Kimi K3.1 Pro Tech Blog - BenchCAD w/o tools: leaderboard

Moonshot KimiK3.1Pro release evaluations; explicit max header, Kimi temperature1/top-p0.95 except specified overrides. Kimi and DS1017 max on random1000-case subset of17900 Vision2Code; official prompts/scoring, single-shot; VoxelIoU percent. Claude copied. Voxel IoU (%). Copied third-party comparator results are not re-ingested; source-specific harness retained.

Metric: Voxel IoU (%). Source: www.kimi.com. Saturation forecast: Around October 2028. 2 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V4.1 Flash (1017) (Max)41.2#25 (DeepSeek V4.1 Flash (1017))

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=kimi-k3-1-pro-tech-blog-benchcad-w-o-tools · How It Works · Data refreshed daily, snapshot 2026-10-24.