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Build a private, AI-powered Linux knowledge base in your terminal: collect man pages, /usr/share/doc, READMEs, wikis and notes; convert to text; embed with Sentence-Transformers; index with FAISS; and query via a tiny kb CLI. The guide covers setup (Python venv), indexing/search scripts, systemd-based reindexing, ergonomics (fzf, $EDITOR), data hygiene, chunk tuning, and optional local LLM summaries.