The rapid growth of AI workloads in data centers and cloud environments has introduced new challenges in network traffic management, particularly in achieving efficient load balancing across high-bandwidth links. Traditional static routing mechanisms often fall short in handling the bursty and uneven nature of AI traffic, leading to congestion, increased latency, and underutilized resources.