causing considerable improvements inside our comprehension of this discipline. Even so, the fast progress in Massive Language Products (LLMs) along with the emergence of LLM-based AI agent frameworks pose new troubles and options for further study. In the field of system automation, a completely new generation of AI-centered agents has emerged, ena