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As the lines between various IT disciplines blur, full-stack web developers and system administrators are increasingly looking for ways to enhance their technical capabilities using artificial intelligence. One area where AI can provide significant benefits is in the optimization of Linux kernel parameters. By integrating AI tools and methods into Bash scripts, professionals can automate the tuning of systems to improve performance and reliability dramatically. The Linux kernel is the core of any Linux operating system. It manages the system's resources and mediates hardware performance. Kernel parameters control everything from CPU usage, memory management, and disk IO to how network requests are handled.