This paper is devoted to the development of a hybrid software architecture based on artificial intelligence using UML case diagram to model the functional requirements of the system. The study considers the use of precedent diagrams as a tool for identifying and formalizing interactions between users and the system. The essence of the hybrid approach is that artificial intelligence components will be used to ensure that the software capability is increased. Particular attention is paid to the methods of describing and analyzing requirements, which allows you to accurately determine the system's behavior at the early stages of design. The work can be useful in creating complex artificial intelligence systems. Keywords: artificial intelligence, precedent diagram, use case diagram, hybrid approach , software architecture, machine learning, neural networks, large language model. 1. INTRODUCTION Today, the software industry requires new approaches to solve complex problems that can process big data. One of the modern approaches is the creation of a hybrid software architecture based on artificial intelligence methods and technology that can adapt to changing conditions. Hybrid software architecture allows making decisions and processing big data in real time. The relevance of these approaches is the application for solving the development of a system for assessing knowledge, which requires accuracy, adaptability and speed of processing user data. The main aspect
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