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. The post Shift Left Has Shifted Wrong: Why AppSec Teams – Not Developers – Must Lead Security in the Age of AI Coding  appeared first on Security Boulevard.