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Audio feature extraction has at least six parameters whose defaults differ between libraries, including the mel scale convention itself. A mismatch between the path used in training and the path running on the device produces a systematic tilt across the spectrum rather than noise, so the model degrades in a structured way that looks like a robustness problem. Pin all six and a recurring bug becomes a one-time piece of work.