MiniMax M3.1 Flash vs Muse Wonder Full
| Benchmark | MiniMax M3.1 Flash | Muse Wonder Full |
|---|---|---|
| MMMU-Pro (vision) | 79.1 | — |
| GDP.pdf · AA all-pass | 20.8 | 32.6 |
Specs
| Spec | MiniMax M3.1 Flash | Muse Wonder Full |
|---|---|---|
| Input, per 1M | $0.15 | — |
| Output, per 1M | $0.60 | — |
| Cost per task? | $0.22 | — |
| Speed, tok/s | 121 | — |
| Context | 1M | 1M |
| Weights | Closed | Closed |
| Released | Oct 2026 | Oct 2026 |
| See images | ✓ | ✓ |
| Read PDFs | — | ? |
| Hear audio | — | ✓ |
| Watch video | ✓ | ✓ |
| Call tools | ✓ | ✓ |
| Force a tool call | ? | ? |
| Return strict JSON | — | ? |
| Search the web | ? | ? |
| Run code | ? | ? |
| Use a computer | ? | ? |
What breaks when you switch
MiniMax M3.1 Flash → Muse Wonder Full
Only in Muse Code›
Muse Wonder Full requires a Muse Code subscription; max reasoning effort on the Model API Wonder model does not select Full.
Muse Wonder Full → MiniMax M3.1 Flash
Complete model response must be appended›
In multi-turn tools, preserve the complete assistant response, including reasoning_content and tool_calls, to maintain reasoning continuity.