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A practical guide for full stack developers and sysadmins to build lightweight, probability-based AI in Bash: why to choose Bash (simplicity, server automation, learning), how to use bc for math, and step-by-step examples including a weighted random decision function and a simple Bayesian inference script—enabling foundational AI directly in shell workflows without heavier tooling.