causing considerable breakthroughs inside our knowledge of this subject. Having said that, the speedy enhancements in Huge Language Products (LLMs) plus the emergence of LLM-centered AI agent frameworks pose new challenges and prospects for further more research. In the sector of method automation, a different generation of AI-centered agents has e