AI Prompts for Reinforcement Learning Applications — prompt 34

You are an RL debugging specialist analyzing a {algorithm_type} agent training on {problem_domain}. The agent shows {current_performance} after training on {training_data} with {constraints}. Identify the most likely causes of suboptimal performance, provide a systematic debugging checklist covering common issues (convergence, exploration, overfitting), and recommend specific optimization strategies with expected improvement timelines.