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causing considerable progress inside our understanding of this subject. On the other hand, the rapid progress in Massive Language Versions (LLMs) as well as the emergence of LLM-centered AI agent frameworks pose new challenges and possibilities for even further analysis. In the field of course of action automation, a whole new generation of AI-prim