Continuous testing

Google’s Chrome security update shows why AI vulnerability remediation must measure validated fixes, deployment coverage, and exploit retesting.

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.