🛡 Cloudflare Unveils Automated Vulnerability Discovery System
Company engineers have developed a multi-stage architecture to automate cybersecurity. The system includes a VDH (Vulnerability Discovery Harness) stage for active searching and a VVS (Vulnerability Validation System) stage for triage and patching. It utilizes a model-agnostic approach with adversarial verification using different LLMs.
🌍 Moving toward complex orchestration layers reduces hallucinations and makes AI a reliable tool.
👤 This is an example of solving security research tasks through pipelines with external state management and strict validation.
Source 1: https://blog.cloudflare.com/build-your-own-vulnerability-harness/