Latest in AI

Build Your Own Vulnerability Harness

Cloudflare has published a technical breakdown of an AI-assisted vulnerability discovery pipeline built around multiple processing stages and an automated triage loop. The architecture addresses false positives through adversarial review, where the system challenges its own findings before surfacing them to humans. The post also covers state control strategies and techniques for routing around the context-window limits inherent to large language models.