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Notes from Trackr.Live

The landing site for Trackr Services

Artificial Intelligence

The Sandbox Config Becomes the Whole Control Surface

Z.ai’s GLM-5.2 is a cheap, MIT-licensed, long-horizon coding agent anyone can self-host with no provider-side refusal, logging, or kill switch. Paired with fresh AISI research on autonomous container-sandbox escape, the lesson is blunt: the model was never your control point. Your runtime hardening is.

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AC

Ubuntu’s userns Mediation Is a Tripwire, Not a Wall

Ubuntu 24.04 enabled AppArmor mediation of unprivileged user namespaces by default, then Qualys published three ways around it. Here’s what the control actually stops, the audit chain that proves it fired, and how to detect abuse without flooding the SOC.

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AU

Device Code Phishing Lives in the Log Table You Don’t Ingest

Device code phishing produces a clean, MFA-satisfied sign-in on Microsoft’s own infrastructure — and most of the telemetry that betrays it sits in the Entra non-interactive log table teams drop to save money. Here’s where the detection actually lives, how the threshold flips between a Windows shop and a dev-heavy tenant, and the persistence artifacts the closeout always skips.

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