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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.

124 models · 194 results · data as of 2026-11-06 · artificialanalysis.ai ↗

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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
Fable 5 max, fallback14,589,402449,7662,989,136
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
Opus 4.7 high17,207,899475,9540
Gemini 3.1 Pro11,982,705364,8831,018,707
GPT-5.3 Codex xhigh12,901,454316,7811,093,953
GPT-5.4 Mini xhigh12,829,252467,66710,309,236
GLM 5.2 max36,573,753496,1292,207,527
Qwen 3.7 Max18,903,511476,3741,493,149
Opus 4.6 high22,649,109702,2900
Opus 4.518,825,309386,238934,453
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

All results

194 rows
#ModelEffortTerminal-Bench Hard-AA
1GPT-5.6 Solmax65.9%
2Fable 5max62.9%
3GPT-5.6 Solmedium62.9%
4GPT-5.6 Terraxhigh62.9%
5GPT-5.6 Solhigh62.1%
6GPT-5.6 Solxhigh61.4%
7GPT-5.5xhigh60.6%
8GPT-5.6 Sollow60.6%
9GPT-5.5high59.8%
10Opus 4.8max58.3%
11GPT-5.4xhigh57.6%
12GPT-5.5medium57.6%
13GPT-5.6 Terrahigh57.6%
14GPT-5.6 Terramax57.6%
15Opus 4.7high54.5%
16Gemini 3.1 Pro53.8%
17GPT-5.3 Codexxhigh53.0%
18GPT-5.4 Minixhigh52.3%
19GPT-5.5low52.3%
20Opus 4.7max51.5%
21GLM 5.2max50.8%
22Qwen 3.7 Maxmax50.8%
23GPT-5.5none49.2%
24Opus 4.6high48.5%
25Opus 4.547.0%
26GPT-5.2xhigh47.0%
27Qwen 3.7 Plus47.0%
28Sonnet 4.6none46.2%
29DeepSeek V4 Pro 0424max46.2%
30Gemini 3.5 Flashminimal46.2%