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Guide to building a private, Linux-friendly AI knowledge base that beats grep with semantic search. Using Bash, Python, sentence-transformers, and Qdrant in Docker/Podman, you’ll collect docs, embed and index them, and query via a CLI, with optional auto-reindexing. Includes install commands, example scripts, troubleshooting, and next steps like LLM integration and reranking.