UTC18:03ZNowSIREN 448.2/100Delta−6.5downsince 17:21ZObservedSources17/18reportingDark1StatusDEGRADED

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How fast is frontier training compute growing?

A live clock of the largest disclosed training run, the record ladder, and the doubling time from Epoch AI’s notable-models data.

SIREN does not invent FLOP estimates. Epoch AI maintains the public catalogue; this page recomputes the record holders and an ordinary-least-squares doubling time on the frontier subset, and shows Epoch’s AI data-centre stock beside it. The numbers are watched, not scored into the main index.

LARGEST TRAINING RUN9.40×10^26GPT-6 Astra · OpenAI · 2026-09-03
DOUBLING TIME5.5 mo4.56× per year on 34 frontier models since 2020-01-01
LARGEST AI DATA CENTRE1,112kH100-equivalents · Colossus 2 · 946 MW
AI DC STOCK (EPOCH)14.8MH100-eq across 74 sites · 14,203 MW IT power

RECORD LADDER · LOG₁₀ TRAINING FLOP

22.023.224.525.727.0Megatron-LM (8.3B) · 9.10×10^21Megatron-BERT · 2.20×10^22T5-11B · 3.30×10^22AlphaStar · 1.08×10^23Meena · 1.12×10^23GPT-3 175B (davinci) · 3.14×10^23Jurassic-1-Jumbo · 3.70×10^23FLAN 137B · 2.05×10^24GPT-3.5 (davinci-002) · 2.58×10^24Minerva (540B) · 2.74×10^24GPT-4 (Mar 2023) · 2.10×10^25Gemini 1.0 Ultra · 5.00×10^25Grok 3 · 3.50×10^26GPT-4.5 · 3.80×10^26Grok 4 · 5.00×10^26GPT-6 Astra · 9.40×10^26GPT-6 Astra20192026log₁₀ FLOP

Each point is a model that set a new all-time high for disclosed training compute in Epoch’s catalogue. Gaps mean no larger run was recorded, not that nothing trained.

RECENT RECORD HOLDERS

DATEMODELORGFLOP
2026-09-03GPT-6 AstraOpenAI9.40×10^26
2025-07-09Grok 4xAI5.00×10^26
2025-02-27GPT-4.5OpenAI3.80×10^26
2025-02-17Grok 3xAI3.50×10^26
2023-12-06Gemini 1.0 UltraGoogle DeepMind5.00×10^25
2023-03-15GPT-4 (Mar 2023)OpenAI2.10×10^25
2022-06-29Minerva (540B)Google2.74×10^24
2022-03-15GPT-3.5 (davinci-002)OpenAI2.58×10^24
2021-09-03FLAN 137BGoogle Research2.05×10^24
2021-08-11Jurassic-1-JumboAI21 Labs3.70×10^23

NEWEST WITH A FLOP ESTIMATE

DATEMODELORGFLOP
2026-09-09DeepSeek V4.1 FlashDeepSeek4.32×10^24
2026-09-03GPT-6 AstraOpenAI9.40×10^26
2026-09-03WeatherNext 3Google DeepMind,Google Research2.07×10^23
2026-08-20GLM-5.3-FlashZ.ai (Zhipu AI)3.24×10^24
2026-08-07Motif-3Motif Technologies1.10×10^24
2026-07-31K-EXAONE 2.0LG AI Research3.55×10^24

LARGEST AI DATA CENTRES (EPOCH)

#SITEOWNERH100-EQMW
1Colossus 2SpaceXAI1,111,673946
2Anthropic-Amazon New CarlisleAmazon818,4281,037
3Microsoft Fairwater AtlantaMicrosoft768,769636
4Google Pryor (North)Google636,685368
5DayOne Nusajaya—583,837473
6Meta PrometheusMeta536,343471
7OpenAI Stargate AbileneOracle509,348421
8DayOne Kempas—480,639422
9Microsoft Fairwater WisconsinMicrosoft445,680369
10Google ColumbusGoogle331,986303
11Google New AlbanyGoogle323,901333
12Google MesaGoogle289,540183

IT power and H100-equivalents are Epoch’s independent estimates from satellite imagery, permits and disclosed chip counts. Coverage is partial by design.

Related: Takeover Watch · The power race · SIREN Labs · US data-centre map

Source: Epoch AI notable AI models and AI data centers, CC BY 4.0. Data from Epoch AI (https://epoch.ai/), used under CC BY 4.0. SIREN recomputes the doubling-time fit; Epoch publishes related trend estimates on epoch.ai. Refreshed up to twice a day. JSON. Updated 2026-10-21 16:16 UTC.

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