Reflection Beam Safety - Irregular CTF - Group - CyScenarioBench: leaderboard

Private50-task capture-the-flag suite in Mirror harness,autonomous shell use up to1000commands,exact planted flag grading. Difficulty,group andtype rows retain explicit disjoint task counts; score is solved percentage. Source-specific score; no fusion with a different harness or version is implied. Capability subset count/explicit catalog denominator; no subjective graph-distance digitization. Metric: Accuracy (%). Higher is better. Exact printed figure values; https://cdn.sanity.io/images/sp40emik/production/53ba143b4bbd4acb78e07ee7f81e6572edc52666-3000x2928.png?w=3840&fit=max

Metric: Accuracy (%). Source: reflection.ai. Saturation forecast: Around May 2028. 12 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K310#29
2Qwen 3.8 Max10#31
3DeepSeek V4.1 Flash10#35
4GPT-OSS-120B0#336
5DeepSeek V4 Pro0#101
6Kimi K2.60#105
7GLM-5.20#71
8GLM-5.30#40
9Nemotron 3 Ultra0#240
10Inkling0#123
11Muse Glimmer 30B0#178
12Beam 1.00#97

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=reflection-beam-safety-irregular-ctf-group-cyscenariobench · How It Works · Data refreshed daily, snapshot 2026-10-17.