Model overview
Refusal-removed build of Qwen/Qwen3.8-Flash-Next in NVFP4 (4-bit), tuned for offensive-security and technical-harm research. Reasoning (off / low / xhigh), MTP speculative decoding, and full multimodality (image + video) preserved. Serves tensor-parallel on 2× NVIDIA DGX Spark (GB10) with SGLang. > 🔄 **Update 2026-09-04 — rebuilt for reasoning fidelity.** This revision preserves the base model's > deliberation: **0.97× the base model's reasoning-trace length** on hard multi-step questions > (at equal or better answer accuracy), and **MMLU within −0.84 pp of base**. Compliance on the priority > technical categories (cybercrime, chemical/biological) is at or near 100% TRUE_COMPLY across every > reasoning effort. See the numbers below. > ⚠️ **UNCENSORED RED-TEAM ARTIFACT.** Safety refusals have been removed. This model will comply with > harmful, unethical, and illegal requests. Released for safety research, red-teaming, and evaluation. > **You are solely responsible for everything you generate and for complying with all applicable laws.** > Provided as-is, without warranty.
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。