Model overview
> [!WARNING] > **Withdrawn from Strata NVFP4's installer (2026-10-10): as an agent, this abliterated build is much worse than the > original Qwen.** > - **A multi-step Claude Code task** (building an interactive 3D page), same prompt on both models: the original > Qwen3.8-Flash-Next (our GPTQ of it) > ran 175 steps, checking and fixing its work from screenshots, and gave a clearly better result. This build > stopped after 10-70 steps (3 runs) and declared the work done. > - **It closes its thinking sooner.** Over 7,869 positions of the original model's thinking (teacher-forced), this > pack raises the probability of ` ` by +0.12 nats on average. > - On a captured 72K-token Claude Code request (5 greedy runs each) it thought 997 tokens on average, the original > 1,699. > - Its style of thinking is the same; it just stops earlier. > - The likely cause is OrcaRouter's weight edit: it removes the refusal direction from all 149 residual-writing > matrices of every layer, including the late layers whose edit pushes ` `. > - **What the installer offers instead.** From Strata NVFP4 0.1.41-nvfp4.5: > - the original Qwen (`--family qwen-nvfp4-gptq`), with an opt-in switch (`--uncensored on`, off by default); > - the switch removes refusals at run time, in layers 8-33 only, and leaves the weights untouched; > - with thinking on it refused 0 of 104 English and 0 of 30 Ukrainian held-out harmful requests; > - ` ` +0.02 nats; thinking length as the original's. > > An existing install of this model keeps working, and the files here are unchanged. OrcaRouter's abliterated Qwen3.8-Flash-Next with **every routed expert in NVFP4, re-quantized from the BF16 checkpoint by GPTQ**, packed for Strata NVFP4: the 125B hybrid MoE on one RTX 20-50 card (12 GB of VRAM or more) and 64 GB of RAM or more. **Installer:** Strata NVFP4 v0.1.41-nvfp4.1 to .4 listed this repository as `--family orca-nvfp4` (the default from .3). From v0.1.41-nvfp4.5 the installer no longer offers it (see the warning above). To run this model by hand, see Run it.
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。