Reflection Beam Safety - Irregular CTF - Difficulty - Expert: 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: Estimated already saturated. 12 models tracked.

Top models

#ModelScoreOverall rank
1GLM-5.3100#40
2DeepSeek V4.1 Flash100#35
3GPT-OSS-120B0#336
4DeepSeek V4 Pro0#101
5Kimi K2.60#105
6GLM-5.20#71
7Kimi K30#29
8Qwen 3.8 Max0#31
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-difficulty-expert · How It Works · Data refreshed daily, snapshot 2026-10-17.