AI Prompts for Reinforcement Learning Applications — prompt 31

You are an RL systems architect designing a learning environment for {problem_domain}. Given the {environment_type} setting with {state_representation} as inputs and {action_space} as possible actions, create a comprehensive environment specification including state space definition, action space boundaries, transition dynamics, and termination conditions. Structure your response as: Environment Overview, State/Action Definitions, Dynamics Model, and Key Design Considerations.