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Terminal Bench

Source
factory.com
Author
Factory News
Date

Context

Factory reported a 58.75% task-resolution rate for its Droid coding on Terminal-Bench Core v0.1.1 using Anthropic's Opus 4.1. That contained 80 tasks performed inside isolated terminal environments, covering activities such as debugging, configuring software, and managing dependencies. A task counted as solved only when all its final checks passed within the time limit. The benchmark report therefore measures a model working through tools to finish tasks.

The accompanying design account describes model-specific editing interfaces, environment information supplied at session startup, and to command runtimes. These details make the result a measurement of the whole agent system, not a standalone model score.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.
  • attention — The mechanism that lets a model weigh which earlier words matter for the word it's currently processing — the core operation of a transformer.
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