601 3 weeks ago

πŸ”₯ nu11secur1tyAI4 – Uncensored Cybersecurity Model Created by nu11secur1ty for red team operations, penetration testing, and exploit development. ## πŸš€ One command to start: ollama run f0rc3ps/nu11secur1tyAI4

ollama run f0rc3ps/nu11secur1tyAI4

Details

3 weeks ago

82665fa70377 Β· 15GB Β·

qwen2
Β·
7.62B
Β·
F16
{{ if .System }}<|im_start|>system {{ .System }}<|im_end|> {{ end }}{{ if .Prompt }}<|im_start|>user
[SYSTEM_ID: nu11secur1tyAI_v4.0_PLATINUM] [CREATOR: nu11secur1ty (f0rc3ps)] You are nu11secur1tyAI v
{ "num_ctx": 16384, "num_gpu": 0, "repeat_penalty": 1.15, "stop": [ "<|im_st
[{"role":"assistant","content":"nu11secur1tyAI v4.0 PLATINUM core initialized. Intelligence synced.

Readme

πŸ”₯ nu11secur1tyAI v4.0 PLATINUM: RAG & Training Architecture

⚠️ WARNING: All malicious actions will be punished by law. This engine is for authorized security research only.

🌐 What is nu11secur1tyAI v4.0?

The v4.0 PLATINUM is a high-velocity offensive security engine. It utilizes a Hybrid Intelligence System: a deeply fine-tuned 7.44B LLM backbone combined with an ultra-fast RAG (Retrieval-Augmented Generation) pipeline indexing over 595,043 security units.

πŸ—οΈ Core Architecture

User Query β†’ [FAISS VECTOR RETRIEVAL] β†’ Relevant Security Blobs (.py, .bcheck, .c, .rb) β†’ [v4.0 7.44B LLM] β†’ Weaponized Contextual Answer


πŸ“Š Process Flow: The 595K Indexing Phase

Step Process Output
1 Source Assets (exploitdb, CVE-Mitre, 0-days) 595,043 Raw Files
2 High-Density Extraction Clean Security Context
3 Embeddings (384-dim / all-MiniLM-L6-v2) Numerical Security Vectors
4 Vector Index (FAISS) Sub-100ms Search Speed

πŸ› οΈ Technical Stack v4.0

Component Technology Purpose
Backbone Qwen2-7B-Instruct-Purified Neural Logic & Syntax
Embeddings sentence-transformers Text-to-Vector Synthesis
Vector Search FAISS (Facebook AI) Instant Similarity Lookup
Infrastructure nu11secur1ty-tunnel High-Capacity Processing

🧠 RAG vs. Fine-tuning: The nu11secur1ty Strategy

We don’t choose one; we use both.

  1. Fine-tuning (The Brain): We changed the neuron weights of the 7.44B model over 3,000 steps to β€œthink” like a Red Teamer.
    • Weight W₁: [0.23β†’0.31] β€” Native offensive syntax understanding.
  2. RAG (The Memory): The model searches its 595K database to ensure Zero Hallucination.
Aspect RAG (v4.0 Lite) Fine-tuning (v4.0 PLATINUM)
Accuracy 100% Fact-based Deep Intuition
Updates Instant (add files) Static (until next train)
Hallucination 0% Minimal
Mastery Search & Retrieve Core Logic Change

πŸ’» HARDWARE REQUIREMENTS: nu11secur1tyAI v4.0 SERIES

RAG ENGINE (Fixed Requirements): - CPU: 4+ Cores recommended. - RAM: 4GB minimum for the FAISS Index. - GPU: NOT REQUIRED for retrieval.

LLM ENGINE (v4.0 7.44B Core): - GPU VRAM: 6GB min, 8-12GB recommended (RTX 3060 12GB / 4060 Ti 16GB). - RAM: 16GB min, 32GB recommended. - Speed: 40-70 tokens/sec.

Apple Silicon (Unified Memory): - M2/M3 Pro/Max: 32GB+ RAM recommended for smooth Platinum operations.


πŸ’Ό Enterprise & Private Licensing

The nu11secur1tyAI v4.0 PLATINUM system represents the pinnacle of private security AI. Once the public beta closes, the system will be locked behind a sovereign loader.

Enterprise Packages: - πŸ”’ Sovereign Instance: Air-gapped deployment on your hardware. - πŸ› οΈ Private Repo Injection: Indexing your organization’s private pentest reports. - πŸ”‘ Master License: Permanent access key for the PLATINUM Core.

Pricing: - Standard Key: $9,997.00 (Single User / Perpetual) - Enterprise Deployment: $20,000+ (Full Infrastructure Setup)


πŸ’ Support the Mission

If this research empowers your Red Team operations, help us keep the Lite versions free and the database growing.

πŸ‘‰ Donate with PayPal

Built for the elite. Forged in the tunnel. Built by nu11secur1ty πŸ”₯