Detections Should be Treated as Code

A rule misfiring in production is the most frustrating part of detection engineering. Attacker techniques shift, log sources change, threat intel goes stale, and you won't know until it fails you in the middle of an incident. Stop assuming it works and use DevOps principles to measure how it works, from research and authoring through deployment.

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Broken Rules

Did you miss that schema change in the last Microsoft log update?

Rule Quality Tracking

Are you maintaining rules and in the right priority?

MITRE Coverage Alignment

Are your rules actually protecting your landscape?