We ran AI against the same lab twice. Before and after Saner. Here's what changed.

Same systems. Same AI. Two scans.

Before Saner, the AI mapped a connected attack surface across Windows, Debian, Fortigate, Cisco, pfSense, Palo Alto, and Aruba and chained it all into real impact. Many vulnerability instances on Debian alone. Critical exposures across every device class.

After Saner remediated the environment, the AI ran again, for 3 hours and 40 minutes. It kept probing just as hard. The difference: the paths that once led to impact no longer connected.
Saner didn't make the AI blind. It removed the conditions the AI needed to turn findings into impact.

Vulnerabilities gone. Misconfigurations addressed. Runtime state verified. Attack surface reduced.

This is what prevention-first security looks like in the AI era.

Read the full research: https://www.secpod.com/learn/security-research/ai-assisted-ctf-same-systems-before-and-after-saner

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Видео We ran AI against the same lab twice. Before and after Saner. Here's what changed. канала SecPod