THE DESKTOP QUESTION / SEPTEMBER 2026

New Macs.
Local AI.
What is worth buying?

M6 Mac mini, M5 Pro, and the new Mac Studios: the memory limits, the meaningful tradeoffs, and what to verify before you order.

THE TOKENBYTE APPROACH

Memory before model numbers.
Evidence before the upgrade.

Editorial illustration of a compact computer and external drive
APPLE SILICON / THE BUYING GUIDEIllustration / TokenByte
START WITH THE JOBWhat can I run? ↗How much memory? ↗Which GPU? ↗How fast an SSD? ↗

01 / The field guide

Less guesswork.
More useful answers.

Start with a decision, not a spec sheet. These are the guides to read before your next purchase.

02 / Before you buy

Will the model
actually fit?

Model weights are only the start. Leave room for context, runtime overhead, and everything else your machine is doing.

Estimate your memory budget ↗
THE MEMORY BUDGETCAPACITY ≠ SPEED
Model weightsContext & runtimeHeadroom

A planning estimate with visible assumptions.
No made-up tokens-per-second promises.

03 / Know your hardware

Four ways into the details.

Explore the gear guide ↗

A NOTE ON OUR WORK

A good guide should help you
decide against a purchase, too.

Specifications, calculations, and hands-on measurements are different kinds of evidence. We label them accordingly. An editorial illustration is never proof that we tested a product.