Part VIII · The New Machines

From Wafers to Gigawatts

By 2025 the four largest US tech companies were spending more on AI data centers in a single year than the Apollo program cost, and OpenAI's Stargate proposed $500 billion more. But the binding constraint had moved: the chips were available. Power was not. Capacity is now planned in gigawatts — the largest infrastructure build in history, or the largest bubble.

The money · combined Big-Four capex

Microsoft, Amazon, Alphabet and Meta together. 2024 is actual; 2025–26 are guidance, plus Morgan Stanley's estimate of the whole global buildout through 2028.

2025 guidance, per company:  Microsoft ~$80B · Amazon $100B+ · Alphabet ~$85B · Meta ~$66–72B

The new constraint · power

The unit of capacity planning is no longer servers. It is gigawatts.

~1 GW

draw of a single large AI data-center campus — the output of a large nuclear reactor, roughly a mid-sized American city. (Stargate's Abilene flagship: ~1.2 GW.)

Global data-center electricity (IEA, Apr 2025):

2024 · ~415 TWh (1.5% of world)
2030 (projected) · ~945 TWhmore than Japan

In the US, data centers could be ~half of all growth in electricity demand this decade. PJM's capacity auction jumped $2.2B → $14.7B in a year.

$500B

Stargate (Jan 2025, OpenAI · SoftBank · Oracle) — over four years, $100B deployed immediately. The figure is aspirational, a statement of intent, not a bank balance — more than the inflation-adjusted cost of the Apollo program.

The bubble question. The capital assumes AI revenue grows to justify it; by 2026 the revenue was real but far smaller than the spend. The analogue that haunts the bears is the late-1990s telecom boom, which overbuilt fiber and bankrupted many builders — and whose fiber then powered the next decade. Microsoft moved to restart a Three Mile Island reactor; Amazon bought a campus next to a nuclear plant; grid interconnection queues now stretch for years and transformers are back-ordered.

SOURCE · NEURON MAKERS, Ch. 36 (“The Supercycle”) + research dossier 05 (Compute / Nvidia / Money). Underlying: company capex guidance; Stargate announcement (Jan 21 2025); IEA “Energy and AI” (Apr 2025); PJM 2025-26 auction; Morgan Stanley. 2025–26 capex, the IEA 2030 projection, and Stargate's $500B are guidance/forecasts/targets — all labeled as such.