you're making the mistake to assume that leaving the structure of the communication and game play to the LLM is the only option. the LLM just is a tool serving a specific purpose in the game play. the LLM cannot forget to query if the query/state-management task is simply an imperative step in a loop. it's not left to the LLM to remember it.