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In the rapid evolution of computing, efficiency has always taken center stage. As web technologies grow increasingly complex, optimizing CPU and memory usage is pivotal for maintaining system performance and reliability. Recently, Artificial Intelligence (AI) has emerged as a groundbreaking tool in achieving these optimizations. For full stack developers and system administrators, integrating AI tools to enhance system efficiency can lead to significantly improved application performance and resource management. This guide aims to explore viable strategies using AI-enhanced techniques and bash scripting in Linux environments, helping you harness the full potential of your systems.