The Business Engineer

The Business Engineer

Why The CPU Is Back

The Map of AI Series

Gennaro Cuofano's avatar
Gennaro Cuofano
May 08, 2026
∙ Paid

To understand why Arm just delivered a record quarter and doubled its AGI CPU demand in six weeks, you have to step back from the chip layer and look at the scaling curve we are actually on.

The AI map is not one curve.

It is three stacked regimes, each moving the bottleneck to a different layer of silicon. We are now firmly inside the third regime, and the third regime is where the CPU comes back from the dead.

The frame in one line: pretraining scaling exhausted itself, inference-time scaling absorbed the slack, and agentic scaling is now the dominant axis. Each regime expanded total compute consumption.

Each redistributed what kind of compute is consumed. The first two regimes fed NVIDIA. The third regime feeds Arm — not at NVIDIA’s expense, but on top of it.


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