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This article guides full stack developers and system administrators on using Bash for AI-based image recognition. It covers setting up the Linux environment with tools like Curl and jq, selecting an AI service with a REST API, and writing a Bash script to manage image recognition tasks. The article further explains how to integrate this setup into web applications or system monitoring frameworks, highlighting Bash's efficiency in automating and streamlining AI tasks in Linux systems.