Muse Spark 1.3 (xhigh) vs Visual Jev (Qwen3-VL 8B Backbone)
A direct, empirical evaluation of Muse Spark 1.3 (xhigh) (Meta AI) against Visual Jev (Qwen3-VL 8B Backbone) (Independent AI Systems Lab (Guanxu Yu & Yuhang Yao)).
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.
Visual Jev (Qwen3-VL 8B Backbone)
Developed by Independent AI Systems Lab (Guanxu Yu & Yuhang Yao) · 8.2 Billion Vision-Language Parameters parameters
Sub-20ms multi-query image verification, automated rejection sampling in generative diffusion pipelines (FLUX / SD3), robotics perception routing, and high-frequency visual software inspection.
| Metric | Muse Spark 1.3 (xhigh) | Visual Jev (Qwen3-VL 8B Backbone) |
|---|---|---|
| SWE-bench Verified | 75.4% | 62.1% |
| MMLU-Pro | 88.4% | 86.4% |
| MATH-500 | 94.8% | 89.2% |
| Context Window | 1,000,000 tokens | 32,768 tokens (Visual prefix + batched question suffixes) |
| Input Pricing (per 1M) | $1.25 | $0.05 |
| Output Pricing (per 1M) | $5.00 | $0.10 |