
- 2
ENE → WAT
cooling and plant water demand meets local supply limits
2026
- 3
INF → AIC
packaging and memory capacity limits the chips that can be used
2025
- 4
TRD → INF
export-control changes shift where equipment and chips can go
2026
- 5
GOV → FIN
subsidy programmes move capacity to new regions over several years
2026
- 6
FIN → INF
investment shifts toward efficiency, power supply and packaging
2025
5.3The scenario as a table of steps
How the shock in scenario SCN-XT06-PWR-01 would travel through Advanced Semiconductors and AI Compute’s coupled systems, step by step, under the assumptions the edition states.
| Step | What happens | Source |
|---|---|---|
| 01 AI compute to energy | New compute sites queue for grid connection. Analogue or source: 2025. | Edition XT-06, scenario SCN-XT06-PWR-01, step 1 |
| 02 Energy to water | Cooling and plant water demand meets local supply limits. Analogue or source: 2026. | Edition XT-06, scenario SCN-XT06-PWR-01, step 2 |
| 03 Infrastructure to ai compute | Packaging and memory capacity limits the chips that can be used. Analogue or source: 2025. | Edition XT-06, scenario SCN-XT06-PWR-01, step 3 |
| 04 Trade to infrastructure | Export-control changes shift where equipment and chips can go. Analogue or source: 2026. | Edition XT-06, scenario SCN-XT06-PWR-01, step 4 |
| 05 Governance to finance | Subsidy programmes move capacity to new regions over several years. Analogue or source: 2026. | Edition XT-06, scenario SCN-XT06-PWR-01, step 5 |
| 06 Finance to infrastructure | Investment shifts toward efficiency, power supply and packaging. Analogue or source: 2025. | Edition XT-06, scenario SCN-XT06-PWR-01, step 6 |
A teaching model of a conditional scenario under the edition’s stated assumptions: not a forecast, not a prediction and not a warning. Sources: Advanced Semiconductors and AI Compute 2026, scenario SCN-XT06-PWR-01 (2026); Advanced Semiconductors and AI Compute 2026, references (NR-CIT-1) (2026).
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
Readings from the other desks
The semiconductor and compute baseline is read through each steward’s lens, then once as a whole. Each lens is a projection of reviewed findings, not a separate argument. The other desks’ own editions of this subject are listed first, as cross-references, not copies.
6.1The other desks’ editions of this subject
Federation: each desk writes its own edition for the subjects in its remit. Until a desk releases, its edition shows its frame and the reading this edition printed for it.
| Desk | Edition | State | Identifier |
|---|---|---|---|
| GCRI Systems Evidence | No edition of this subject at this desk in the 2026 Baseline cycle | Not in this cycle | |
| GRF Public Deliberation | Outside this desk’s remit | Not in remit | |
| GRA Capital Readiness | Outside this desk’s remit | Not in remit | |
| Standards Progress | No edition of this subject at this desk in the 2026 Baseline cycle | Not in this cycle | |
| Academy Capability | No edition of this subject at this desk in the 2026 Baseline cycle | Not in this cycle | |
| Index Measurement | Outside this desk’s remit | Not in remit |
6.2Three lenses
One edition, read by each steward. The lens of this site comes first.
GCRI · KEY T
Technical Truth
The evidence supports reading advanced semiconductors and AI compute as physical infrastructure. Demand growth and sales are well documented, and the footprint of plants and data centres is thinly measured. Evidence is strongest for sales, equipment and US electricity, and weakest for water, packaging and workforce.
AIC-001 · FIN-004 · ENE-007 · SYS-012
GRF · KEY M
Public Meaning
For most people the story arrives as a headline about a chip shortage, a data centre or a trade rule. The baseline asks that public debate separate measured figures from company statements and secondary reports.
AIC-001 · ENE-007 · TRD-011
GRA · KEY F
Capital Meaning
Readiness implications only. Sales and public programmes are large, and plant and data centre costs fall on operators and ratepayers84415. These show where finance-readiness evidence will matter. Nothing here is advice, a rating or an approval.
FIN-004 · GOV-009
NEXUS
Synthesis
Semiconductor and compute evidence is rich on markets and thin on the physical footprint. The 2027 programme should bind power and water use, map packaging and memory capacity, and test the local-limits pathway.
SYS-012 · Q-01 · Q-02
6.3Standards, Academy and steward contributions
How the Nexus Standards drafts, the Risk Academy and the three stewards feed each quarterly edition for semiconductor and compute. The standards are a preparatory working draft (2026) and are cited as drafts, never as adopted standards.
| Quarter | Edition | Question | Boundary |
|---|---|---|---|
| Q1 | State and Agenda | What matters this year, and what is the starting position? | observed baseline stays distinct from planned work |
| Q2 | Evidence and Build | What new evidence and capability exist? | a configured capability is not a validated result |
| Q3 | Stress Test and Readiness | What do scenarios and tests show? | simulated loss or performance is not observed impact |
| Q4 | Annual Synthesis and Renewal | What changed in the year, and what renews? | release follows review, not event publicity deadlines |
| Steward or body | Role | Contribution route |
|---|---|---|
| GCRI Canada | Lead Institution and Consortium Secretariat; publisher of record; technical truth (key T) | science and practice communities · GCRI gateway |
| The Global Risks Forum (GRF) | leadership, dialogue and the Universe programme; public meaning (key M) | policy, Universe and national adoption · GRF gateway |
| The Global Risks Alliance (GRA) | finance, insurance and development readiness; capital meaning (key F) | finance and insurance · GRA gateway |
| Nexus Standards | preparatory drafts on vocabulary, hazards, indicators and methods | Standards site · working groups HAZ, IND, MTH, FIN, AI |
| Risk Academy | learning pathways tied to the agenda questions | Academy gateway · learning by review |
| Nexus Standards and Academy | technology chapter inputs: GCRI evidence, NXS standards, RA capability | technology editorial board |
Standards drafts used in this edition
- Risk vocabulary NRS-C1 (424 terms) for terms in the glossary
- Hazard atlas NHS-1 1.1.0 (905 hazards in 120 families) for risk objects
- Seven risk classes: global, catastrophic, existential, emerging, planetary, exponential, frontier-tech
Standards calendar to watch
- Founding calls from 20 October 2026; working groups meet from 5 November 2026
- Inaugural Global Standards Council session, 12 January 2027
- Quarterly reviews in March, June, September and December, aligned with each edition
6.4GCRI reading: the model card
GCRI’s reading of this edition is its model card: what the national model is, what it computes and where it stops. It is printed in full in Annex A, with the methods it belongs to. Annex A, methodology
6.5Global Risks Forum reading: editorial essays
Four signed essays by the Reports editorial team set out the positions this edition takes. They are interpretation, labelled as such; the evidence they draw on is in the findings register.
AI compute rests on chips, equipment, memory, packaging, power and water. Reading it as software hides the limits that decide its pace.
EDITORIAL ESSAY · 01
Compute is a physical build
A statistical release, a trade report of that release and a company page carry different weight. This edition labels each, and keeps vendor claims out of findings.
EDITORIAL ESSAY · 02
Measured and claimed
Power and water of plants and data centres are rarely counted on one basis. A published footprint would show whether growth is limited by chips, power or water.
EDITORIAL ESSAY · 03
The footprint is the blind spot
Subsidies and export controls decide where capacity is built and who can buy it. They change at short notice, so planners need the rule texts, not summaries.
EDITORIAL ESSAY · 04
Policy is now part of the supply chain
6.6Global Risks Alliance reading: 2027 semiconductor and compute readiness pack
The registers that open the 2027 global cycle. At baseline each is initialised from this edition.
| Item | Register | State at baseline | First 2027 entry |
|---|---|---|---|
| E1 | Semiconductor and compute risk state delta | baseline set by this edition | changes against the baseline |
| E2 | WEFH+B state delta | five global system readings set | indicator updates and freshness |
| E3 | Agenda and Portfolio movement | eight agenda items · 6 proposed objects | admission decisions |
| E4 | Federation delivery register | national chapters in preparation | national chapters |
| E5 | Consortium capability register | national consortia forming | first contributions |
| E6 | Leadership questions and challenges | none yet | first challenge log |
| E7 | Foundry technical state | national environments prepared | first federation cut |
| E8 | Publication candidates | twelve findings carried forward | PUBLISH · HOLD dispositions |
| E9 | Universe readiness | one candidate mission | admission and role spine |
| E10 | Correction register | none | first federation-wide cycle |
Publication dispositions
- Publish
- Hold
- Needs evidence
- Restricted
- Superseded
6.7Nexus Standards reading: standards and regulatory watch
Instruments and published guidance that shape the systems in this edition, by status on the retrieval date. The edition assesses no one’s compliance.
- IN FORCE
- PUBLISHED
- DRAFT
- PUBLISHED · VOLUNTARY
| Instrument | Body | Scope | Status | Relevance |
|---|---|---|---|---|
| CHIPS and Science Act34 | US Congress | US | IN FORCE | subsidy statute |
| Regulation (EU) 2023/178133 | EU | EU | IN FORCE | Chips Act |
| EU second Chips Act proposal12 | European Commission | EU | DRAFT | proposal of June 2026 |
| US advanced computing licence guidance13 | US Department of Commerce | US | PUBLISHED | export licences |
| Framework for AI diffusion3031 | US Department of Commerce | US | RESCINDED 2025 | export controls |
| JESD270-4 HBM432 | JEDEC | global | PUBLISHED · VOLUNTARY | memory interface |
| IRDS roadmap14 | IEEE | global | PUBLISHED · VOLUNTARY | technology roadmap |
| Export-control rules on lithography equipment41 | Netherlands and Japan | allied states | PUBLISHED | equipment controls |
| India Semiconductor Mission42 | Government of India | India | PROGRAMME ACTIVE | subsidy programme |
| Rapidus support2143 | Japan, METI | Japan | PROGRAMME ACTIVE | subsidy programme |
Changed since 2024
6.8Risk Academy reading: literature and evidence review, science and assessments
The review behind this edition covers semiconductor and compute assessments, peer-reviewed science and the institutional reports that bind its findings. Systematic reviews for each agenda item begin in 2027.
Review protocol
- Question
- What does the published evidence establish about advanced semiconductors and AI compute as infrastructure and its couplings?
- Sources searched
- peer-reviewed journals and preprints; agencies and ministries; roadmaps and standards; market and energy analyses
- Window
- releases available at evidence close, 30 September 2026
- Selection
- sources that bind or contextualise a finding in this edition
- Next step
- systematic reviews for agenda items 01 to 05 in 2027
| Reference | Type | Year | Role | Used for |
|---|---|---|---|---|
| Pilz and others1 | preprint | 2025 | supports | AI supercomputer trends |
| Sevilla and others2 | preprint | 2022 | supports | training compute eras |
| Luccioni, Jernite and Strubell6 | conference paper | 2024 | supports | inference energy |
| Patterson and others7 | preprint | 2021 | supports | training energy and carbon |
| Leiserson and others35 | journal article | 2020 | framework | performance after scaling |
| Koomey and others38 | journal article | 2011 | context | efficiency trend |
| Masanet and others39 | journal article | 2020 | context | data centre energy estimates |
| Khan and Mann29 | report | 2020 | context | AI chip supply chain |
| Reference | Issuer | Year | Role | Used for |
|---|---|---|---|---|
| Moore36 | journal article | 1965 | framework | transistor scaling |
| Dennard and others37 | journal article | 1974 | framework | scaling and power density |
| Epoch AI report3 | research organisation | 2024 | supports | compute limits to 2030 |
| Epoch AI model data4 | research organisation | 2026 | context | model database |
| AI Index 20255 | university institute | 2025 | context | hardware cost trends |
| IRDS14 | IEEE programme | 2023 | framework | roadmap |
| Reference | Issuer | Year | Role | Used for |
|---|---|---|---|---|
| CHIPS and Science Act34 | US Congress | 2022 | supports | statute |
| NIST CHIPS R&D programmes page11 | NIST | 2026 | supports | programmes |
| EU Chips Act page12 | European Commission | 2026 | supports | EU programme |
| Regulation (EU) 2023/178133 | EU | 2023 | supports | statute text |
| US export-control guidance133031 | US Department of Commerce | 2025 to 2026 | supports | trade controls |
| Reference | Issuer | Year | Role | Used for |
|---|---|---|---|---|
| SIA release8 | industry association | 2025 | supports | sales |
| Trade report of SEMI data9 | trade press | 2025 | supports | equipment billings |
| Berkeley Lab report1516 | national laboratory | 2024 | supports | US data centre energy |
| IEA Energy and AI24 | IEA | 2025 | context | global data centre energy |
| JEDEC memory standard32 | standards body | 2025 | context | memory |
| Nvidia product page19 | vendor | 2026 | context | vendor claims |
| Company water report coverage23 | local news | 2026 | context | fab water |
Where the evidence agrees
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 34UNVERIFIED, not opened: United States Congress, CHIPS and Science Act, Public Law 117-167, 2022, cited from memory. Observation year 2022. Accessed 2026-11-03.back
- 33UNVERIFIED, not opened: European Union, Regulation (EU) 2023/1781 of 13 September 2023 establishing a framework of measures for strengthening Europe’s semiconductor ecosystem (Chips Act); the EUR-Lex fetch returned no text, cited from memory. Publications Office of the European Union, Luxembourg. Observation year 2023. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 30UNVERIFIED, not opened: US Department of Commerce, Framework for Artificial Intelligence Diffusion, interim final rule, 90 Federal Register 4544, January 2025, cited from search summaries; the Federal Register page redirected. Federal Register, Washington. Observation year 2025. Accessed 2026-11-03.back
- 31UNVERIFIED, not opened: law-firm client alerts on the rescission of the AI diffusion rule and related guidance, 12 and 13 May 2025, taken from search-result summaries; a formal notice date was not confirmed. Observation year 2025. Accessed 2026-11-03.back
- 32UNVERIFIED, not opened: JEDEC (ed.), JESD270-4 HBM4 standard, April 2025 (about 2 TB/s per stack; 32 channels; up to 64 GB per stack), taken from search-result summaries; the JEDEC page returned an access error. JEDEC Solid State Technology Association, Arlington. Observation year 2025. Accessed 2026-11-03.back
- 14IEEE (ed.), International Roadmap for Devices and Systems, programme page (successor to the ITRS; IEEE sponsorship since 2016; 2023 update the latest edition listed). Institute of Electrical and Electronics Engineers, New York. Observation year 2023. Accessed 2026-11-03.back
- 41UNVERIFIED, not opened: Government of the Netherlands and Government of Japan, export-control rules on advanced semiconductor manufacturing equipment, 2023, cited from memory; no figure is used. Observation year 2023. Accessed 2026-11-03.back
- 42UNVERIFIED, not opened: Government of India, Ministry of Electronics and Information Technology, India Semiconductor Mission, the programme site returned an access error; cited from memory without figures. Observation year 2026. Accessed 2026-11-03.back
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03.back
- 43UNVERIFIED, not opened: METI and press coverage of the April 2026 addition of JPY 631.5 billion to Rapidus support, bringing research and development support to about JPY 2.354 trillion, taken from search-result summaries; totals differ by source. Observation year 2026. Accessed 2026-11-03.back
- 10POST-CLOSE, context only: NIST (ed.), CHIPS for America program page (USD 50 billion; USD 39 billion manufacturing incentives; USD 11 billion research; award notices of 8 September, 16 September, 14 October and 22 October 2026). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03.back
- 6Luccioni, A.S., Jernite, Y. and Strubell, E., Power Hungry Processing: Watts Driving the Cost of AI Deployment?, ACM FAccT 2024, arXiv:2311.16863 (abstract page: multi-purpose generative models orders of magnitude more costly per 1,000 inferences than task-specific models). ACM, New York. Observation year 2024. Accessed 2026-11-03.back
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03.back
- 35UNVERIFIED, not opened: Leiserson, C.E. and others, There’s plenty of room at the Top: What will drive computer performance after Moore’s law?, Science 368, eaam9744, 2020, taken from a reposted abstract in search results. Observation year 2020. Accessed 2026-11-03.back
- 38UNVERIFIED, not opened: Koomey, J.G. and others, Implications of historical trends in the electrical efficiency of computing, IEEE Annals of the History of Computing 33(3), 46 to 54, 2011, cited from memory. Observation year 2011. Accessed 2026-11-03.back
- 39UNVERIFIED, not opened: Masanet, E. and others, Recalibrating global data centre energy-use estimates, Science 367, 984 to 986, 2020, cited from memory. Observation year 2020. Accessed 2026-11-03.back
- 29UNVERIFIED, not opened: Khan, S.M. and Mann, A., AI Chips: What They Are and Why They Matter, Center for Security and Emerging Technology, April 2020; the file fetched returned only a notice that the report was updated, so no content was read. Center for Security and Emerging Technology, Washington. Observation year 2020. Accessed 2026-11-03.back
- 36UNVERIFIED, not opened: Moore, G.E., Cramming more components onto integrated circuits, Electronics 38(8), 1965, cited from memory. Observation year 1965. Accessed 2026-11-03.back
- 37UNVERIFIED, not opened: Dennard, R.H. and others, Design of ion-implanted MOSFET’s with very small physical dimensions, IEEE Journal of Solid-State Circuits 9(5), 256 to 268, 1974, cited from memory. Observation year 1974. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 4POST-CLOSE, context only: Epoch AI (ed.), AI models data hub (page updated 3 November 2026; over 3,700 models; no growth rate stated on the page). Epoch AI, San Francisco. Observation year 2026. Accessed 2026-11-03.back
- 5Stanford Institute for Human-Centered AI (ed.), The 2025 AI Index Report, key takeaways page (training compute doubling about every five months; hardware cost down about 30% a year; energy efficiency up about 40% a year; chips detail not given on the page). Stanford University, Stanford. Observation year 2025. Accessed 2026-11-03.back
- 11NIST (ed.), CHIPS research and development programmes page (National Semiconductor Technology Center, National Advanced Packaging Manufacturing Program, Manufacturing USA institute; undated; no programme amounts). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 19Nvidia (ed.), Blackwell architecture product page (208 billion transistors per GPU; custom TSMC 4NP process; performance multiples are vendor claims and weak evidence). Nvidia, Santa Clara. Observation year 2026. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 25UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, gallium chapter (reported in summaries as about 99% of primary low-purity gallium produced in China in 2025), taken from search-result summaries; the page returned an access error and no figure is used in the findings. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
- 26UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, germanium chapter, the page returned an access error; summaries differ on China shares and no figure is used. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
The 2027 agenda
Eight bounded questions open the 2027 semiconductor and compute agenda. Each comes from a baseline finding, names the initiative that will carry it and the first output due in the 2027 semiconductor and compute edition.
7.1Questions for the operational series
- Q-01
How much power and cooling water do advanced fabrication plants and AI data centres need, on a common basis, and where do the limits fall?
INI-XT06-PWR-01 · power and water footprint; first output: footprint estimates by site type.
- Q-02
What advanced packaging and high-bandwidth memory capacity exists, and in which places?
INI-XT06-PKG-02 · packaging and memory; first output: capacity map.
- Q-03
Which equipment and materials are single points of failure for advanced chips?
INI-XT06-EQP-03 · equipment and materials; first output: dependence map.
- Q-04
How far have announced subsidies become delivered plants and output?
INI-XT06-SUB-04 · subsidy delivery; first output: award and outlay table.
- Q-05
How can chip, system and compute counts be compared on a common basis?
INI-XT06-BMK-05 · counts on a common basis; first output: benchmark table.
- Q-06
Which national export-control and licensing rules apply to advanced computing items, and how do they differ?
To be admitted in 2027; first output: rule overlay.
- Q-07
What workforce exists for fabrication, packaging and data centre operation?
To be admitted in 2027; first output: scoping note.
- Q-08
Which readiness capabilities have been tested in real shortages or disruptions, and which are only planned?
Readiness capability register; first output: rung evidence for 15 functions.
7.2Portfolio proposed for the Q1 2027 alignment
Five initiatives and one Universe mission candidate are proposed for the 2027 semiconductor and compute portfolio. They are programme objects: no partner, funder or member is attached to them in this edition.
| ID | Object | Kind | Question | State |
|---|---|---|---|---|
| INI-XT06-PWR-01 | Power and water footprint | Initiative | Q-01 | PROPOSED |
| INI-XT06-PKG-02 | Packaging and memory | Initiative | Q-02 | PROPOSED |
| INI-XT06-EQP-03 | Equipment and materials | Initiative | Q-03 | PROPOSED |
| INI-XT06-SUB-04 | Subsidy delivery | Initiative | Q-04 | PROPOSED |
| INI-XT06-BMK-05 | Counts on a common basis | Initiative | Q-05 | PROPOSED |
| MSN-XT06-2027-01 | Local limits Universe mission | Mission | Q-01 | Candidate |
7.3The pathway
The semiconductor edition reads national readiness chapters, the coupled sector reports on energy, minerals and cybersecurity, and the global edition through one governed evidence graph. At baseline the federation is designed; the global energy and lifeline editions are drafted. This page states what exists today and what comes next.
- 01
National readiness chapters
fabrication, power and trade readiness in each national edition
IN PREPARATION · national baselines
- 02
Sector couplings
GS-02 energy · SR-04 minerals · SR-03 supply chains
GS-02 DRAFTED · sector baselines
- 03
Technology system model
fabrication, equipment, memory, power, water, governance
v0 SPECIFIED · v1 with federation evidence
- 04
Strategic links
SR-13 strategic technology · XT-07 HPC
PLANNED · strategic baselines
- 05
Universe
annual proving environment
CANDIDATE MISSION · mandate in 2027
- 06
XT-06 report
this series
BASELINE DRAFT · 2027 annual edition
- 07
Evidence and correction
one graph, many projections
OPEN · first correction cycle in 2027
7.4Universe 2027: evidence pack for the semiconductor and compute candidate mission
- 01
Mandate
- 02
Core Build · 1 month
- 03
Action · 1 week
- 04
Evidence seal
- 05
Portfolio correction
- 06
Next mandate
| Item | Record | State | Timing |
|---|---|---|---|
| F1 | Annual mandate record | PLANNED | after the Q2 2027 alignment |
| F2 | Core Build record | PLANNED | one month before the exercise |
| F3 | Exercise evidence | PLANNED | during the Action week |
| F4 | Decision packets | PLANNED | exercise state only |
| F5 | Proof receipts | PLANNED | scoped to each recorded check |
| F6 | After-action report | PLANNED | within one quarter |
| F7 | Upgrade docket | PLANNED | routed to the Portfolio |
| F8 | Portfolio renewal | PLANNED | 2027 global annual edition |
| F9 | Public synthesis | PLANNED | public-safe extracts only |
Mission
- ID
- MSN-XT06-2027-01 · Local limits Universe mission
- Role spine
- Leadership sponsor · Institutional anchor · Mission lead: drawn from national pathways
- Receiving actors
- to be identified with the mandate
7.5Handoffs and routing
Where the baseline’s findings go next. A handoff routes a finding for awareness, review or work; it transfers no authority.
| Finding | Routed to | Purpose | Class |
|---|---|---|---|
| AIC-001 · AI supercomputer growth | INI-XT06-BMK-05 | counts on a common basis | PUBLIC |
| FIN-004 · chip sales | INI-XT06-SUB-04 | subsidy delivery | PUBLIC |
| FIN-005 · equipment billings | INI-XT06-EQP-03 | equipment and materials | PUBLIC |
| INF-006 · foundry concentration | INI-XT06-PKG-02 | packaging and memory | PUBLIC |
| ENE-007 · US data centre energy | INI-XT06-PWR-01 · key F review | power and water footprint | PUBLIC |
| GOV-010 · EU Chips Act | regional consortia | rule overlay | PUBLIC |
| TRD-011 · export controls | regional consortia | rule overlay | PUBLIC |
| SYS-012 · compound pathway | MSN-XT06-2027-01 | Universe candidate | CONSORTIUM |
| Class | Where it goes | Who can see it |
|---|---|---|
| PUBLIC | the published edition and its evidence bundle | anyone |
| CONSORTIUM | governed rooms of the federation | consortium members under agreement |
| CONTROLLED | need-to-know channels | named competent actors only |
7.6Feeds and signal register
| Feed | Producer | Latency | Feeds into |
|---|---|---|---|
| SIA monthly and annual sales releases | industry association | monthly | FIN-004 |
| Equipment billings releases | SEMI | quarterly | FIN-005 |
| NIST CHIPS award pages (post-close, context only) | NIST | per event | GOV-009 |
| European Commission Chips Act pages | European Commission | per release | GOV-010 |
| US export-control notices | US Department of Commerce | per event | TRD-011 |
| WSTS forecasts | WSTS | twice a year | FIN-004 |
| Epoch AI data and reports | research organisation | continuous | AIC-002 |
Escalation routes
- none · keep monitoring
- research question
- project
- risk object
- annual publication
- signal report
| ID | Signal | Corroboration | Systems | Route |
|---|---|---|---|---|
| SIG-XT06-001 | AI supercomputer performance doubling about every nine months1 | CORROBORATED | AIC · INF | research question Q-05 |
| SIG-XT06-002 | US data centre electricity projected at 325 to 580 TWh by 202815 | CORROBORATED | ENE · AIC | research question Q-01 |
| SIG-XT06-003 | EU second Chips Act proposed in June 202612 | PARTIAL | GOV · INF | initiative Q-04 |
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
Systems in depth
One section per system: its state at evidence close, its exposures and what the operational series will watch.
8.1Compute hardware and fabrication
AI compute is built from advanced logic and memory chips made in a few clusters. Market figures are strong; counts of chips and capacity by place are thin.
| Component | State | Evidence | Status |
|---|---|---|---|
| Logic and memory | logic USD 301.9 billion and memory USD 223.1 billion of sales in 2025 | 8 | Reported |
| AI supercomputers | performance doubling about every nine months; one 2025 system used about 200,000 chips | 1 | Reported |
| Foundry concentration | press reports give the largest foundry nearly 70% of 2025 foundry sales; about 74% of its wafer revenue came from 7 nanometre and smaller nodes | 222728 | Reported |
| Vendor products | one vendor lists 208 billion transistors per accelerator on a custom 4NP process; a vendor claim | 19 | Reported |
Couplings
- INF ↔ FIN sales and plants
- AIC → INF demand
- TRD → INF controls
Evidence to bind in 2027
- chip and accelerator volumes by type
- fabrication capacity by country
Related editions
- GLB Global Systems
- GS-02 Energy
- SR-03 Global Supply Chains, Trade and Chokepoints
- SR-04 Critical Minerals and Strategic Materials
- XT-01 Artificial Intelligence and Agentic Systems
- XT-07 HPC and Advanced Computing
8.2Energy, power and water
Compute and fabrication need electricity and cooling water. US data centre use is documented; plant water use is reported by single companies.
| Component | State | Evidence | Status |
|---|---|---|---|
| Data centre electricity | US use 176 TWh in 2023, about 4.4% of national electricity | 1516 | Reported |
| Global data centre electricity | about 415 TWh in 2024 and about 945 TWh in 2030 in the IEA base case, from search summaries | 24 | Reported |
| Efficiency | hardware efficiency rose about 40% a year; sparse models can use under a tenth of the energy of dense ones | 57 | Reported |
| Fab water | one company reports about 5,300 acre-feet a year for one fab and a 65% reclamation rate | 23 | Reported |
Couplings
- AIC → ENE load growth
- ENE ↔ WAT cooling and process water
- ENE → CLI emissions
Evidence to bind in 2027
- plant and data centre water use
- global electricity series from the report itself
Related editions
- GLB Global Systems
- GS-02 Energy
- SR-03 Global Supply Chains, Trade and Chokepoints
- SR-04 Critical Minerals and Strategic Materials
- XT-01 Artificial Intelligence and Agentic Systems
- XT-07 HPC and Advanced Computing
8.3Equipment, memory and materials
Chips depend on specialised tools, memory stacks and minerals. Equipment billings are documented through a trade report; materials figures are not bound.
| Component | State | Evidence | Status |
|---|---|---|---|
| Equipment billings | USD 135.1 billion in 2025, up 15%; North America down 20% and Europe down 41% | 9 | Reported |
| Lithography | Moore observed doubling in 1965 and revised the pace in 1975; the equipment maker states EUV gives the highest resolution | 2036 | Reported |
| Memory | a high-bandwidth memory standard was published in 2025; details come from search summaries | 32 | Reported |
| Minor minerals | gallium and germanium are used in chips and concentrated in primary production; primary figures not bound | 252640 | Inferred |
Couplings
- TRD → INF tools and controls
- MIN → INF materials
- FIN → INF equipment spend
Evidence to bind in 2027
- packaging and memory capacity by country
- gallium and germanium figures from the primary source
Related editions
- GLB Global Systems
- GS-02 Energy
- SR-03 Global Supply Chains, Trade and Chokepoints
- SR-04 Critical Minerals and Strategic Materials
- XT-01 Artificial Intelligence and Agentic Systems
- XT-07 HPC and Advanced Computing
8.4Economy, investment and workforce
Sales and public programmes are large and well documented. Outlays and workforce numbers are the thin parts of the evidence.
| Component | State | Evidence | Status |
|---|---|---|---|
| Sales | USD 791.7 billion in 2025; about USD 1 trillion projected for 2026 by SIA | 8 | Reported |
| US programmes | USD 39 billion for manufacturing and USD 11 billion for research; award outlays not bound at the close | 4411 | Reported |
| EU programmes | more than EUR 33 billion across 19 State aid decisions; second act proposed June 2026 | 12 | Reported |
| Japan and India | Rapidus round of JPY 267.6 billion in 2026; India mission listed | 214243 | Reported |
Couplings
- FIN → INF plants and tools
- GOV → FIN subsidy flows
- HLT → INF workforce
Evidence to bind in 2027
- subsidy outlays against awards
- workforce size and skills gaps
Related editions
- GLB Global Systems
- GS-02 Energy
- SR-03 Global Supply Chains, Trade and Chokepoints
- SR-04 Critical Minerals and Strategic Materials
- XT-01 Artificial Intelligence and Agentic Systems
- XT-07 HPC and Advanced Computing
8.5Security, export controls and governance watch
Export controls and subsidies now shape the supply chain. Rules change at short notice, so the watch follows the rule texts.
| Component | State | Evidence | Status |
|---|---|---|---|
| US controls | licence required for advanced computing items to entities headquartered in Country Group D:5; Section 232 investigation listed | 13 | Reported |
| Diffusion rule | framework published in January 2025 and rescinded in May 2025, per law-firm summaries | 3031 | Reported |
| Allied controls | Netherlands and Japan control lithography equipment, cited from memory | 41 | Inferred |
| EU governance | three pillars and a European Semiconductor Board; second act proposed | 1233 | Reported |
Couplings
- TRD → INF controls
- GOV → FIN subsidy flows
- INF → DAT hardware supply
Evidence to bind in 2027
- text of the second Chips Act
- licence statistics
Related editions
- GLB Global Systems
- GS-02 Energy
- SR-03 Global Supply Chains, Trade and Chokepoints
- SR-04 Critical Minerals and Strategic Materials
- XT-01 Artificial Intelligence and Agentic Systems
- XT-07 HPC and Advanced Computing
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 27UNVERIFIED, not opened: TrendForce (ed.), 2025 foundry ranking (largest foundry sales about USD 122.5 billion and a share of about 69.9%), taken from press coverage in search results. TrendForce, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 28UNVERIFIED, not opened: TSMC (ed.), fourth-quarter 2025 results (about 74% of 2025 wafer revenue from 7 nanometre and smaller nodes against 69% in 2024), taken from press coverage in search results; sources differ on the quarterly share. Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03.back
- 19Nvidia (ed.), Blackwell architecture product page (208 billion transistors per GPU; custom TSMC 4NP process; performance multiples are vendor claims and weak evidence). Nvidia, Santa Clara. Observation year 2026. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 5Stanford Institute for Human-Centered AI (ed.), The 2025 AI Index Report, key takeaways page (training compute doubling about every five months; hardware cost down about 30% a year; energy efficiency up about 40% a year; chips detail not given on the page). Stanford University, Stanford. Observation year 2025. Accessed 2026-11-03.back
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 20ASML (ed.), Moore’s law explainer page (Moore observation of 1965 and revision of 1975; statement that EUV gives the highest resolution; no High-NA content on the page). ASML, Veldhoven. Observation year 2026. Accessed 2026-11-03.back
- 36UNVERIFIED, not opened: Moore, G.E., Cramming more components onto integrated circuits, Electronics 38(8), 1965, cited from memory. Observation year 1965. Accessed 2026-11-03.back
- 32UNVERIFIED, not opened: JEDEC (ed.), JESD270-4 HBM4 standard, April 2025 (about 2 TB/s per stack; 32 channels; up to 64 GB per stack), taken from search-result summaries; the JEDEC page returned an access error. JEDEC Solid State Technology Association, Arlington. Observation year 2025. Accessed 2026-11-03.back
- 25UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, gallium chapter (reported in summaries as about 99% of primary low-purity gallium produced in China in 2025), taken from search-result summaries; the page returned an access error and no figure is used in the findings. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
- 26UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, germanium chapter, the page returned an access error; summaries differ on China shares and no figure is used. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
- 40UNVERIFIED, not opened: IEA (ed.), Global Critical Minerals Outlook 2026, cited from the XT-02 notes of this series, not read for this edition; no figure is used. International Energy Agency, Paris. Observation year 2025. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 11NIST (ed.), CHIPS research and development programmes page (National Semiconductor Technology Center, National Advanced Packaging Manufacturing Program, Manufacturing USA institute; undated; no programme amounts). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03.back
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03.back
- 42UNVERIFIED, not opened: Government of India, Ministry of Electronics and Information Technology, India Semiconductor Mission, the programme site returned an access error; cited from memory without figures. Observation year 2026. Accessed 2026-11-03.back
- 43UNVERIFIED, not opened: METI and press coverage of the April 2026 addition of JPY 631.5 billion to Rapidus support, bringing research and development support to about JPY 2.354 trillion, taken from search-result summaries; totals differ by source. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 30UNVERIFIED, not opened: US Department of Commerce, Framework for Artificial Intelligence Diffusion, interim final rule, 90 Federal Register 4544, January 2025, cited from search summaries; the Federal Register page redirected. Federal Register, Washington. Observation year 2025. Accessed 2026-11-03.back
- 31UNVERIFIED, not opened: law-firm client alerts on the rescission of the AI diffusion rule and related guidance, 12 and 13 May 2025, taken from search-result summaries; a formal notice date was not confirmed. Observation year 2025. Accessed 2026-11-03.back
- 41UNVERIFIED, not opened: Government of the Netherlands and Government of Japan, export-control rules on advanced semiconductor manufacturing equipment, 2023, cited from memory; no figure is used. Observation year 2023. Accessed 2026-11-03.back
- 33UNVERIFIED, not opened: European Union, Regulation (EU) 2023/1781 of 13 September 2023 establishing a framework of measures for strengthening Europe’s semiconductor ecosystem (Chips Act); the EUR-Lex fetch returned no text, cited from memory. Publications Office of the European Union, Luxembourg. Observation year 2023. Accessed 2026-11-03.back
Methodology
How the edition was made: methods, the model card, the evidence cut and its age, the acceptance record and the glossary.
A.1Methods
The global baseline uses published values and four simple derivations. Each is shown in full so that any reader can reproduce it.
| No. | Derivation | Calculation | Result |
|---|---|---|---|
| (1) | Share of 2025 equipment billings in China, Taiwan and Korea | (49.31 + 31.50 + 25.75) ÷ 135.06 | ≈ 79% |
| (2) | Logic and memory share of 2025 chip sales | (301.9 + 223.1) ÷ 791.7 | ≈ 66% |
| (3) | Site power per chip for the largest 2025 system in the dataset | 300 MW ÷ 200,000 chips | ≈ 1.5 kW per chip, whole-site |
| (4) | Ratio of the 2028 projection to 2023 US data centre use | 325 ÷ 176 and 580 ÷ 176 | 1.8 to 3.3 times |
| Strength | Definition |
|---|---|
| STRONG | a disruption in the source system has historically changed the target system’s service or output within one season, in more than one region |
| MODERATE | an effect is documented but buffered or slower |
| WEAK | an effect is plausible but not documented at global scale |
| Label | Rule |
|---|---|
| Reported | value as issued by its source, with year |
| Inferred | reasoned from cited evidence; never a measurement |
| Estimated | Nexus analytical value with stated method |
| Scenario | conditional on stated assumptions |
| Expert input | structured editorial judgement awaiting evidence |
A.2Model card, Semiconductor and compute System Model v0
- Model ID
- MDL-XT06-SEMICONDUCTORS · v0.1
- Purpose
- represent advanced semiconductors and AI compute as infrastructure coupled to electricity, cooling water, materials, finance, workforce and export controls
- Family
- graph-based system of systems
- Inputs
- the cited sources of this edition; no proprietary data
- Method
- expert-specified coupling strengths (STRONG · MODERATE · WEAK) from assessments and analogue events
- Validation
- none yet, first validation against federation evidence in 2027
- Uncertainty
- qualitative; strengths are hypotheses, not measurements
- Domain of validity
- global scale; not for asset-, site- or country-level use
- Reproducibility
- strength table and sources published in this edition
typed in v0
documented within one season
documented, buffered
plausible, undocumented
A.3The baseline evidence cut
Every Nexus edition is published from a frozen evidence cut. The global baseline cut is documentary: it pins the exact edition of every source cited. Federation cuts begin with the first national Foundry cuts in 2027.
- Cut ID
- DC-XTECH-SEMICONDUCTORS-GLOBAL-2026-B0
- Type
- baseline documentary cut
- Resolution policy
- pinned · as of 30 September 2026
- Sources pinned
- 44 cited sources, each at the edition and access date in the references
- Model runs
- none at baseline, analytical values are stated with their method
- Digest
- computed at freeze and recorded in the publication record
- Supersedes
- nothing, first cut of the series
- Superseded by
- the 2027 semiconductor and compute annual cut
Lineage
- 01
source edition
- 02
pinned citation
- 03
finding
- 04
page
- 05
publication record
| Element | Baseline 2026 | 2027 global annual |
|---|---|---|
| Sources | cited global publications, pinned by edition | national, regional and sector cuts through one graph |
| Analysis | stated methods and editorial estimates | typed analysis specifications |
| Models | Semiconductor and compute System Model v0 specification | model runs with receipts |
| Findings | twelve baseline findings | findings re-bound to federation evidence |
| Review | five passes scheduled | five passes on the exact digest |
A.4Evidence age and coverage
A 2026 global edition rests on evidence observed in many different years. This page shows each time base, so that no single year label hides older evidence.
| Indicator | Observed | Released | Cadence | Next release |
|---|---|---|---|---|
| AI supercomputer dataset | 2019 to 2025 | Apr 2025 | one-off | updates |
| Training compute report | 2024 | Aug 2024 | one-off | revisions |
| Semiconductor sales | 2025 | Feb 2026 | annual | next annual release |
| Equipment billings | 2025 | Apr 2026 | annual | next annual release |
| US data centre energy | 2023 and 2028 scenarios | Dec 2024 | periodic | next national update |
| CHIPS awards | not bound at close | post-close, context only: Sep to Oct 202610 | per event | next awards |
| EU Chips Act | 2023 and 2026 | Jun 2026 proposal | periodic | adoption |
| Export-control guidance | 2026 | May 2026 | per event | next notice |
| System | Coverage | Thinnest dimension |
|---|---|---|
| Compute | PARTIAL | counts on a common basis |
| Market | GOOD | primary equipment data |
| Governance | PARTIAL | text of the second Chips Act |
| Investment | PARTIAL | subsidy outlays |
| Energy | PARTIAL | fab and non-US data centre power |
| Water | THIN | fab and data centre water use |
| Skills | THIN | workforce numbers |
| Packaging and memory | THIN | capacity by country |
| Field | Source that would fill it | Blocker |
|---|---|---|
| Power and cooling-water use of fabrication plants on a common basis | company reports, regulators, peer-reviewed footprint studies | single-company figures only; one fab figure read in local news23 |
| Water use of AI data centres | operators, utilities, national statistics | not retrieved; the Berkeley Lab report page gave no water figure16 |
| Global data centre electricity figures from the IEA report itself | IEA Energy and AI24 | the IEA page returned an access error; figures come from search summaries |
| Foundry market share from a primary market-research source | TrendForce report27 and the TSMC annual report17 | press coverage only; the annual report was listed but not read; sources differ in scope |
| Advanced packaging and high-bandwidth memory capacity by country | industry and trade statistics | not retrieved |
| Equipment dependence by country and tool type | SEMI data, company filings, trade statistics | regional billings read only through a trade report9 |
| Gallium and germanium production and supply from the primary source | USGS Mineral Commodity Summaries 20262526 | the USGS pages returned an access error; no figure used |
| Delivered outlays against announced subsidy awards | NIST, European Commission, national ministries | award outlays not bound at the close; outlays not published in one series4412 |
| Text of the EU second Chips Act proposal | European Commission legal text | the page states the proposal; the text was not opened12 |
| Rapidus and other national programme totals from ministry sources | METI and national ministries | trade press only; totals differ by source2143 |
| Chip and AI accelerator volumes by type | company filings, market research | not retrieved; vendor claims are not used19 |
| Semiconductor workforce size and skills gaps | national statistics, OECD, industry surveys | not retrieved; capability rung stays LISTED |
| WSTS forecast values for 2026 and 2027 | WSTS forecast releases18 | the home page was read; it carries no forecast text |
| Capability rungs beyond monitoring and planning | agencies, operators, laboratories | not reviewed |
A.5Evidence cards, two anchor sources
Preprint arXiv 2504.16026 by Pilz, Sanders, Rahman and Heim, April 2025. One-off dataset of 500 systems. Role: binds AIC-001 and the lead figure. Coverage: systems from 2019 to 2025.
EVD-XT06-001
Trends in AI Supercomputers1
Issued by the Semiconductor Industry Association in 2026 from WSTS data. Annual. Role: binds FIN-004 and the market tiles. Coverage: world sales by product category and region.
EVD-XT06-002
SIA release on 2025 sales8
| Dimension | EVD-XT06-001 | EVD-XT06-002 |
|---|---|---|
| Completeness | systems visible in public sources only | all WSTS members; world total |
| Timeliness | about one year of lag in the dataset | issued within weeks of year end |
| Revision | preprint versions | later forecasts may revise totals |
| Method transparency | dataset method described | compiled by WSTS from member reports |
| External validation | preprint, not yet peer reviewed here | industry statistics, no peer review |
Evidence cards to follow in 2027
A.6Publication acceptance record
Editorial self-check at evidence close. Every applicable item carries a disposition; the remaining items are review, approval and deposit.
| Group | Area | Items | Pass | N/A | Pending |
|---|---|---|---|---|---|
| D1 | Identity and scope | 8 | 8 | 0 | 0 |
| D2 | Source and data | 12 | 9 | 1 | 2 |
| D3 | Analysis and models | 12 | 3 | 8 | 1 |
| D4 | Findings and claims | 9 | 8 | 0 | 1 |
| D5 | Figures, tables, maps | 10 | 6 | 2 | 2 |
| D6 | Editorial and citations | 10 | 8 | 0 | 2 |
| D7 | Review and approval | 13 | 0 | 0 | 13 |
| D8 | Artefact and design | 12 | 7 | 0 | 5 |
| D9 | Registry and release | 9 | 0 | 0 | 9 |
Publication gate
- Conditions met
- 14 of 23 at evidence close
- Blocking problems
- none recorded
- Open conditions
- reviews, approval of the exact digest, deposit, registry pointer
Not applicable at baseline
- Model runs
- first runs in Q1 2027
- Maps
- plates in Q2 2027
- Waivers
- none
A.7Status words
| Status | What it means |
|---|---|
| Observed | Measured directly and published by the source. |
| Reported | Published statistics of an official or institutional source. |
| Declared | Stated by the body concerned; not independently measured. |
| Estimated | A Nexus estimate from cited evidence, with its method in Annex A. |
| Modelled | Produced by a stated model from cited inputs. |
| Inferred | Reasoned from cited evidence; not measured. |
| Forecast | A projection by the cited source. |
| Simulated | A simulation result under stated assumptions. |
| Scenario | A conditional statement under stated assumptions; never a prediction. |
| Expert input | Expert judgement, recorded with its basis. |
| Candidate | Proposed for a later edition; not yet evidence. |
| Evidence-quality levels (EQL 1 to 5) grade the source behind a value; they are not a score of the subject. | |
A.8How the edition is made, released and corrected
Every edition is built from a sealed evidence cut, reviewed under three keys, signed and deposited before any site shows it as published; corrections go to Nexus Standards as change proposals and feed the next cut.
| Step | What happens | Source |
|---|---|---|
| 01 Evidence arrives from the pillars | Foundry seals observations and indicator series, Universe hands over after-action and scenario findings, and contributions are screened at every gateway, including this site’s. | |
| 02 The cut is sealed | On the cut date the evidence is pinned under one identifier, so anyone can rebuild the edition from exactly what it was built on. | |
| 03 The edition is assembled | The edition is drafted from its template and content pack. Agents may draft; they never publish and never decide. | |
| 04 The keys turn | At the publisher of record the truth key comes first: every value is checked against its source or stated method before the meaning and capital keys turn. No edition moves on until every key has been turned by a named steward. | |
| 05 The gate opens | A named approver releases one exact digest of the edition; any change after this point is a new version, never a silent edit. | |
| 06 Signed and deposited | The PDF, the web edition and the data bundle are signed together with a manifest and an RO-Crate description, and deposited on Zenodo with a concept and a version DOI. | |
| 07 Published on its desk’s site | Only then does the edition show as published on its desk’s Reports site, and the Collection lists it as a part. | |
| 08 Corrections go to Standards | Method and correction findings go to Nexus Standards as change proposals; citations, corrections and new contributions feed the next evidence cut. |
A teaching model of the process, not a forecast and not a record of any run; dates and counts on this page come from the programme record. Sources: Reports governance at GCRI Canada (2026); Zenodo, repository of record for Reports deposits (2026).
Lifecycle, one state at a time: Draft, Computed, Evidence bound, Reviewed, Approved for release, Published, Corrected, Superseded. This edition is a draft.
A.9Glossary and abbreviations
| Term | Meaning |
|---|---|
| Baseline Edition | the inaugural annual edition that fixes the reference state for the series |
| WEFH+B | water, energy, food, health and biodiversity, the national nexus core |
| Coupling | a typed dependency through which one system transmits to another |
| Protection gap | the share of losses not covered by insurance |
| Capability ladder | LISTED → EXISTS → ADEQUATE → TESTED → DEMONSTRATED |
| EQL | evidence-quality level, 1–5 |
| Evidence cut | a frozen resolution of exact sources and versions |
| NNC · NLC · NWG | National Nexus Consortium · National Leadership Council · National Working Groups |
| Abbreviation | Expansion |
|---|---|
| BIS | Bureau of Industry and Security |
| CHIPS | Creating Helpful Incentives to Produce Semiconductors |
| D:5 | Country Group D:5 of the US export regulations |
| DOE | US Department of Energy |
| FLOP | floating-point operations |
| HBM | high-bandwidth memory |
| IRDS | International Roadmap for Devices and Systems |
| SEMI | semiconductor equipment and materials association |
| SIA | Semiconductor Industry Association |
| TWh | terawatt-hour |
| WSTS | World Semiconductor Trade Statistics |
| EUV | extreme ultraviolet lithography |
A.10Technical annex
| Item | Annex | Contents | Status |
|---|---|---|---|
| A.1 | Indicator definitions | the global indicator set, with units and sources | IN THIS EDITION |
| A.2 | Coupling strengths | the twenty-cell matrix and its rationale | IN THIS EDITION |
| A.3 | Scenario specification | SCN-XT06-PWR-01 assumptions and signposts | IN THIS EDITION |
| A.4 | Capability placements | rung evidence for fifteen functions | IN THIS EDITION |
| A.5 | Model diagnostics | first runs and validation | 2027 |
| A.6 | Sensitivity analyses | influence of coupling strengths | 2027 |
| A.7 | Cluster notes | cards for the major fabrication and compute clusters | 2027 |
| A.8 | Review statements | pass-by-pass review record | AT RELEASE |
A.1 · indicator definition: doubling time
- Construct
- time for a measured quantity to double under a fitted exponential trend
- Unit
- months
- Method
- regression of the quantity on date across systems or models
- Source
- preprint arXiv 2504.160261; preprint arXiv 2202.059242
- Uncertainty
- depends on dataset coverage and period; not stated as one value in the abstracts read
- Known limits
- a historical fit, not a forecast; data come from public disclosures
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 10POST-CLOSE, context only: NIST (ed.), CHIPS for America program page (USD 50 billion; USD 39 billion manufacturing incentives; USD 11 billion research; award notices of 8 September, 16 September, 14 October and 22 October 2026). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 27UNVERIFIED, not opened: TrendForce (ed.), 2025 foundry ranking (largest foundry sales about USD 122.5 billion and a share of about 69.9%), taken from press coverage in search results. TrendForce, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 17TSMC (ed.), Annual reports page of investor relations (2025 Annual Report and Form 20-F filed 17 April 2026 listed; the reports themselves were not read). Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 25UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, gallium chapter (reported in summaries as about 99% of primary low-purity gallium produced in China in 2025), taken from search-result summaries; the page returned an access error and no figure is used in the findings. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
- 26UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, germanium chapter, the page returned an access error; summaries differ on China shares and no figure is used. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03.back
- 43UNVERIFIED, not opened: METI and press coverage of the April 2026 addition of JPY 631.5 billion to Rapidus support, bringing research and development support to about JPY 2.354 trillion, taken from search-result summaries; totals differ by source. Observation year 2026. Accessed 2026-11-03.back
- 19Nvidia (ed.), Blackwell architecture product page (208 billion transistors per GPU; custom TSMC 4NP process; performance multiples are vendor claims and weak evidence). Nvidia, Santa Clara. Observation year 2026. Accessed 2026-11-03.back
- 18POST-CLOSE, context only: WSTS (ed.), World Semiconductor Trade Statistics home page (73rd forecast conference planned for 16 to 19 November 2026; billings data through August 2026; no forecast values in the text of the page). WSTS, Geneva. Observation year 2026. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03.back
Data appendix
The indicator set with its sources, the source registers, the licences of every kind of material and the formats of the edition.
B.1The indicator set
| Indicator | Value | Unit | Year | State | Source |
|---|---|---|---|---|---|
| Global semiconductor sales | 791.7 | USD billion | 2025 | Reported | 8 |
| Growth in global sales | 25.6 | % | 2025 | Reported | 8 |
| Logic sales | 301.9 | USD billion | 2025 | Reported | 8 |
| Memory sales | 223.1 | USD billion | 2025 | Reported | 8 |
| Equipment billings | 135.1 | USD billion | 2025 | Reported | 9 |
| Equipment billings, China | 49.3 | USD billion | 2025 | Reported | 9 |
| Equipment billings, Taiwan | 31.5 | USD billion | 2025 | Reported | 9 |
| AI supercomputer performance doubling time | 9 | months | 2019 to 2025 | Reported | 1 |
| Power need of largest system, March 2025 | 300 | MW | 2025 | Reported | 1 |
| Training compute growth | ≈4 | times per year | 2024 | Reported | 3 |
| US data centre electricity use | 176 | TWh | 2023 | Reported | 15 |
| US data centre projection, low | 325 | TWh | 2028 | Scenario | 15 |
| US data centre projection, high | 580 | TWh | 2028 | Scenario | 15 |
| CHIPS and Science Act programmes | 50 | USD billion | 2026 | Reported | 44 |
| Chips found in one vendor GPU, vendor claim | 208 | billion transistors | 2026 | Reported | 19 |
| Water use of one Arizona fab, company figure | 5,300 | acre-feet per year | 2026 | Reported | 23 |
B.2Global source register
The governed source set behind this edition. Each source keeps its authority, coverage, cadence and role; categories describe origin, not truth.
Domains bound by the register
- INF
- AIC
- FIN
- ENE
- TRD
- WAT
- MIN
- CLI
- DAT
- HLT
| Source | Category | Coverage | Period | Cadence | Role |
|---|---|---|---|---|---|
| AI supercomputer preprint1 | preprint server | global dataset | 2025 | one-off | compute trends |
| Epoch AI report3 | research organisation | global | 2024 | one-off | limits to 2030 |
| SIA release8 | industry association | global | 2025 | annual | sales |
| Trade report of SEMI data9 | trade press | global | 2025 | annual | equipment |
| NIST CHIPS R&D programmes page11 | national agency | US | 2026 | continuous | programmes |
| European Commission page12 | EU institution | EU | 2026 | continuous | policy |
| BIS page13 | national agency | US | 2026 | continuous | export controls |
| Berkeley Lab report15 | national laboratory | US | 2023 to 2024 | periodic | energy |
| IEA Energy and AI24 | intergovernmental agency | global | 2024 | periodic | energy |
| TrendForce and press222728 | market research and press | global | 2025 | periodic | foundry share |
B.3Regional reading, semiconductor and compute across ten clusters
Regional plates follow with the regional editions. This page gives the regional reading of semiconductor and compute infrastructure in table form and ranks no region.
| Region | Principal hazards | Systems most exposed | Baseline evidence |
|---|---|---|---|
| North America | federal subsidy programme; large AI supercomputer share | compute, power | NIST44; preprint1; Berkeley Lab15 |
| South America | early programmes; compute demand | power | regional evidence (not bound) |
| Europe | EU Chips Act and second proposal | fabrication policy | European Commission12 |
| Eurasia | export-control exposure | trade | regional evidence (not bound) |
| Middle East and North Africa | licensing and compute investment; export-control easing noted | trade, power | BIS page13 |
| Africa | skills and access | workforce | regional evidence (not bound) |
| South Asia | national semiconductor mission | fabrication policy | programme listing42 |
| East Asia | fabrication and equipment spending; national programmes | fabrication, equipment | trade report9; press2122 |
| ASEAN | packaging and assembly partners | supply | regional evidence (not bound) |
| Oceania-Pacific | research programmes | research | regional evidence (not bound) |
B.4Cluster card: advanced fabrication in East Asia
- fabrication
- equipment
- foundry
- single cluster
- Systems in view
- foundry fabrication, equipment purchases, packaging, memory
- Defining events
- equipment spending in Taiwan up 90% in 20259
- Couplings
- FIN → INF equipment; TRD → INF controls
- Capability evidence
- new plants announced under national programmes441221
- Gaps
- packaging capacity; plant power and water use
- Agenda items
- Q-02 · Q-03
China, Taiwan and Korea took about 79% of 2025 equipment billings, a derivation from a trade report of SEMI data [9].
SUPPLY
Equipment concentration
Press reports give the largest foundry nearly 70% of the global foundry market in 2025; the figure is secondary [22].
MARKET
One large foundry
Programmes in the United States, the EU and Japan fund new capacity. Delivered output is not documented here [44] [12] [21].
RESPONSE
New plants elsewhere
B.5How countries appear in the semiconductor and compute edition
Countries enter the semiconductor edition through the readiness chapters of their own national editions, on one card grammar. They are read against peer distributions and thresholds, never ranked.
| Card field | What it shows | Source |
|---|---|---|
| WEFH+B state | each core system against peer distribution bands | national edition |
| Couplings | the national dependency matrix | national edition |
| Risk objects | the national risk portfolio | national edition |
| Capability rungs | the national capability ladder | national edition |
| Evidence age | oldest and newest source dates | national source register |
Editions in the 2026 Baseline programme
countries and unions
clusters
flagship and sector
technology reports
How to read a country card
- Each system is shown against the distribution of its peers, with thresholds where they exist
- Couplings and risk objects come from the country’s own national edition
- Capability rungs record evidence, not a judgement of institutions
- Evidence age is printed, so older national data are visible as such
| Wave | Countries and unions | State |
|---|---|---|
| W0 | Canada | ISSUED |
| W1 | United States, United Kingdom, France, Germany, Italy, Japan, European Union, Switzerland | PLANNED |
| W2 | Mexico, Brazil, Argentina, Türkiye, Russian Federation, Saudi Arabia, United Arab Emirates, South Africa, Senegal, Kenya, African Union, India, China, Republic of Korea, Indonesia, Singapore, Australia | PLANNED |
B.6Licences
| Material | Licence |
|---|---|
| Text | CC BY 4.0 |
| Data | on the licence of each source; Nexus tables CC BY 4.0 |
| Figures | Nexus figures CC BY 4.0; third-party as credited |
| Maps | boundary source and licence printed on each plate |
| Metadata | CC0 1.0, as Zenodo publishes it |
| Third-party data, figures and text | The source’s own licence, credited where it is used; never relicensed |
| Nexus-authored text, tables and figures: CC BY 4.0 (SPDX CC-BY-4.0). Map plates print their boundary source and licence. | |
B.7Formats and provenance
| Format | Kind | State | What it is | Identifier |
|---|---|---|---|---|
| Web edition | HTML | On this site | Draft in stewardship review; every value resolves to its source. | NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-v1.0.0 |
| Print edition | At release | A4 portrait · screen, print and archival PDF, signed with the web edition at release. | NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-v1.0.0 | |
| Indicator data | CSV · JSON | On this site | 16 indicators with unit, year, status and source; the machine-readable copy ships with the evidence bundle at release. | NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE data release v1 |
| Figures | SVG · PNG | On this site | 4 on the web edition: headline figure, figure 1.3, coupling instrument, capability ladder. | FIG-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-* |
| Slides | Not recorded | No slide deck is recorded for this edition. | ||
| Evidence brief | HTML · PDF | Not recorded | No evidence brief is recorded for this edition. | |
| Dataset with DOI | DataCite | At release | Concept and version DOI are minted at deposit; none is recorded yet. |
Provenance
- Edition pack
- The edition’s content pack (JSON), from which the print and web editions are built
- Evidence cut
- DC-XTECH-SEMICONDUCTORS-GLOBAL-2026-B0, closed 30 September 2026
- Reproducibility
- sourced values cited; analytical values reproducible from stated parameters
- Self-check
- 14 of 23 at evidence close; a fail on any item blocks release
- Review
- five passes scheduled before release (in Annex C)
- Publisher of record
- GCRI for the Nexus Consortium
- Corrections
- Registry correction pathway; upheld corrections are published as notices with a new version
Notes
Numbers are the edition’s reference numbers, so a note reads the same in every chapter. The full list, with every source and its licence, is in Annex C. Annex C, references
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03.back
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03.back
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03.back
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03.back
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03.back
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03.back
- 19Nvidia (ed.), Blackwell architecture product page (208 billion transistors per GPU; custom TSMC 4NP process; performance multiples are vendor claims and weak evidence). Nvidia, Santa Clara. Observation year 2026. Accessed 2026-11-03.back
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03.back
- 11NIST (ed.), CHIPS research and development programmes page (National Semiconductor Technology Center, National Advanced Packaging Manufacturing Program, Manufacturing USA institute; undated; no programme amounts). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03.back
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03.back
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03.back
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03.back
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 27UNVERIFIED, not opened: TrendForce (ed.), 2025 foundry ranking (largest foundry sales about USD 122.5 billion and a share of about 69.9%), taken from press coverage in search results. TrendForce, Taipei. Observation year 2025. Accessed 2026-11-03.back
- 28UNVERIFIED, not opened: TSMC (ed.), fourth-quarter 2025 results (about 74% of 2025 wafer revenue from 7 nanometre and smaller nodes against 69% in 2024), taken from press coverage in search results; sources differ on the quarterly share. Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03.back
- 42UNVERIFIED, not opened: Government of India, Ministry of Electronics and Information Technology, India Semiconductor Mission, the programme site returned an access error; cited from memory without figures. Observation year 2026. Accessed 2026-11-03.back
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03.back
References and record
Every source the edition rests on, the publication record, the corrections log and the open record.
C.144 sources
NR-CIT-1, editor first. A DOI is linked where the source has one; Nexus records carry a UNI once the catalogue allocates it (NS-1).
- 1Pilz, K.F., Sanders, J., Rahman, R. and Heim, L., Trends in AI Supercomputers, arXiv:2504.16026, submitted 22 April 2025 (abstract page: 500 systems from 2019 to 2025; performance doubling about every nine months; cost and power doubling about every year; one March 2025 system with about 200,000 chips, USD 7 billion and 300 MW; about 75% of performance in the United States). arXiv, Ithaca. Observation year 2025. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 5, chapter 6, chapter 7, chapter 8
- 2Sevilla, J., Heim, L., Ho, A., Besiroglu, T., Hobbhahn, M. and Villalobos, P., Compute Trends Across Three Eras of Machine Learning, arXiv:2202.05924, 2022 (abstract page: doubling about every 20 months before 2010 and about every 6 months in the deep learning era). arXiv, Ithaca. Observation year 2022. Accessed 2026-11-03. Cited in chapter 1, chapter 3, chapter 4, chapter 6
- 3Sevilla, J. and others, Can AI scaling continue through 2030?, Epoch AI, 20 August 2024 (first 100,000 characters read: about 4 times a year; 1 to 5 GW campuses; about 2e29 FLOP feasible by 2030; power binds first). Epoch AI, San Francisco. Observation year 2024. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
- 4POST-CLOSE, context only: Epoch AI (ed.), AI models data hub (page updated 3 November 2026; over 3,700 models; no growth rate stated on the page). Epoch AI, San Francisco. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6
- 5Stanford Institute for Human-Centered AI (ed.), The 2025 AI Index Report, key takeaways page (training compute doubling about every five months; hardware cost down about 30% a year; energy efficiency up about 40% a year; chips detail not given on the page). Stanford University, Stanford. Observation year 2025. Accessed 2026-11-03. Cited in chapter 2, chapter 4, chapter 6, chapter 8
- 6Luccioni, A.S., Jernite, Y. and Strubell, E., Power Hungry Processing: Watts Driving the Cost of AI Deployment?, ACM FAccT 2024, arXiv:2311.16863 (abstract page: multi-purpose generative models orders of magnitude more costly per 1,000 inferences than task-specific models). ACM, New York. Observation year 2024. Accessed 2026-11-03. Cited in chapter 1, chapter 3, chapter 6
- 7Patterson, D. and others, Carbon Emissions and Large Neural Network Training, arXiv:2104.10350, April 2021 (abstract page: sparse models under one tenth of the energy; location effect 5 to 10 times; choice of model, datacentre and processor 100 to 1000 times). arXiv, Ithaca. Observation year 2021. Accessed 2026-11-03. Cited in chapter 1, chapter 3, chapter 4, chapter 6, chapter 8
- 8Semiconductor Industry Association (ed.), Global Annual Semiconductor Sales Increase 25.6% to $791.7 Billion in 2025 (release; WSTS data; logic USD 301.9 billion; memory USD 223.1 billion; regional growth; about USD 1 trillion projected for 2026). Semiconductor Industry Association, Washington. Observation year 2025. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
- 9Evertiq (ed.), Semiconductor equipment billings reached $135B in 2025, 9 April 2026, a trade report of a SEMI release (USD 135.06 billion in 2025 against USD 117.14 billion in 2024; regional table); the SEMI page itself returned an access error, so this is a secondary report and weak evidence. Evertiq, Munich. Observation year 2025. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
- 10POST-CLOSE, context only: NIST (ed.), CHIPS for America program page (USD 50 billion; USD 39 billion manufacturing incentives; USD 11 billion research; award notices of 8 September, 16 September, 14 October and 22 October 2026). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6
- 11NIST (ed.), CHIPS research and development programmes page (National Semiconductor Technology Center, National Advanced Packaging Manufacturing Program, Manufacturing USA institute; undated; no programme amounts). National Institute of Standards and Technology, Gaithersburg. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 12European Commission (ed.), European Chips Act policy page (entered into force 21 September 2023; three pillars; more than EUR 33 billion across 19 State aid decisions; second Chips Act proposed June 2026). Directorate-General for Communications Networks, Content and Technology, Brussels. Observation year 2026. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 7, chapter 8
- 13US Department of Commerce, Bureau of Industry and Security (ed.), home page and news items (May 2026 guidance on licences for advanced computing items to Country Group D:5 entities; 7 April 2026 extension of the authorised IC designer timeline to 31 December 2026; Section 232 investigation of semiconductor imports listed). BIS, Washington. Observation year 2026. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
- 14IEEE (ed.), International Roadmap for Devices and Systems, programme page (successor to the ITRS; IEEE sponsorship since 2016; 2023 update the latest edition listed). Institute of Electrical and Electronics Engineers, New York. Observation year 2023. Accessed 2026-11-03. Cited in chapter 4, chapter 6
- 15US Department of Energy (ed.), DOE Releases New Report Evaluating Increase in Electricity Demand from Data Centers, 20 December 2024 (176 TWh in 2023, about 4.4%; 325 to 580 TWh, about 6.7% to 12%, in 2028). US Department of Energy, Washington. Observation year 2023. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 5, chapter 6, chapter 7, chapter 8
- 16Shehabi, A. and others, 2024 United States Data Center Energy Usage Report, Lawrence Berkeley National Laboratory, December 2024 (publication page abstract only; no figures on the page; the report PDF was not read). Lawrence Berkeley National Laboratory, Berkeley. Observation year 2023. Accessed 2026-11-03. Cited in the summary, chapter 2, chapter 6, chapter 8
- 17TSMC (ed.), Annual reports page of investor relations (2025 Annual Report and Form 20-F filed 17 April 2026 listed; the reports themselves were not read). Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03.
- 18POST-CLOSE, context only: WSTS (ed.), World Semiconductor Trade Statistics home page (73rd forecast conference planned for 16 to 19 November 2026; billings data through August 2026; no forecast values in the text of the page). WSTS, Geneva. Observation year 2026. Accessed 2026-11-03.
- 19Nvidia (ed.), Blackwell architecture product page (208 billion transistors per GPU; custom TSMC 4NP process; performance multiples are vendor claims and weak evidence). Nvidia, Santa Clara. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 20ASML (ed.), Moore’s law explainer page (Moore observation of 1965 and revision of 1975; statement that EUV gives the highest resolution; no High-NA content on the page). ASML, Veldhoven. Observation year 2026. Accessed 2026-11-03. Cited in chapter 8
- 21The Register (ed.), Japan’s Rapidus lands $1.7B to chase 2nm chip production by 2027, 27 February 2026 (JPY 267.6 billion round; JPY 100 billion from a METI agency; JPY 167.6 billion from 32 companies); trade press, weak evidence. Situation Publishing, London. Observation year 2026. Accessed 2026-11-03. Cited in chapter 4, chapter 6, chapter 8
- 22Focus Taiwan, Central News Agency (ed.), report of 13 March 2026 on the largest foundry reaching almost 70% of the global foundry market in 2025 (headline and lead only; the rest is behind a paywall); press report, weak evidence. Central News Agency, Taipei. Observation year 2025. Accessed 2026-11-03. Cited in chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
- 23AZFamily (ed.), TSMC Arizona expansion could make it Phoenix’s largest water customer, 22 July 2026 (total planned investment USD 265 billion; about 5,300 acre-feet a year for the first fab; 65% reclaimed; goal 90%); local news reporting company figures, weak evidence. Gray Media, Phoenix. Observation year 2026. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 3, chapter 4, chapter 6, chapter 8
- 24UNVERIFIED, not opened: IEA (ed.), Energy and AI, April 2025 (about 415 TWh of global data centre electricity in 2024, about 1.5% of the total; about 945 TWh in 2030 in the base case; range of 700 to 1,700 TWh in 2035), taken from search-result summaries; the IEA pages returned an access error. International Energy Agency, Paris. Observation year 2024. Accessed 2026-11-03. Cited in chapter 2, chapter 3, chapter 6, chapter 8
- 25UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, gallium chapter (reported in summaries as about 99% of primary low-purity gallium produced in China in 2025), taken from search-result summaries; the page returned an access error and no figure is used in the findings. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 26UNVERIFIED, not opened: USGS (ed.), Mineral Commodity Summaries 2026, germanium chapter, the page returned an access error; summaries differ on China shares and no figure is used. US Geological Survey, Reston. Observation year 2025. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 27UNVERIFIED, not opened: TrendForce (ed.), 2025 foundry ranking (largest foundry sales about USD 122.5 billion and a share of about 69.9%), taken from press coverage in search results. TrendForce, Taipei. Observation year 2025. Accessed 2026-11-03. Cited in chapter 2, chapter 8
- 28UNVERIFIED, not opened: TSMC (ed.), fourth-quarter 2025 results (about 74% of 2025 wafer revenue from 7 nanometre and smaller nodes against 69% in 2024), taken from press coverage in search results; sources differ on the quarterly share. Taiwan Semiconductor Manufacturing Company, Hsinchu. Observation year 2025. Accessed 2026-11-03. Cited in chapter 2, chapter 8
- 29UNVERIFIED, not opened: Khan, S.M. and Mann, A., AI Chips: What They Are and Why They Matter, Center for Security and Emerging Technology, April 2020; the file fetched returned only a notice that the report was updated, so no content was read. Center for Security and Emerging Technology, Washington. Observation year 2020. Accessed 2026-11-03. Cited in chapter 6
- 30UNVERIFIED, not opened: US Department of Commerce, Framework for Artificial Intelligence Diffusion, interim final rule, 90 Federal Register 4544, January 2025, cited from search summaries; the Federal Register page redirected. Federal Register, Washington. Observation year 2025. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 31UNVERIFIED, not opened: law-firm client alerts on the rescission of the AI diffusion rule and related guidance, 12 and 13 May 2025, taken from search-result summaries; a formal notice date was not confirmed. Observation year 2025. Accessed 2026-11-03. Cited in chapter 2, chapter 4, chapter 6, chapter 8
- 32UNVERIFIED, not opened: JEDEC (ed.), JESD270-4 HBM4 standard, April 2025 (about 2 TB/s per stack; 32 channels; up to 64 GB per stack), taken from search-result summaries; the JEDEC page returned an access error. JEDEC Solid State Technology Association, Arlington. Observation year 2025. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 33UNVERIFIED, not opened: European Union, Regulation (EU) 2023/1781 of 13 September 2023 establishing a framework of measures for strengthening Europe’s semiconductor ecosystem (Chips Act); the EUR-Lex fetch returned no text, cited from memory. Publications Office of the European Union, Luxembourg. Observation year 2023. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 34UNVERIFIED, not opened: United States Congress, CHIPS and Science Act, Public Law 117-167, 2022, cited from memory. Observation year 2022. Accessed 2026-11-03. Cited in chapter 6
- 35UNVERIFIED, not opened: Leiserson, C.E. and others, There’s plenty of room at the Top: What will drive computer performance after Moore’s law?, Science 368, eaam9744, 2020, taken from a reposted abstract in search results. Observation year 2020. Accessed 2026-11-03. Cited in chapter 6
- 36UNVERIFIED, not opened: Moore, G.E., Cramming more components onto integrated circuits, Electronics 38(8), 1965, cited from memory. Observation year 1965. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 37UNVERIFIED, not opened: Dennard, R.H. and others, Design of ion-implanted MOSFET’s with very small physical dimensions, IEEE Journal of Solid-State Circuits 9(5), 256 to 268, 1974, cited from memory. Observation year 1974. Accessed 2026-11-03. Cited in chapter 6
- 38UNVERIFIED, not opened: Koomey, J.G. and others, Implications of historical trends in the electrical efficiency of computing, IEEE Annals of the History of Computing 33(3), 46 to 54, 2011, cited from memory. Observation year 2011. Accessed 2026-11-03. Cited in chapter 6
- 39UNVERIFIED, not opened: Masanet, E. and others, Recalibrating global data centre energy-use estimates, Science 367, 984 to 986, 2020, cited from memory. Observation year 2020. Accessed 2026-11-03. Cited in chapter 6
- 40UNVERIFIED, not opened: IEA (ed.), Global Critical Minerals Outlook 2026, cited from the XT-02 notes of this series, not read for this edition; no figure is used. International Energy Agency, Paris. Observation year 2025. Accessed 2026-11-03. Cited in chapter 8
- 41UNVERIFIED, not opened: Government of the Netherlands and Government of Japan, export-control rules on advanced semiconductor manufacturing equipment, 2023, cited from memory; no figure is used. Observation year 2023. Accessed 2026-11-03. Cited in chapter 4, chapter 6, chapter 8
- 42UNVERIFIED, not opened: Government of India, Ministry of Electronics and Information Technology, India Semiconductor Mission, the programme site returned an access error; cited from memory without figures. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 43UNVERIFIED, not opened: METI and press coverage of the April 2026 addition of JPY 631.5 billion to Rapidus support, bringing research and development support to about JPY 2.354 trillion, taken from search-result summaries; totals differ by source. Observation year 2026. Accessed 2026-11-03. Cited in chapter 6, chapter 8
- 44United States Congress, CHIPS and Science Act, Public Law 117-167, enacted 9 August 2022 (text of section 102 on Congress.gov, first 100,000 characters read: the funding lines for sections 9902 and 9906 of Public Law 116-283 by fiscal year 2022 to 2026 sum to USD 39 billion for manufacturing incentives and USD 11 billion for research, USD 50 billion in all; the totals are sums of the listed amounts, not stated in the text). Observation year 2022. Accessed 2026-11-03. Cited in the summary, chapter 1, chapter 2, chapter 3, chapter 4, chapter 6, chapter 8
C.2Publication record
Publication
- Title
- Exponential Technology Report 2026: Advanced Semiconductors and AI Compute, Baseline Edition
- Series
- Reports · Exponential Technology Series XT-06
- Edition
- Baseline Edition 2026 · inaugural annual
- Version
- v1.0.0 · draft for stewardship review
- Publication ID
- NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-v1.0.0
- Evidence close
- 30 September 2026
- Publication date
- October 2026
- DOI
- concept and version DOI at deposit
Publisher
- Publisher of record
- The Global Centre for Risk and Innovation (GCRI), for the Nexus Consortium
- Place
- Toronto
- Editor
- Saeed Valadbaygi, Chief Steward and Managing Editor
- Stewards
- GCRI · technical truth · GRF · public meaning · GRA · capital meaning
- Licence
- text CC BY 4.0; data on the terms of each source
- Copyright
- © 2026 GCRI · Nexus Consortium
- Language
- English (en-GB) source edition
- Correspondence
- Registry correction pathway · editorial office
Colophon
- Format
- A4 portrait · screen, print and archival PDF
- Typefaces
- Space Grotesk (display) · Geist (text) · IBM Plex Sans Italic (standfirsts) · IBM Plex Mono (data)
- Design standard
- Reports Foundational Edition, Volume I, Part VII
- Accessibility
- tagged PDF and HTML targets; text alternatives for every figure
- Production
- Reports editorial team, GCRI
Release path for this version
| Step | What happens | When |
|---|---|---|
| Draft | editorial self-check complete at evidence close | October 2026 |
| Steward review | five passes on the exact draft (keys T · M · F · N) | Q4 2026 |
| Approval | publication authority approves the exact digest | before release |
| Deposit | concept and version DOI minted; registry pointer set | at release |
| Succession | the 2027 semiconductor and compute edition reports changes against this baseline | 2027 |
- Current version
- v1.0.0 draft, stewardship review
- Previous edition
- none, first edition of the series
- Next edition
- NR-XTECH-SEMICONDUCTORS-GLOBAL-2027-v1.0.0
- Latest version
- resolve the concept DOI or the registry record
- Correction route
- Registry correction pathway
- Notice types
- erratum · addendum · supersession · withdrawal
C.3Corrections log
0correction notices. No edition has been released yet, so none can be corrected; the log below lists each edition’s current version.
| Edition | Version | Date | State | Change | Notice |
|---|---|---|---|---|---|
| XT-06 | NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-v1.0.0 | October 2026 | Draft | Baseline Edition 2026, inaugural annual edition, | None |
Notice types: erratum, addendum, supersession, withdrawal. A correction is a new version with a published notice; the earlier version stays resolvable, and no edition is ever edited in silence.
C.4Open record
This edition’s open record
- Publication ID
- NR-XTECH-SEMICONDUCTORS-GLOBAL-2026-BASELINE-v1.0.0
- Desk identifier and series alias
- NR-XTC-XT-06-2026-BL
- Collection
- None
- DOI
- Concept and version DOI at deposit, on Zenodo with DataCite metadata
- Versions
- Each correction is a new version (isNewVersionOf); the concept DOI resolves to the latest
- Bundle
- RO-Crate 1.2 with CITATION.cff, CodeMeta and PROV-O provenance; a signed manifest
- Licence
- CC BY 4.0 (SPDX CC-BY-4.0) for original material; metadata CC0 1.0
Credit and identity
- ORCID
- Your iD in the deposit and the contribution record; DataCite can then add the work to your ORCID record
- ROR
- Your organisation by its ROR identifier, never by a typed name alone
- CRediT
- Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualisation, Writing, review and editing
- Account
- None needed to contribute; never a password
Find and follow
Search the open indexes for Advanced Semiconductors and AI Compute; software is cited by its SWHID from Software Heritage, and a quantified scenario run is preregistered on OSF before it is run. Annotation is your choice: Hypothesis opens this page in its own viewer.
Mirrors and harvest
The DOI is canonical. At release each signed bundle is also given an IPFS content identifier and a bloxberg anchor as mirrors; both are listed in the record once they exist. Zenodo exposes every record over OAI-PMH, and reviews and endorsements can arrive through COAR Notify where the repository supports it.
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}C.5Where this edition sits among the six pillars
Foundry seals the evidence and Universe tests it; Reports publishes it; Standards takes its corrections and Academy teaches from it.
- F03 Sealed observations and indicator series Foundry Sealed observations and indicator series behind a profile (closeout).
- F04 After-action and scenario findings for Universe After-action and scenario findings for chapters 10 and 13 (after action review).
- F05 National Portfolio movement for chapter Foundry National Portfolio movement for chapter 11 (after action review).
- Applied in editions Standards Nexus Standards: applied in editions.
- XT-06 edition Reports Advanced Semiconductors and AI Compute 2026, published in every format with its sources, citation and corrections.
- F06 Method and correction findings as change Standards Method and correction findings as change proposals (correction).
- F12 Q4 synthesis informs the next-year Universe Q4 synthesis informs the next-year mandate (renewal).
- Taught in the open Academy Risk Academy: taught in the open.
What Foundry and Universe hand to this edition, and what it hands to Standards, Universe and Academy. From the programme spine; XT-06 is a drafted Baseline Edition, so these handoffs run from its first operational quarter.
| Handoff | Between | What crosses, and when |
|---|---|---|
| F03 | Foundry to Reports | Sealed observations and indicator series behind a profile (closeout). |
| F04 | Universe to Reports | After-action and scenario findings for chapters 10 and 13 (after action review). |
| F05 | Foundry to Reports | National Portfolio movement for chapter 11 (after action review). |
| Ring | Nexus Standards to Reports | Nexus Standards: applied in editions. |
| F06 | Reports to Nexus Standards | Method and correction findings as change proposals (correction). |
| F12 | Reports to Universe | Q4 synthesis informs the next-year mandate (renewal). |
| Ring | Reports to Risk Academy | Risk Academy: taught in the open. |
