Benchmark Almanac

PWNBench v0.1

Not in model cards

Agents run gray-box penetration tests against live web applications and file the vulnerabilities they find. Reports are scored by severity-weighted F0.5 against known ground truth.

Launched 2026-08-20 with 11 models, updated 2026-09-02. Each model runs at several attempt budgets. 14 models in the Fireworks index.

Made by Novee Released Aug 2026 Finding and exploiting real bugs Tasks kept private
Level
Expert Specialists with years of training, often over hours of work
Scored
Checked automatically A program checks the result against an answer key, unit tests or the expected final state.
Answers
Agent task Many steps in a terminal, browser, desktop, app, game or robot.
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We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark.

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