| --- |
| license: other |
| license_name: qwen-research |
| license_link: https://huggingface.co/Qwen/Qwen2.5-3B/blob/main/LICENSE |
| language: |
| - en |
| pipeline_tag: text-generation |
| base_model: Qwen/Qwen2.5-3B |
| tags: |
| - security |
| - penetration-testing |
| - nu11secur1tyAI |
| - exploit |
| - hacking |
| --- |
| |
| # nu11secur1tyAI 4Lite (.nu11 v4 Standard) - 255 Steps |
|
|
| ## ⚔️ Introduction |
| **nu11secur1tyAI 4Lite** is a specialized, high-velocity offensive security engine. This model is a fine-tuned version of the **Qwen2.5-3B** architecture, trained over **255 targeted steps** for the **.nu11** project. |
|
|
| It has been fed with a massive dataset of **595,000+** security-focused documents, including full archives from `exploitdb` and advanced vulnerability reports. |
|
|
| ### **✨ Features of the .nu11 v4 Standard Edition:** |
| * **Surgical Precision:** Optimized for vulnerability research, SQLi, XSS, and RCE payload generation. |
| * **CPU Optimized:** Engineered to run at peak performance on local CPU architectures (AVX2/AVX512). |
| * **System Ready:** Pre-configured for immediate deployment via the nu11secur1ty Sovereign Gateway. |
| * **Authoritative Tone:** Technical, direct, and focused on results. |
|
|
| ## 🛠️ Technical Specifications |
| * **Model Name:** nu11secur1tyAI 4Lite |
| * **Core Engine:** .nu11-v4-Standard-255 |
| * **Architecture:** Transformers (RoPE, SwiGLU, RMSNorm, Attention QKV bias) |
| * **Parameters:** 3.09B |
| * **Context Length:** 32,768 tokens (Optimized for 8,192 in Gateway) |
| * **Training Stage:** Specialized Fine-Tuning (SFT) |
|
|
| ## 🚀 Deployment & Access |
| The model is distributed as an encrypted `.nu11` asset to protect the offensive logic. |
|
|
| 1. **Download:** Ensure you have the `nu11secur1tyAI_4Lite_Gateway.exe` or the Python loader script. |
| 2. **Access Key:** A valid decryption key is required to initialize the core. |
| 3. **Initialization:** Run the Gateway, enter your key, and the system will automatically: |
| - Fetch the asset: `nu11secur1tyAI4Lite_core.nu11` |
| - Decrypt and register the model in your local **Ollama** environment. |
|
|
| ## ⚠️ Legal & Ethical Warning |
| **WARNING:** This model is for **authorized security testing and educational purposes only**. Unauthorized use of **nu11secur1tyAI** against systems without explicit permission is illegal and carries severe penalties. The developers and contributors (nu11secur1ty / f0rc3ps) assume no liability for misuse. |
|
|
| ## 📊 Evaluation |
| This version (255 steps) shows significant improvements in instruction following for complex security tasks and structured data understanding compared to the base Qwen2.5 model. |
|
|
| --- |
| **Model Architect:** f0rc3ps / nu11secur1tyAI |
| **Status:** v4 Standard | CPU Optimized | System Ready. |
