Speech coding is an essential technology for digital cellular communications, voice over IP, and video conferencing systems. For more than 25 years, the main approach to speech these applications has been block-based analysis-by-synthesis linear predictive coding. An alternative that less successful sample-by-sample tree of speech. We reformulate this latter as a multistage reinforcement learni...