AI-assisted application security pipelines

Telling a model that a scanner already flagged the code buys you a rubber stamp

A developer ran 200 flagged snippets past two frontier models with identical prompts. One cleared 51% of the false alarms; the other cleared 20% and agreed with 90% of what it saw. The countermeasures are a model property.