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A step-by-step build of exercise repetition counting on MediaPipe pose landmarks, in the browser. Each design decision is settled with a measurement: why the joint angle comes from world landmarks, why the 1 euro filter beats an exponential moving average by 44 percent at a 100 ms lag budget, and why one threshold turns six push-ups into twenty.