The rapid advancement of LLMs necessitates specialized and robust infrastructure. This presentation provides an overview of the underlying technologies and stringent networking requirements essential for modern AI backend deployments. We will explore the architectural components and computational demands driving LLM training, highlighting the pivotal role of high-performance networking. A significant focus will be placed on the intricate networking requirements for efficient GPU interconnection within data centers.