Praetorian describes a multi-agent pipeline for CVE detection
Published on February 26, 2026, the report presents a pipeline that turns CVE research into validated Nuclei detection templates using specialized agents, three model providers, and actor-critic refinement.
On February 26, 2026, Praetorian described a multi-agent pipeline that turns CVE research into validated Nuclei detection templates. According to the report, the process uses specialized agents, three model providers, and an actor-critic refinement loop. Engineers can consult the material to learn about agent orchestration for vulnerability research and producing these templates.
The available text does not detail validation metrics or quantitative results. To check the claims' scope, consult Praetorian's original publication and look for its validation criteria and template examples. If you use AI to study or apply the material, avoid submitting sensitive organizational data without authorization, and carefully review any output before incorporating it into security systems.