About this site

Dawid Balut writes about AI-era security leadership, exposure validation, and secure SaaS operating models.

This site collects short essays and notes on how security teams can move beyond vulnerability volume, severity debates, and compliance theater toward evidence-backed decisions that engineering, product, and executives can act on.

Topics include AppSec, cloud security, AI-assisted validation, SaaS exposure models, security operating mechanisms, and executive security leadership.

The goal is practical: help security functions prove what materially matters, reduce noise, and improve how companies make risk decisions.