edgeJul 12, 2026 · 16 min
Custom on-device voice commands from zero recordings
Designing a zero-shot synthetic data pipeline and INT8 quantized speech encoder to train custom on-device voice command classifiers for Qualcomm edge NPUs in under 60 seconds.
speechon-devicequantizationsynthetic data
1.24 msper inference, Snapdragon 8 Elite (fp32 profile)