Notes on Security Automation

Automation is leverage Automation is most useful when the same tasks appear across multiple engagements, labs, or internal workflows. It reduces manual repetition and makes results easier to reproduce. Good automation targets repetitive file handling output normalization basic reporting helpers task orchestration Practical constraint Automation should improve clarity instead of hiding how the workflow works. A tool that saves time but obscures the method is only partially useful.