Build your own vulnerability harness

Summary

We break down the technical architecture behind our multi-stage vulnerability discovery harness and automated triage loop. Learn how we manage state controls, squash false positives through adversarial review, and route around LLM context limits.

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• Turning Cloudflare’s threat indicators into real-time WAF rules
• Defend against frontier cyber models: Cloudflare's architecture as customer zero
• Route public traffic to private applications with Cloudflare
• Scaling Security Insights: how we achieved a 10x increase in global scanning capacity
• Growing the Cloudflare AI team with talent from Ensemble AI
• Cloudflare DMARC Management is now generally available