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Abstract Vulnix paths converging from scanning to verified exploitation
Pentesting fundamentals7 min read

AI Penetration Testing vs. Vulnerability Scanning: What Each Can Actually Prove

Scanning gives security teams coverage. Adversarial testing supplies context and proof. Mature programs need a deliberate handoff between the two.

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Abstract Vulnix proof loop for security-fix validation
Exploit validation6 min read

How to Validate a Security Fix: Replay the Exploit Before Closing the Finding

A merged patch is not proof of remediation. Validate the deployed control against the attack path that produced the finding.

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