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Upload a Priors theme file, or have your agent make one: copy the prompt, tell it the look you want, and upload what it returns. With the Priors skill installed it already knows the format.

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Benchmarks · coding

sudo L7

Surge AI's 60-task staff-level software engineering benchmark. Expert-authored rubrics assess correctness, architecture, production risk, verification and communication, using each model's published agent harness and reasoning setting.

15 models · 15 results · data as of 2026-10-29 · surgehq.ai ↗

Leaderboard

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15 of 15 selected
Opus 5.5 max

All results

15 rows
#ModelEffortsudo L7Harness
1Opus 5.5max41.7%Claude Code
2Sonnet 5.5max41.7%Claude Code
3GPT-6 Astramax33.9%Codex
4Fable 5.1max31.1%Claude Code
5GPT-6.1 Solmax28.9%Codex
6Qwen 3.8 Maxxhigh20.6%Qwen Code
7Gemini 4 Argonhigh18.9%Antigravity
8Muse Wonder (Max)max15.6%Muse Code
9Grok 4.7xhigh15.6%Grok Build
10GLM 5.3max14.4%OpenCode
11Muse Spark 1.3max13.9%Muse Code
12Kimi K3max13.3%OpenCode
13Hy4high12.8%OpenCode
14Gemini 3.8 Flashhigh11.7%Antigravity
15Mistral Large 4high11.7%OpenCode