A field guide to AI positions

Compute

Publication dates and source age

Sources counted: 1

Publication dates are unavailable.

Assessed at this edition's evidence cutoff: 2026-09-15. 18-month boundary: 2025-03-15.

Some publication dates are unknown; the newest dated source may not be the newest source overall.

Publication age does not tell us whether a claim is still valid. Reading an old source again does not make its publication date newer. An update date does not establish that the passage we used was updated.

Open in the glossary Reading notes · Structured record

In plain language

The computing resources used to train or run a model. More resources describe an input, not whether the result is useful. [1]

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Limits & distinctions

Compute, model size and elapsed time are different descriptions. A parameter count describes model values; compute describes resources used in doing the work. [1]

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A fuller explanation

Compute can refer to resources such as processing power, memory and storage. In AI discussions, it is worth checking whether someone means resources for training a model or resources for running it afterwards. [1]

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How it relates to the map

Map context: this is a resource term. A claim about compute alone does not establish a preference for faster or slower frontier development. [1]

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https://theaiatlas.org/ideas/compute/

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Sources and what we read

  1. 1. Machine Learning Glossary

    Publication dates and source age

    Sources counted: 1

    Publication dates are unavailable.

    Assessed at this edition's evidence cutoff: 2026-09-15. 18-month boundary: 2025-03-15.

    Some publication dates are unknown; the newest dated source may not be the newest source overall.

    Publication age does not tell us whether a claim is still valid. Reading an old source again does not make its publication date newer. An update date does not establish that the passage we used was updated.

    Read the artificial intelligence, deep model, context window, inference and chat entries. Used for terminology, not product performance claims. Updated date follows the earlier displayed page date; initial publication is unspecified. The chat entry was reread during the same-day beginner-content review. Also read the generalization and compute entries.

Edition and machine-readable evidence

Content version 0.20.0. Evidence cutoff 2026-09-15; this does not mean every source was read on that day.

Pinned complete dataset · Complete evidence page · Agent consumption guide