03/11/2026
A script runs on a developer’s workstation, accesses stored credentials and connects to an external server. An endpoint detection and response alert is raised, and the security team must determine what happened: Was the activity malicious? Were credentials exposed? Did the script affect other systems?
These questions become harder when the code is unfamiliar. Generative AI can help attackers create and modify malicious software, while developers increasingly use it to write legitimate scripts, tests and applications. A security team may encounter new code from both sources, and unfamiliarity alone is not enough to determine whether it is dangerous.
The more useful question is what happens before that code runs. When a script or package has access to credentials, build systems or deployment infrastructure, a runtime alert may arrive only after sensitive resources have already been exposed.
This makes pre-ex*****on security an important part of the development workflow. It helps teams assess code, enforce policies and limit access before potentially risky activity begins, while runtime monitoring remains essential for detecting behavior that earlier checks cannot identify.
A script runs on a developer’s workstation, accesses stored credentials and connects to an external server. An endpoint detection and response alert is