What role does reinforcement learning play in AI agents?

What is the significance of reinforcement learning in the development and functioning of AI agents? How does it contribute to their ability to learn from interactions with their environment, make decisions, and improve performance over time? Please provide insights into its applications and effectiveness in various AI systems.

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