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Practical guide to using lightweight, local AI for Linux forensics: with Bash + Python (scikit-learn) you can quickly flag anomalous SSH sources, surface odd networked processes, and cluster 24h logs into themes using Isolation Forest and KMeans. Includes apt/dnf/zypper installs, copy/paste workflows, defensibility tips, and automation via cron/systemd, privacy-friendly, reproducible, endpoint-first.