Category Computing

LLM inference A macro photorealistic shot of an AI GPU chip highlighting the physical memory wall bottleneck.

LLM Inference Costs: Why The Fastest AI Chips Sit Idle

The economics of Artificial Intelligence have shifted from measuring how "smart" a model is to measuring how cheaply it can generate text; because AI is bound by memory speed rather than math speed, the industry has abandoned FLOPs in favor of maximizing "Tokens-per-Watt" through continuous batching and extreme hardware utilization.

Read MoreLLM Inference Costs: Why The Fastest AI Chips Sit Idle