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A hands-on guide to learn AI by building four practical, open-source CLI tools that run locally on Linux—no GPU or cloud needed. It covers setup and minimal examples for whisp.sh (offline Whisper transcription), dedupe (MinHash+LSH text dedup), detect (YOLOv5n ONNX CPU object detection), and logad (Isolation Forest log anomaly alerts), with distro-friendly installs, extension ideas, and shipping tips.