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ExploitGym

Metric: Pass@1 (higher is better)Introduced: 2026

Exploit-generation benchmark measuring model ability to discover and weaponize software vulnerabilities in agentic security tasks.

Models ranked

4

tracked on this benchmark

Score band

20.7 – 6.0

best → lowest tracked

Snapshot trend

+5.40

Sep 10 → Oct 23 · 1 models

Leaderboard

Tracked models ranked by Pass@1 (higher is better).

Compare candidates
#Model variant and provenanceScore
1
Version: ExploitGym; KimiCode harness; 6-hour budget; max reasoning effortHarness: Not recordedEvaluator: Not recordedObserved: Oct 23, 2026Confidence: Not recordedSource

Notes: Moonshot self-reported launch table, row 'ExploitGym', column 'Kimi K3.1 Pro (max)'. Settings: reasoning effort max, temperature 1.0, top-p 0.95 (blog footnote).

20.7
2
Version: ExploitGymHarness: Not recordedEvaluator: Not recordedObserved: Oct 9, 2026Confidence: Not recordedSource
17.8
3
Version: ExploitGym Pass@1; max reasoning effortHarness: Not recordedEvaluator: Not recordedObserved: Sep 10, 2026Confidence: Not recordedSource
15.3
4
Version: ExploitGymHarness: Not recordedEvaluator: Not recordedObserved: Oct 9, 2026Confidence: Not recordedSource
6.0

How to read this benchmark

This benchmark scores models where higher is better. Use scores for directional filtering and shortlisting, not universal quality ranking; then validate pricing, context window, provider availability, and fit for your workload.

Trust this score when

  • There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
  • The model list covers the same version family you can actually deploy today.
  • Top candidates overlap with your required routing and feature requirements.

Be cautious when

  • There is only one benchmark snapshot or the dataset appears stale.
  • The benchmark metric direction is opposite of your decision objective.
  • The score difference between options is narrow and likely within implementation variance.

Related benchmarks

Last reviewed: Sep 10, 2026

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