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Turn your Linux shell into a private, offline AI assistant: this guide explains why terminal chatbots boost privacy, speed, and ops workflows; shows how to install Ollama, pull/run models, and call them from Bash and HTTP; provides chat and propose helpers for safe command drafting and log summaries; offers a minimal llama.cpp build option; and closes with model, GPU, and safety tips plus quick-start steps.