Three-Layer AI Vulnerability Harness for Scanners
🔍 This post explains a three-layer pipeline that filters raw scanner findings into a prioritized, evidence-backed set of vulnerabilities for engineers to act on. It emphasizes a tool-agnostic architecture combining multi-scanner agreement, AST-based structural verification, and deployment-context checks (IaC) to reduce noise and increase confidence. The article describes context scoping for AI reasoning and notes a companion post that covers the steering file controlling model behavior.
