Model overview
4-bit MLX conversion of Qwen/Qwen3.8-Flash-Next, converted with `mlx-vlm` `main` (post-#2032) at commit `d1bd74ed`, group size 32. `Qwen4ExpRMSNorm` applies `1 + w` to norm gains that the released checkpoint stores centered at zero, matching upstream `Qwen4ExpTextRMSNorm`. Several MLX conversions published before #2032 landed were made with a converter that folded that `+1` into the saved weights, so loading them applies the offset twice and generation degenerates into noise (#2041). A gain center near `+1.15` instead of `+0.22` is the signature of the double-shifted conversions described above.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：来源未披露，须进一步核验。模型介绍与第三方评测均以原来源的具体版本和方法为准。