| agents-on-bench | Mach-Mind-4-Flash | – | Accuracy: 80.04 |
| agents-on-claw-eval | Mach-Mind-4-Flash | – | Accuracy: 69.49 |
| agents-on-pinchbench | Mach-Mind-4-Flash | – | Accuracy: 74.90 |
| code-generation-on-livecodebench-v6 | Mach-Mind-4-Flash | – | Pass@1: 80.91 |
| code-generation-on-swe-bench-verified | Mach-Mind-4-Flash | – | Accuracy: 70.60 |
| deep-research-agents-on-browsecomp | Mach-Mind-4-Flash | – | Accuracy: 61.70 |
| instruction-following-on-ifbench | Mach-Mind-4-Flash | – | Accuracy: 82.82 |
| mathematical-reasoning-on-aime-2025 | Mach-Mind-4-Flash | – | Accuracy: 92.08 |
| mathematical-reasoning-on-aime-2026 | Mach-Mind-4-Flash | – | Accuracy: 92.70 |
| multiple-choice-question-answering-mcqa-on-gpqa-diamond | Mach-Mind-4-Flash | – | Accuracy: 83.08 |
| text-generation-on-writingbench | Mach-Mind-4-Flash | – | Score (0-10): 7.461 |