Why these notes exist

Engineering arithmetic, not brochure adjectives

Every note here comes out of the same question from a different buyer: will this rack hold the machine I am about to order? The answers are arithmetic — a 1,600 kg frame at a 4× safety factor, a 132 kW cabinet that must move roughly 39,600 m³/h of air if you try to cool it with fans, a manifold loop that needs 25–80 L/min of PG25 at 1.5× working pressure before the first hose is ever crimped.

We publish the numbers because the numbers are the product. Where a figure belongs to the wider industry — an NVL72 reference footprint, a containment PUE spread, a busbar benchmark — we say so plainly and link the boundary between our claim and the industry's.

Start with the power-density guide if you are sizing a row; start with the containment comparison if you are retrofitting a hall you inherited.

Reading order

Sizing first. kW decides the cooling path; the cooling path decides the frame, the depth and the feed class.

Contain second. Containment is the cheapest kW you will ever save — and the easiest to retrofit badly.

Integrate third. Busbar and coolant belong in the drawing before the order, not in the aisle after it.

Rack & Thermal Engineering Notes

Short, numeric briefs on the three decisions that decide an AI rack row: how many kilowatts a cabinet may carry, which airflow boundary to seal first, and how much of the power-and-coolant integration belongs in the factory instead of on your floor. Every figure is either a published industry benchmark or a RackForge factory test record — no adjectives standing in for data.

132 kW per cabinet · PUE 1.84 → 1.65 · 1.5×/24 h pressure holds — the numbers behind the notes

Latest articles

Three reads, one engineering thread

Power density sets the frame, containment sets the efficiency, and pre-integration sets the schedule. Read them in that order if you are sizing a row from scratch.

2026-09-06 · POWER ARCHITECTURE · 8 MIN

From 8 kW to 132 kW — Sizing Racks for AI

The industry-average cabinet now draws about 27 kW — 4.5× the old 6.1 kW baseline — and an NVL72-class build pulls roughly 132 kW. Where air cooling stops at ~40 kW, what a liquid-ready frame must carry, and the six-line checklist to size a row before you order it.

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2026-09-06 · AIRFLOW & CONTAINMENT · 9 MIN

Cold Aisle vs Hot Aisle Containment — Which Boundary First?

A measured case took an uncontained hall from PUE 1.84 to 1.65. Hot-aisle containment can save a further 43% in cooling energy cost — but only where a room-level ceiling return and fire treatment already exist. The physics, the premises behind the numbers, and a six-point priority check.

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2026-09-06 · INTEGRATION · 7 MIN

Busbar + Liquid Cooling — The Case for Factory Pre-Integration

Field-integrated rows eat 2–3 weeks of trades' time; pre-integrated rows rack on arrival. The overhead benchmark (400 kW per rack position, ≤8,000 A, 85% faster deployment), the three factory checks that make it real, and the delivery list to demand in every crate.

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Brushed steel texture

Reading done. Now put a number on the row.

132 kW NVL72-class · 1,600 kg at 4× · PUE 1.84 → 1.65 containment · MOQ 5