> **⚠️ 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**.

Visual QA

Input Text · Image→ Output Text

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Qwen3-VL-Embedding-8B-W8A16

QuaduxIT

基础档案已收录，详细介绍后续补充。可先查看厂商、分类与来源。

Embeddings & similarity

Input Text→ Output Embedding

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Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
Compares base text-token rates within the same channel

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Qwen3-VL-Embedding-8B-W8A16

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