leading to significant improvements within our comprehension of this area. Nonetheless, the immediate breakthroughs in Big Language Products (LLMs) and the emergence of LLM-based AI agent frameworks pose new worries and prospects for even more study. In the sphere of system automation, a different generation of AI-dependent agents has emerged, enab