Detection, segmentation, tracking, pose, OCR, upscaling, anomaly detection — the eighteen lessons that cover what actually ships in production CV for video, model by model. Every lesson names the model that wins in 2026, what it costs to run, and where it breaks, ending in a Jetson Orin capstone that wires the primitives into one real-time pipeline.