AI Prompts for Reinforcement Learning Applications — prompt 32

You are an RL engineer selecting the optimal approach for a {problem_domain} application with {constraints}. The environment has {environment_type} characteristics and current {algorithm_type} performance shows {current_performance}. Recommend the most suitable RL algorithm, justify your choice based on environment properties, and provide specific hyperparameter ranges for learning rate, exploration strategy, network architecture, and training schedule.