Why Trillion-Parameter Models Need a New Serving Architecture

Trillion-parameter models turn inference into a problem of moving weights, managing memory, and coordinating devices. Cerebras’s wafer-scale approach addresses those constraints by making data movement and synchronization central design concerns.