Pattern: LLM Security Scanning Is Moving Into the Default Commit Loop

GitHub Changelog·medium signal

With GitHub Copilot's app-level /security-review and Cursor's security-audit Automations, LLM-at-the-detection-layer scanning is shifting from opt-in CLI experiments to the everyday IDE/app workflow. It moves security left to the uncommitted-diff stage, but the scanner shares the false-positive profile of the models it audits, so teams are wiring it as advisory triage feeding human review — not an automated merge gate.