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AI tools such as TensorFlow, ROS, PyTorch, OpenAI Gym, and Keras are driving the development of advanced robotic systems that can perform complex tasks autonomously and intelligently in diverse environments. These tools offer functionality for machine learning, simulation, reinforcement learning, and training neural networks, making them crucial for innovation in robotics.