AI agent development using deep learning models has revolutionized how intelligent agents process and understand complex data. Deep learning, a subset of machine learning, leverages neural networks with multiple layers to model intricate patterns in data, making it particularly effective for tasks such as natural language processing, computer vision, and speech recognition.