Is minimax-m3-high good at Coding?
minimax-m3-high ranks #44 of 115 for Coding — strong. The top pick for this task is gpt-5.5-high.
minimax-m3-high on each Coding sub-task
| Code Review & Security | 100.0/100 | #4 |
| Bug Fixing | 91.4/100 | #45 |
| Secure Implementation | 88.8/100 | #59 |
| Code Quality and Testing Test | 84.0/100 | #50 |
| Code Review and Risk Test | 79.0/100 | #45 |
| Refactoring | 75.7/100 | #95 |
| API and Data Code Test | 64.8/100 | #65 |
Real examples, graded
WinFailing test, fix the code not the test 100/100
“The model perfectly fixes the root cause of the bug with a minimal, correct change that handles the edge case exactly as specified, without altering the public API or introducing any issues. The explanation is clear and accurate.”
WinUnit tests for parser 99/100
“The response is expert-level and production-ready. It fulfills all requirements perfectly, uses advanced pytest features appropriately, and provides insightful commentary on the function's limitations without overcomplicating the requested tests.”
WeakPerformance optimization 10/100
“The solution contains major failures including a severe SQL performance regression and non-executable Python code.”
Frequently asked
Is minimax-m3-high good at Coding?
minimax-m3-high ranks #44 of 115 models we tested for Coding, scoring strong.
What is minimax-m3-high's strongest Coding skill?
Its best sub-task here is Code Review & Security.
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Prompt × model results
12 test cases · 3 evals