Glossary · Term

reasoning effort

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Definition

Plain language

A dial on some models that controls how long they think before answering.

As stated in the literature

Provider-exposed setting governing internal deliberation budget; raising it can change sampling configuration and output limits as well as thinking length, confounding clean comparisons.

Also called: reasoning-effort

Why it matters: Comparing two models at different effort settings is not a fair fight, and the setting often changes more than thinking time, which quietly muddies published comparisons.

For example, turning the dial up might make a model spend a minute working through a math problem step by step instead of answering in two seconds.

Heard on the show

“They vary the reasoning effort from minimal up to high.”
Episode 061 — When Helpful Agents Go Sideways: A 404 Error, Campus Security, and Why Alignment Misses This

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