Perspectives on Security
AI-Generated Vulnerability Findings: How to Prove Exploitable Risk.
The core components required to move from automated discovery to proven risk now exist: capable models, controlled execution, scalable orchestration, evidence capture and human judgement. The opportunity is to engineer them as one dependable system rather than treat each as a standalone feature.
