Cloudflare Builds Model-Agnostic AI Security Harness

Cloudflare details its development of a model-agnostic vulnerability harness designed for enterprise-scale AI security. The system treats AI models as interchangeable components, allowing for frequent rotation and cross-testing to enhance defensive coverage against evolving threats. This approach moves beyond single-model reliance, enabling continuous, fleet-wide scanning and robust vulnerability triage by varying models for different tasks like discovery and validation. The harness architecture emphasizes persistence, deduplication, and cross-repo dependency tracing to filter and prioritize actionable security findings effectively.