Building a model-agnostic harness for automated vulnerability scanning (opens in new tab)

Cloudflare has developed a specialized orchestration layer to manage fleet-wide security audits using interchangeable large language models. This architecture treats models as stateless compute engines to prevent context exhaustion and ensure that vulnerabilities are cross-verified by different logical weights. By decoupling the security logic from specific AI providers, the system maintains persistence and reliability even when underlying models or APIs fluctuate. <a href="