The Inference Shift

The AI compute market is shifting from homogeneous GPU clusters for training toward heterogeneous hardware for inference, where Cerebras' wafer-scale chips excel at high-speed token generation but may be overshadowed by agentic inference's need for large memory rather than raw speed.