---
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.