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THE BIGGER PICTURE

See how AI has improved.

Each dot is an AI model. Higher dots mean better test results.

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About this chart

How much more capable has AI become?Up means more capability. Right means later. Click a model to see the evidence.
Epoch Capabilities Index · index points
2019 to 2026
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Source: Epoch AI ↗One comparable snapshot · Dots use the tested variant’s dateDownload data
Curated releases and research through October 7, 2026. Click a circle or diamond to explore.
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Beyond the numbers

Explore milestones
O2026

722 manuscripts. A new scale of AI mathematics.

OpenAI mathematics collection

Mathematics
A2026

Claude spots a hidden pattern in DNA: the ART enzyme system

Claude’s ART enzyme system discovery

Biology
G2026

A map of predicted DNA variant effects

AlphaGenome Atlas

Biology
MAKING SENSE OF THE SCORES

Different tests.
Different strengths.

Learn what these tests measure and what their scores can tell us.

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Understand the progress.

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SIDE BY SIDE

Compare the releases

See what changed, with the versions and sources explained.

Explore THROUGH THE YEARS

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Selected release histories from OpenAI, Anthropic and Google.

Explore THE MEASUREMENTS

Make sense of the scores

What each test measures and what a score cannot tell you.

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FOLLOW WHAT HAPPENS NEXT

Breakthroughs, with the followup.

A weekly brief on new discoveries, meaningful checks and what you can actually use.