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| Repository | Declared Parameters |
|---|---|
| tsfrm/vacuum-16t | 16.501T |
| VickM/leviathan-19t | 18.997T |
| Solenopsisbot/nullnet-19.98q | 19.98Q |
| The Quettamind | 39.2Q |
| Benchmark | Fable 5 | Opus 5 | GPT 5.6 Sol | Kimi K3 | Qwen 3.8 Max | The Quettamind |
|---|---|---|---|---|---|---|
| Terminal Bench 2.1 | 88.0 | 89.1 | 88.8 | 88.3 | 86.6 | 0.0 |
| NL2Repo | 63.0 | 65.0 | 63.0 | 61.0 | 55.9 | 0.0 |
| CyberGym | 83.1 | 84.0 | 84.5 | 80.0 | 79.0 | 0.0 |
| DeepSWE | 70.0 | 74.0 | 73.0 | 67.5 | 56.6 | 0.0 |
| Toolathlon-Verified | 77.9 | 80.6 | 74.9 | 76.5 | 72.5 | 0.0 |
| Agents' Last Exam | 25.7 | 28.1 | 30.6 | 28.3 | 27.0 | 0.0 |
| AutomationBench Public | 29.1 | 26.0 | 29.7 | 30.8 | 27.3 | 0.0 |
| DSBench-FullStack † | 75.5 | 79.8 | 81.3 | 78.4 | 72.8 | 0.0 |
| DSBench-Hard † | 70.8 | 73.8 | 74.2 | 72.8 | 66.8 | 0.0 |