Resurrecting Shift-Left With Human-in-the-loop AI

This brief discusses the limitations of traditional shift-left security tools (SAST, SCA, etc.)—noting their high false-positive rates and lack of contextual relevance—and advocates a developer-first approach that combines AI analysis with human-in-the-loop oversight to provide contextual, low-noise, non-blocking, and actionable security guidance throughout development. It frames human-AI collaboration as a way to rebuild developer trust and improve remediation workflows, and promotes an on-demand webinar about the topic.