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Insights on continuous security validation—where AI expands coverage and humans prove real risk.

AI Can Find Vulnerabilities. Building a System That Proves Risk Is the Hard Part.
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AI Can Find Vulnerabilities. Building a System That Proves Risk Is the Hard Part.

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.

PW
Phil Whitby
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