The data to be translated: Microsoft Research Asia has proposed a method for industrial control using a pre-trained large language model (LLM). The study employs the GPT-4 model to control air conditioning systems, achieving superior results over traditional reinforcement learning methods with just a few example samples. This research aims to explore the potential of directly using pre-trained LLMs for industrial control tasks, as well as designing methods to address tasks with lower technical debt in industrial control.