MiniMax M3.1-Flash-Preview vs TypeSafe AI Jev
A direct, empirical evaluation of MiniMax M3.1-Flash-Preview (MiniMax) against TypeSafe AI Jev (TypeSafe AI (Diogo Almeida)).
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.
TypeSafe AI Jev
Developed by TypeSafe AI (Diogo Almeida) · Non-Autoregressive System 1 Transformer parameters
Sub-15ms operational tasks, 100% schema-valid JSON extraction, deterministic tool dispatch, and high-throughput agent routing.
| Metric | MiniMax M3.1-Flash-Preview | TypeSafe AI Jev |
|---|---|---|
| SWE-bench Verified | 73.8% | 68.4% |
| MMLU-Pro | 81.2% | 84.6% |
| MATH-500 | 92.4% | 91.2% |
| Context Window | 1,000,000 tokens | 32,000 tokens |
| Input Pricing (per 1M) | $0.10 | $0.06 |
| Output Pricing (per 1M) | $0.40 | $0.12 |