ASIC

Specialized inference ASICs (AWS Inferentia, Microsoft Maia, Meta MTIA) are rendering older training GPUs (like 3-year-old H100s) obsolete for both training and inference workloads, collapsing the traditional GPU cascade model for cost-effective compute allocation in data centers.