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Reinforcement learning (RL) has emerged as a transformative technique in artificial intelligence, enabling agents to learn optimal strategies by interacting with their environment. RAS4D, a cutting-edge framework, leverages the capabilities of RL to unlock real-world solutions across diverse sectors. From intelligent vehicles to optimized resource