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As the digital landscape evolves, the complexity of systems and the need for efficient management grows. Full stack developers and system administrators are increasingly turning to smart solutions to streamline operations and enhance performance. One of the most significant trends in this space is the integration of artificial intelligence (AI) into system health checks. This guide explores how AI can be fused with Linux Bash to create powerful monitoring tools that help preemptively identify and address system issues. AI-based system health checks refer to the use of artificial intelligence to monitor, analyze, and predict system health issues before they manifest into critical failures.