DIVERSITY_PROMPT='''This is not the first time you try this task, all previous trails failed.
Before you generate my thought for this state, I will first show you your previous actions for this state, and then you must generate actions that is different from all of them. Here are some previous actions candidates:
{previous_candidate}
Remember you are now in the intermediate state of a trail, you will first analyze the now state and previous action candidates, then make actions that is different from all the previous.'''