Why False Triggers Happen
On-device wake word models are trained to recognize a specific acoustic pattern, and background speech or media audio containing phonetically similar sounds can occasionally trigger a false positive — more common in noisy office environments.
How Firmware Tuning Reduces It
Adjusting detection sensitivity thresholds and expanding the training dataset with more diverse background noise samples measurably reduces false trigger rates — a tuning process worth validating during sample testing in a realistic office environment, not just a quiet lab.