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Benchmarks · agentic

Agents' Last Exam

Snorkel AI's benchmark of long-horizon, economically valuable professional workflows across 55 sub-industries, run in each model's agent harness with verifiable outcomes. Score is the share of rubric points earned (the pass rate, all checks met, is lower). Best harness per model and effort.

10 models · 14 results · data as of 2026-10-29 · snorkel.ai ↗

Leaderboard

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10 of 10 selected
Gemini 4 Carbon high

All results

14 rows
#ModelEffortAgents' Last ExamHarness
1Gemini 4 Carbonhigh77.4%launch
2GPT-6 Astramax73.1%Codex
3GPT-6 Astraxhigh71.7%Codex
4GPT-6 Astramedium71.2%Codex
5GPT-6 Astrahigh71.0%Codex
6GPT-6 Astralow67.9%Codex
7Opus 5.5max67.5%Claude Code
8Muse Wonder (Max)high66.7%Muse Code
9Gemini 4 Argonhigh63.8%ALE-Claw
10Kimi K3max62.5%Kimi Code
11MiniMax M3.1max58.2%Codex
12GLM 5.3max53.2%ZCode
13GPT-5.6 Solmax48.4%Codex
14GPT-5.6 Lunamax26.5%Codex