Агентний підхід до впровадження штучного інтелекту (AI) в межах сервіс-орієнтованої архітектури (SOA)

• Date: 2025
• Main Author: Petrenko, Anatolii
• Format: Article
• Language: English
• Published: The National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute" 2025
• Subjects: AI (Artificial Intelligence); агентний AI; AI-agent; SOA (Service oriented architecture); SaaS (Software-as-a-Service); RAG (Retrieval-Augmented Generation); великі мовні моделі (LLM); одноагентні і багатоагентні системи; платформи розроблення АІ агентів; інтеграція агентів AI з SaaS; агенти АІ і SOA
• Online Access: http://journal.iasa.kpi.ua/article/view/330091
• Journal Title: System research and information technologies

Artificial Intelligence (AI) is becoming a general-purpose technology and is gaining a universal character for engineering, science, and society that today is only inherent in mathematics and computer technology. The agent-based approach to implementing artificial intelligence (AI) within the service-oriented architecture of an application is a fascinating and highly synergistic concept. Combining these paradigms leads to robust, scalable, and intelligent systems well suited for dynamic and distributed environments. This paper presents the results of a comparative analysis of three possible approaches to integrating AI into business processes, namely, connecting AI agents to service-oriented architecture (SOA), connecting AI agents to software (SaaS), and building AI as a service (AIaaS). The paper provides some insights into the potential benefits, challenges, examples, and considerations when adopting each of these approaches.