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causing important developments within our understanding of this subject. Nonetheless, the rapid progress in Substantial Language Models (LLMs) as well as the emergence of LLM-centered AI agent frameworks pose new troubles and prospects for even further analysis. In the sphere of method automation, a new generation of AI-primarily based agents has e