title: "Teaching a Security AI to Remember: Building ZENTRA with Persistent Memory" published: false description: "How a zero-trust compliance "

Every security team knows this story. Last quarter, an auditor flagged a session idle-timeout setting on a leaf switch. Someone wrote a fix, applied it, and it didn’t take. A vendor quirk meant the ch