About

I approach security engineering as a systems problem. Effective detections are not just query logic; they are a product of telemetry reliability, schema consistency, test discipline, and controlled release paths.

My philosophy favors baselining over static thresholds whenever possible. Baselines capture behavior and context, while thresholds alone can drift into noise as environments evolve.

I pay close attention to schema drift and data health because brittle data assumptions silently break detections. I design guardrails that treat content quality and telemetry quality as first-class dependencies.

Operationally, I prefer automation-first loops: research, plan, execute, test, and review. This keeps teams fast without sacrificing auditability or confidence.