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Benchmarks · coding

Terminal-Bench Hard-AA

Terminal-Bench Hard (AA subset of Terminal-Bench 2.0): agentic terminal tasks; pass rate.

94 models · 153 results · data as of 2026-10-29 · artificialanalysis.ai ↗

Leaderboard

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94 of 94 selected
GPT-5.6 Sol max

More from this benchmark

3 published measures

Breakdown

darker is better within each column · click a column to sort
Model
GPT-5.6 Sol max16,358,013366,802790,444
GPT-5.6 Terra xhigh14,777,730365,794795,807
GPT-5.5 xhigh10,724,099314,7671,194,345
Opus 4.8 max21,452,947521,3263,884,471
GPT-5.4 xhigh10,940,398409,8903,589,900
GPT-5.3 Codex xhigh12,901,454316,7811,093,953
GPT-5.4 Mini xhigh12,829,252467,66710,309,236
Opus 4.7 max17,034,960259,5481,918,164
GLM 5.2 max36,573,753496,1292,207,527
Qwen 3.7 Max18,903,511476,3741,493,149
GPT-5.2 xhigh11,919,956246,3933,405,125
Qwen 3.7 Plus21,178,291497,8631,807,925
Sonnet 4.6 none22,926,094850,9700
DeepSeek V4 Pro 0424 max25,360,126542,0742,618,683
Gemini 3.5 Flash minimal22,753,325561,9620
Muse Spark19,467,877292,114431,315
GPT-5.1 high11,706,284455,5282,236,397
Kimi K2.7 Code25,001,767323,441651,186
Kimi K2.620,714,796305,984798,222
Qwen 3.6 Plus22,478,413611,7162,835,005
GLM 5.111,538,510366,5551,166,881
GLM 522,610,444543,425413,645
MiMo V2.5 Pro25,829,918832,85428.0
GPT-5.4 Nano xhigh21,245,584626,6416,631,027
MiniMax M327,938,791761,96633,713

All results

153 rows
#ModelEffortTerminal-Bench Hard-AA
1GPT-5.6 Solmax65.9%
2GPT-5.6 Solmedium62.9%
3GPT-5.6 Terraxhigh62.9%
4GPT-5.6 Solhigh62.1%
5GPT-5.6 Solxhigh61.4%
6GPT-5.5xhigh60.6%
7GPT-5.6 Sollow60.6%
8GPT-5.5high59.8%
9Opus 4.8max58.3%
10GPT-5.4xhigh57.6%
11GPT-5.5medium57.6%
12GPT-5.6 Terrahigh57.6%
13GPT-5.6 Terramax57.6%
14GPT-5.3 Codexxhigh53.0%
15GPT-5.4 Minixhigh52.3%
16GPT-5.5low52.3%
17Opus 4.7max51.5%
18GLM 5.2max50.8%
19Qwen 3.7 Maxmax50.8%
20GPT-5.5none49.2%
21GPT-5.2xhigh47.0%
22Qwen 3.7 Plus47.0%
23Sonnet 4.6none46.2%
24DeepSeek V4 Pro 0424max46.2%
25Gemini 3.5 Flashminimal46.2%
26Muse Spark45.5%
27GPT-5.1high45.5%
28Kimi K2.7 Code44.7%
29GPT-5.6 Terralow43.9%
30Kimi K2.643.9%