Model overview
Qwen's original Qwen3.8-Flash-Next with **our NVFP4 GPTQ experts, and Q8_0 in the layers that move the answers most**, packed for Strata NVFP4. It is the most accurate model that fits a **128 GB PC** with every expert in RAM. Its most likely next token is the Q8_0 model's 95.0% of the time, against 93.6% for the all-NVFP4 GPTQ, and it moves the answers 43% less (KL). It decodes at about half the GPTQ model's speed. **Quick start (Windows):** from the Strata NVFP4 release 0.1.42-nvfp4.2 or newer, run `START-HERE.bat --family qwen-nvfp4-mix`: it checks the PC, downloads this repository (only its experts if `qwen-nvfp4-gptq` is installed: the other files are the same) and starts the model. `pack/mix.json` has the plan. - **Everything but the experts is the same as in the NVFP4 GPTQ repository**, byte for byte: the dense GGUF (Q8_0 projections; router, small tensors and norms BF16 / F32), Qwen's own FP8 PLE table, the BF16 embedding and the MTP draft head. - **The original model, censored, with a switch.** It refuses what Qwen refuses. The fork can remove the refusal direction at run time (layers 8-33, the weights untouched): `--uncensored on` at install, the web app's "Disable censorship" switch, or `"uncensored": true` in a request. Checked on this pack: 5 of 5 held-out harmful requests refused with it off, 0 of 5 with it on. - **Only for Strata NVFP4.** The files are Strata's runtime formats. They do not load in transformers, vLLM or llama.cpp.
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：other。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。