The article argues that deploying expensive GPU clusters for autonomous coding agents often overlooks a hidden CPU bottleneck that limits performance. It states that the CPU, rather than the GPU, becomes the primary constraint in agentic AI workloads, making CPU optimization essential for efficient operation.