leading to major enhancements inside our comprehension of this subject. Nonetheless, the quick enhancements in Substantial Language Designs (LLMs) plus the emergence of LLM-primarily based AI agent frameworks pose new difficulties and alternatives for even more research. In the field of course of action automation, a new generation of AI-based most