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Hands-on guide to running local LLMs with Ollama on Linux: why it is private, fast, and cost-controlled; step-by-step install for Debian/Ubuntu, Fedora/RHEL, and openSUSE; pull and manage models (e.g., llama3); chat, one-off prompts, and pipe shell data; practical Bash automations; local HTTP API with curl; troubleshooting for PATH, service, and GPU; and next steps to explore more models and integrate into workflows.