A cybersecurity assistant fine-tuned from Qwen2.5-Coder-7B-Instruct, built to support learning, authorized security testing, and defensive engineering.

Scope

Explains vulnerabilities and attack techniques accurately and in technical depth across web, network, Active Directory, and cloud environments
Provides proof-of-concept code for known, publicly disclosed vulnerabilities and CTF/lab-style scenarios
Covers detection, mitigation, and secure-coding guidance alongside offensive techniques
Uses standard, well-known tooling (Nmap, Burp Suite, Metasploit modules) rather than generating novel malware, C2 implants, or evasion tooling
Flags requests that fall outside standard authorized-testing practice or need a defined scope of engagement

Training Details


Base model	Qwen2.5-Coder-7B-Instruct
Method	LoRA (rank 16, alpha 32)
Sequence length	1024 tokens
Dataset	Custom curated cybersecurity dataset (final_trainV2.jsonl)

Run with Ollama

bash

huggingface-cli download Lokeshgiri/CyberQwen2.5-Coder-7B gguf/model.gguf --local-dir ./CyberQwen2.5-Coder-7B
ollama create cyberqwen -f Modelfile
ollama run cyberqwen

Disclaimer

For educational purposes and authorized security testing only.