CyberGym
Cybersecurity agent benchmark measuring model performance on offensive and defensive security tasks. DeepSeek V4.1 Flash launch materials report Pass@1 scores with max reasoning effort.
Models ranked
4
tracked on this benchmark
Score band
95.1 – 82.2
best → lowest tracked
Snapshot trend
-5.90
Sep 10 → Oct 19 · 1 models
Leaderboard
Tracked models ranked by Pass@1 (higher is better).
Configuration: MiniMax M3.1 Flash
Notes: MiniMax M3.1 Flash launch blog (2026-10-19) main benchmark table image m31-flash-en-2 (webp converted to png; values transcribed by eye from table) incl. footnotes. Blog prose rounds to '82%'. Retrieved 2026-10-19.
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.
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Last reviewed: Sep 10, 2026