NAUAN: Architecture of an AI System for Adaptive Speech-Language Therapy Based on a Virtual Peer, Relational State, and Continuous Knowledge-Building About the Child

This record contains two language versions of the same preprint: an English-language manuscript and its Russian-language version. Both versions represent the same scientific work and are provided within a single Zenodo record. The English-language manuscript is intended for submission to a peer-reviewed scientific journal. The Russian-language version is provided to document and make accessible the same work in Russian and should not be regarded as a separate publication. The record also includes two supplementary figures illustrating the conceptual architecture and therapeutic model of the NAUAN system. This manuscript has not undergone peer review.