The understanding of reinforcement learning (RL) has evolved into a cornerstone of intelligent decision-making across industries. By 2025, RL has moved from academic curiosities to practical tools powering autonomous robotics, personalized recommendations, and strategic optimization. The core idea remains simple yet powerful: an agent learns to make better choices by interacting with an environment, receiving …