Overview

AI coding tools that perform security research workflows — threat modeling, vulnerability hunting, verification, and suggested patches — alongside traditional sast.

Timeline

Key Players

Analysis

Differentiation: session-local multi-agent scanners vs hosted enterprise monitors vs rule SAST. Human-applied patches remain the dominant trust model.