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Turn your Linux shell into an AI-powered automation hub: this guide shows why LLMs fit Bash's text-first world, how to install curl/jq, run Ollama locally or use OpenAI-compatible APIs, and drop in a minimal ai.sh client. Build safe workflows for log triage, intent-to-command with confirmation, incident summaries, and JSON extraction, plus hardening tips for redaction, timeouts, budgets, and audits.