Blog posts and write-ups (most recent first)
SpecterOps
Authored the launch post for Janus, SpecterOps' open-source pipeline that ingests C2 telemetry (Mythic, Ghostwriter, Cobalt Strike), surfaces failure patterns and operator friction, and helps teams prioritize fixes and automation—without sending normalized operation data to external LLMs by default.
SpecterOps
Authored a comprehensive guide for SpecterOps introducing Pantheon, a Mythic framework extension bundled with scripts and operational workflows.
Appearances, interviews, and awards



