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This technology is a small, low-power speech recognizer that enables speech interfaces on devices where an internet connection is unavailable, unreliable, slow, or power-constrained, or where low latency is desired. This is useful to small embedded systems, such as wearable devices, that can benefit from speech interfaces but are highly power-constrained and cannot adopt hardware automatic speech recognition (ASR).