A multi-agent system runs on Google's Agent Development Kit (ADK). It orchestrates specialized AI models for CVE research and report synthesis.
It runs o4-mini-deep-research with web search. On timeouts it falls back to GPT‑5. It extracts structured technical requirements. It maps those requirements to assets using CPE parsing and the Praetorian Guard platform.
A sub-agent suite auto-generates and refines Nuclei detection templates using an actor-critic loop. An Exploit Agent crafts offensive analyses. Critical CVEs trigger auto PRs and tickets.
