Epoch AI

Epoch AI

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Insights and analysis on AI trends, developments, and research from Epoch AI.

Google Controls the Most AI Computing Power, Driven by Its Custom TPUs
BlogApr 7, 2026

Google Controls the Most AI Computing Power, Driven by Its Custom TPUs

Google now controls about 25% of all AI compute sold since 2022, with roughly 75% of that capacity delivered by its custom‑designed Tensor Processing Units (TPUs). This makes Google the single largest owner of AI‑focused hardware, while other hyperscalers continue...

By Epoch AI
The Epoch Brief - March 2026
BlogApr 2, 2026

The Epoch Brief - March 2026

Epoch AI’s March 2026 brief highlights three new Data Insights, including a 4.1× annual rise in AI chip memory bandwidth now at 70 million TB/s, and reveals that advanced packaging and high‑bandwidth memory, not logic dies, constrained chip production in 2025. A...

By Epoch AI
Total AI Chip Memory Bandwidth Has Grown 4.1x per Year, Now Reaching 70 Million TB/S
BlogMar 27, 2026

Total AI Chip Memory Bandwidth Has Grown 4.1x per Year, Now Reaching 70 Million TB/S

AI chip memory bandwidth has accelerated to 70 million terabytes per second, representing a 4.1× annual growth since 2022. This capacity dwarfs global internet traffic by a factor of roughly 300,000, highlighting the massive data movement required for modern inference. The...

By Epoch AI
What Do Frontier AI Companies' Job Postings Reveal About Their Plans?
BlogMar 26, 2026

What Do Frontier AI Companies' Job Postings Reveal About Their Plans?

Analysis of job postings at leading AI labs reveals a sharp shift toward go‑to‑market roles. At OpenAI and Anthropic, sales‑related positions have risen to roughly 30% of all openings, while research hires have fallen below 10%. The postings also expose...

By Epoch AI
Final Training Runs Account for a Minority of R&D Compute Spending
BlogMar 24, 2026

Final Training Runs Account for a Minority of R&D Compute Spending

The analysis shows that final training runs represent only a minority of AI R&D compute spending. Across OpenAI, MiniMax and Z.ai, final runs account for 9.6%, 22.6% and 12.3% of total compute respectively. OpenAI’s 2024 R&D compute bill was about...

By Epoch AI
First AI Solution on FrontierMath: Open Problems
BlogMar 23, 2026

First AI Solution on FrontierMath: Open Problems

A team led by Kevin Barreto and Liam Price coaxed GPT‑5.4 Pro into solving a Ramsey‑hypergraph conjecture that has been open since a 2019 paper by Will Brian and Paul Larson. The solution marks the first AI‑generated answer on the...

By Epoch AI
Microsoft’s Recent $68 Billion in Physical Assets Additions Were Driven by AI-Related Purchases
BlogMar 6, 2026

Microsoft’s Recent $68 Billion in Physical Assets Additions Were Driven by AI-Related Purchases

Microsoft reported a $68 billion increase in property, plant and equipment during the second half of 2025, nearly matching the total addition recorded in the previous full fiscal year. The bulk of the spend—57%—went to IT hardware such as GPUs and...

By Epoch AI