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- Grammar-constrained tuning toolkit for on-device voice commands3.8
Picovoice (Porcupine wake-word + Cheetah on-device ASR with custom vocabularies) plus Sensory's TrulyHandsfree already sell exactly this to device makers at commodity prices, and the evidence is one hobbyist's accent problem, not a paying market.
- Regression testing and benchmarking harness for embedded ASR3.6
This is a testing feature (WER evals plus a CI harness that any team assembles from JiWER and whisper eval scripts in a week), and ML QA budgets for hobbyist-grade embedded STT teams are effectively zero.