Security research models, measured.

Exploitation · planning · tool-calling · Q4_K_M

Offensive-security agent designed for exploitation, planning, tool-calling, and complex reasoning.

pentest planning · tool-calling · agent routing · Q4_K_M

A LoRA-aligned offensive-security agent on Qwen3.6-35B-A3B (a Mixture-of-Experts base) that emits structured Qwen XML tool calls for a pentesting harness — it plans and routes, it does not execute.