Will we run out of data?

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Will we run out of data? — about 300 trillion tokens of public human-generated text, estimated to be exhausted in 2026–2032

Why it matters

The quantitative reference point for the data-exhaustion discourse

Source — Primary sources first; secondary reports are labelled “Press”

Officialepoch.aihttps://epoch.ai/blog/will-we-run-out-of-data-limits-of-llm-scaling-based-on-human-generated-data

Added in Week 35, 2026 · See that week

On the map — ⑫ Training Data line

  1. Previous stopGRPO
  2. This record · stopRunning out of data?
  3. Next stopCan AI scaling continue through 2030?
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Same week

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