Continuous testing

Security findings only create momentum when evidence is reproducible, scoped, understandable, and easy to retest after a fix lands.

Internal security testing needs local reach, strict authorization, and evidence handling that works without exposing private networks.

How AI-assisted offensive testing turns one-off assessments into a repeatable operating rhythm for security teams.