ankit-bose.dev

2025-07-18

Detection-as-Code Quality Gates Framework

detection-as-codequality-gatesmitre

Scope

Detection repositories need predictable quality gates to avoid drift and inconsistent review standards.

Framework Components

  • Pull request policy checks tied to release branch rules.
  • Documentation validation for required detection metadata.
  • MITRE ATT&CK mapping consistency checks.
  • Coverage reporting to identify unsupported techniques and data source gaps.

Operational Impact

This approach creates repeatable engineering hygiene and improves review quality for both individual detections and program-level coverage.