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Turn disk panics into action with a CLI-first, Linux-friendly workflow that layers AI on top of du/find: snapshot usage fast with bash, summarize top hogs via a local LLM with safe cleanup suggestions, flag runaways with a tiny Python z-score detector, validate with ncdu/fdupes, and automate via cron. Includes install commands, ready-to-run scripts, and practical, low-risk steps to keep logs, caches, builds, and containers in check.