Machine learning serves as the foundational technology for AI writing tools, enabling them to perform tasks like grammar checking and content generation as described in [1], [2], and [3]. Furthermore, [4] details how machine learning specifically drives the adaptability and effectiveness of these tools through data-driven pattern recognition and prediction.