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New computational information conservation awareness can open the way for an effective paradigm shift to recover lost coherence information in system description and to develop even advanced quantum cognitive systems. The author shows the fundamental pre-spatial geometro-arithmetic scheme defining optimized numeric word generators and relations to minimize the traditional multiscale statistic modeling veil opacity and information entropy generation. 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