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Step-by-step guide for full-stack developers and sysadmins to create an AI-powered Bash assistant on Linux: set up curl and API keys, understand REST AI APIs, write GPT-backed shell scripts, expand to data retrieval, monitoring, and notifications, integrate services like weather, schedule with cron, and follow best practices for security, error handling, and efficient API usage.