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Build a private, on-prem AI knowledge base from the Linux CLI with a minimal, reproducible RAG pipeline: convert scattered docs (PDFs, Office, images via OCR, HTML/Markdown) to text, chunk and embed with Sentence Transformers, index with FAISS, and query via a simple CLI or pipe context to a local LLM (Ollama). The guide covers installs, automation with cron/systemd, practical use cases, and troubleshooting.