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
Table | |
|---|
| 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
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.