AMD's core counts quadrupled in eight years while GPU tensor cores now handle 1024-bit operations, yet memory bandwidth struggles to keep pace. As AI workloads dominate silicon production, developers face unprecedented challenges in harnessing this parallel power while battling persistent latency constraints.