Blog
How we build security agents, what we're learning, and where autonomous security engineering is going.
Jul 28, 2026 · 6 min
Severity scores describe a vulnerability class. They say nothing about whether an attacker can reach it in your environment. Our agents close that gap with working reproductions.
Most security tools are stateless. We walk through the graph that lets SecNode agents reason with memory across engagements.
Jul 14, 2026 · 9 min · Read
Cloud, on-prem, and air-gapped deployment for teams that can't send their environment to someone else's inference endpoint.
Jun 30, 2026 · 7 min · Read
What changes when offensive testing runs on the cadence of your deploys instead of your budget cycle.
Jun 12, 2026 · 8 min · Read
A critical you can't reach is a low. We describe how topology-aware prioritization changes what lands in the queue.
May 15, 2026 · 6 min · Read