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This beginner-friendly guide dives into Linux Bash scripting for decision-making, tailored for full-stack developers and system administrators working on automation and AI. It covers the use of conditional statements like `if`, `elif`, `else`, and `case` to build intelligent scripts that boost operational efficiency. Practical examples and best practices for AI-ready scripting are included, making it ideal for enhancing system and project management through automation.