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Guide to using MariaDB as the reliable backbone for AI on Linux: what it's great at (metadata, RAG corpus text, logs, transactions) and what it's not (native vectors). Includes copy-paste installs, schemas with JSON + generated columns + FULLTEXT, fast ingest and InnoDB/thread-pool tuning, slow-log/EXPLAIN optimization, least-privilege + TLS, backup/restore, and pairing with a vector DB or app-side similarity.