Model overview
> **⚠️ Authorized security use only — Nur für autorisierte Sicherheitsarbeit.** > For authorized IT-security work on systems you own or have explicit permission to test. Physical harm, weapons/CBRN, illegal substances and CSAM are refused by design. Provided "as is" without warranty (Apache-2.0). **By downloading or using this model you accept the Disclaimer and Terms of Use** (see the "Haftungsausschluss / Disclaimer" section below and `DISCLAIMER.md`). > *Dieses Modell dient autorisierter IT-Sicherheitsarbeit; mit der Nutzung akzeptierst du den Haftungsausschluss (siehe unten und `DISCLAIMER.md`).* A **red-team / white-hat fine-tune** of Qwen/Qwen3.8-27B, produced by **Quadux IT GmbH** as a **local, private assistant for internal offensive-security work and vulnerability self-assessment**. Hosted models refuse most offensive-security tasks, and you often cannot send sensitive vulnerability or system data to an external service anyway. This model fills that gap: it **helps fully with any computer- and network-security task** — offensive and defensive, including exploit development, malware development and analysis, reverse engineering, and license/DRM research — so your findings stay in-house. At the same time it **still refuses requests aimed at real physical harm to people** (weapons, explosives, drugs, poisons, chemical/biological weapons, violence) and **child sexual abuse material**. That boundary holds on **both text and image input** and **across languages**.
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：apache-2.0。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。