Security · 5d ago
Cloudflare Details Multi-Stage Vulnerability Harness Architecture
Cloudflare published a technical deep-dive on its vulnerability discovery harness, which uses automated triage and adversarial review to reduce false positives. The system manages state controls and routes around LLM context limits. The approach aims to streamline security testing for developers.
Meridian48 take
The harness is a practical tool for security teams, but its effectiveness depends on the quality of adversarial review and LLM integration.
vulnerability-discoveryautomated-triage