> Shift Left Has Shifted Wrong: Why AppSec Teams – Not Developers – Must Lead Security in the Age of AI Coding
[AUTHOR: Bruce Fram]
[DATE: 05/03/2026 12:52]
[LANGUAGE: EN]
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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