A review of artificial intelligence research in the International Journal of Hydromechatronics suggests that combining large language models (LLMs), structured knowledge systems and physical agents could help create machines capable of understanding, reasoning and acting in complex environments.A review of artificial intelligence research in the International Journal of Hydromechatronics suggests that combining large language models (LLMs), structured knowledge systems and physical agents could help create machines capable of understanding, reasoning and acting in complex environments.Machine learning & AI[#item_full_content]