resulting in substantial improvements inside our idea of this subject. However, the fast improvements in Substantial Language Products (LLMs) as well as emergence of LLM-centered AI agent frameworks pose new challenges and opportunities for further research. In the sector of process automation, a different generation of AI-based agents has emerged,