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causing considerable developments inside our knowledge of this industry. Even so, the fast progress in Massive Language Models (LLMs) and also the emergence of LLM-centered AI agent frameworks pose new problems and alternatives for more research. In the sector of system automation, a fresh generation of AI-centered agents has emerged, enabling the