MiniMax M3.1-Flash-Preview vs Muse Spark 1.3 (xhigh)
A direct, empirical evaluation of MiniMax M3.1-Flash-Preview (MiniMax) against Muse Spark 1.3 (xhigh) (Meta AI).
MiniMax M3.1-Flash-Preview
Developed by MiniMax · Proprietary Sparse Coding MoE parameters
Low-latency interactive IDE code completions at 165 tokens/sec, SWE-bench Verified bug fixes (73.8%), terminal automation, and budget-optimized pull request reviews.
Muse Spark 1.3 (xhigh)
Developed by Meta AI · Proprietary Multimodal parameters
Autonomous codebase refactoring, terminal execution, million-token long context retrieval, and agentic workflows.
| Metric | MiniMax M3.1-Flash-Preview | Muse Spark 1.3 (xhigh) |
|---|---|---|
| SWE-bench Verified | 73.8% | 75.4% |
| MMLU-Pro | 81.2% | 88.4% |
| MATH-500 | 92.4% | 94.8% |
| Context Window | 1,000,000 tokens | 1,000,000 tokens |
| Input Pricing (per 1M) | $0.10 | $1.25 |
| Output Pricing (per 1M) | $0.40 | $5.00 |