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automated remediation
Shift Left Has Shifted Wrong: Why AppSec Teams – Not Developers – Must Lead Security in the Age of AI Coding
Bruce Fram
|
March 5, 2026
|
agent-managed development
,
AI coding assistants
,
AI Generated Code
,
Application Security
,
AppSec
,
automated remediation
,
broad shift left
,
CI/CD Security
,
CISO
,
Compliance
,
DAST
,
developer experience
,
DevSecOps
,
false positives
,
narrow shift left
,
pull-request fixes
,
SAST
,
Secure Development
,
security automation engineers
,
Security Triage
,
shift left
,
vulnerability backlog
,
Vulnerability Remediation
Narrow “shift left” has failed at AI scale. Move from developer-led fixes to AppSec-managed automation that triages findings and delivers tested pull-request fixes so teams can safely manage AI-generated code ...
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