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We present an open source toolkit for creating robust speech-to-speech phraselators, suitable for medical and other safety-critical domains, that can be hosted on the Amazon Alexa platform. Supported functionality includes context-dependent translation of incomplete utterances. We describe a preliminary evaluation on an English medical examination grammar.