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As the fields of artificial intelligence (AI) and machine learning (ML) continue to expand, full stack web developers and system administrators are increasingly required to integrate AI capabilities into applications. One of the key applications of AI in everyday tasks is text classification, a process where AI systems categorize text into predefined classes. While developers often rely on high-level programming languages like Python or JavaScript for AI integration, the ubiquitous bash shell also offers potential for such tasks, especially in Linux environments.