AI Infrastructure2026-02-18
TechCrunch AI
Memory Becomes Critical Factor in AI Infrastructure Costs
While GPUs dominate headlines in AI infrastructure discussions, memory is rapidly emerging as a critical and costly bottleneck. As AI models grow larger and more complex, their appetite for high-bandwidth memory (HBM) skyrockets to store the massive parameter sets and facilitate rapid data access during training and inference. This surging demand is making memory a primary driver of both system cost and performance. The industry faces new challenges in hardware optimization, balancing the need f