According to their paper, the LLM is doing task decomposition. You're able to give it high-level instructions like "go to the kitchen and make an omelette", and it breaks it down into actions like get eggs, get pan, get oil, put oil in pan, put eggs in pan, etc.

You could use something like this to give high-level instructions to a robot in plain English.