The MLX Appendix should be regarded as an evolving component of the second book, designed to adapt in parallel with the ongoing development of MLX. We are committed to diligently monitoring advancements and updates within MLX, ensuring that the Appendix remains current and reflective of the latest insights and practices. This commitment involves a continuous process of review and revision to accommodate the dynamic nature of MLX technology.