Kimi K3.1 Pro Tech Blog - ZeroBench_main w/ python (pass@5): leaderboard

Moonshot KimiK3.1Pro release evaluations; explicit max header, Kimi temperature1/top-p0.95 except specified overrides. Python tools, pass@five; five runs. pass@5 (%). Copied third-party comparator results are not re-ingested; source-specific harness retained.

Metric: pass@5 (%). Source: www.kimi.com. Saturation forecast: Around 2029. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.5 (Max)61#4 (Claude Opus 5.5)
2Claude Fable 5.1 (Max)59#9 (Claude Fable 5.1)
3GPT-6 Astra (Max)58#6 (GPT-6 Astra)
4DeepSeek V4.1 Flash (1017) (Max)51#25 (DeepSeek V4.1 Flash (1017))

No result here: #7 GPT-6.1 Sol, #8 Gemini 4 Argon, #10 Muse Wonder Full.

Interactive version: theaggregate.ai/benchmark?slug=kimi-k3-1-pro-tech-blog-zerobench-main-w-python-pass-5 · How It Works · Data refreshed daily, snapshot 2026-10-24.