autoremediation

Guide for sysadmins to build lightweight, GPU-free AI that runs locally on Linux and plugs into Bash. Projects: log anomaly alerts with Isolation Forest, SMART-based disk warning, Holt-Winters load forecasting, and TF-IDF ticket auto-tagging. Install via apt/dnf/zypper, schedule with cron/systemd, output JSONL, private, low-maintenance tools with fast, measurable impact.

Practical guide to building self-healing Linux servers with bash-first tools: use systemd restarts, limits and watchdogs; Monit health checks with automatic restarts/escalation; timers and scripts to free disk/log/tmp; unattended security updates with smart, need-based reboots; AIDE-driven drift detection and golden-config restore; plus distro-specific install cmds and safe tests to cut alert noise and MTTR.