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Adapters are specialized modules that enable pre-trained AI models to adapt to new tasks without requiring full retraining. By integrating these lightweight components, existing models can be efficiently repurposed for tasks in fields such as natural language processing, computer vision, and robotics, saving time, cost, and computational resources.