Framework interpretation, evidence models, and operational alignment across audit and engineering teams.

Operational cloud security work spanning control implementation, architecture review, and posture hardening.

Threat-aligned telemetry analysis and detection design with security operations context.

Automation and implementation experience supporting control mapping, research, and product security workflows.