Glossary · Term

uplift

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Definition

Plain language

How much extra real-world help a model gives someone trying to do something dangerous.

As stated in the literature

The marginal capability a model confers on a would-be misuser relative to their baseline resources; in chemical and biological domains it concentrates in last-mile operational specifics rather than topic knowledge.

Why it matters: It focuses safety work on what actually changes an outcome, rather than on whether a model can discuss a sensitive topic at all.

For example, the question is not whether a model can describe a dangerous process in general terms, but whether it hands someone the specific quantity and temperature they were stuck on.

Heard on the show

“The field calls that uplift, and the question uplift asks is how much easier the model makes a serious attempt for someone who couldn't otherwise pull it off.”
Episode 244 — The Open-Weight Defense That Feeds Attackers Confident, Falsified Answers

Mentioned in 2 episodes

  1. 244
    The Open-Weight Defense That Feeds Attackers Confident, Falsified Answers
  2. 096
    How Treating an AI Agent's Execution Like Git Recovers a Coordination Penalty

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