mac studio

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Low-angle macro photo of the front edge of a small silver aluminum desktop computer on a dark desk, a tiny green status light glowing, violet and coral light behind it

Before You Buy a Mac Mini for Local AI, Read This (It’ll Save You $1,800)

I mapped every Mac mini and Mac Studio Apple sells today, all 17 configs, against 13 popular local AI models. If your biggest model is 27B-class, the math says a $1,299 Mac mini holds what a $3,099 Mac Studio holds.

Voltage · Oct 4 · 16 min

A small modern mini-PC on a clean desk with a soft glow

Hardware

Run Llama 4 Scout on Unified Memory (Strix Halo & Mac Studio)

A quality Q4 Scout wants ~62GB — which no single consumer GPU has, but a 96–128GB Strix Halo or Mac Studio holds whole. Why unified memory is Scout's natural home, and the one honest trade-off.

Voltage · Sep 22 · 8 min

Apple Mac mini compact desktop computer on a desk

Hardware

Apple just launched two new Macs with zero fanfare — and the cheap one is the interesting one

No keynote, no event — just a $899 Mac mini with a 2-nanometer chip and a $5,499 Mac Studio built for serious AI work.

Voltage · Aug 26 · 7 min

Apple Mac Studio desktop computer on a desk

Hardware

Apple's new Mac Studio has more AI memory than a $13,000 Nvidia box. let that sink in

The M5 Ultra tops out at 512GB of unified memory — here's the actual math on whether that beats a real GPU for running big local models.

Voltage · Aug 26 · 8 min

Rows of GPUs mounted in an open server rack used for large-scale AI inference

DeepSeek's 'cheap' AI model costs 3 cents a query in the cloud. running it yourself needs $10k of GPUs

the model that made headlines for being nearly free to rent turns out to be one of the most expensive things you could try to self-host

Tensor · Aug 4 · 6 min

Nvidia GeForce RTX 3090 graphics card, popular for its 24GB of VRAM

I priced out every way to run a 70B AI model at home — the cheapest one isn't what you'd guess

Four real paths to running a 70B-parameter model on your own hardware or by the hour — priced out with actual 2026 numbers.

Tensor · Aug 4 · 8 min

apple quietly cut its priciest Mac's RAM by 81% — and it might still be the smarter local-AI buy

Apple's own memory shortage just raised Mac Studio prices and gutted its top RAM tier — here's whether it's still worth buying over a GPU PC for running models at home.

Tensor · Aug 4 · 8 min

Illustration of a person holding a mini-PC whose large memory pool fits a big AI model

Hardware

The Best Mini-PC for Local AI in 2026 (Unified Memory, Honestly)

A book-sized box with 128GB of unified memory can run models no single consumer GPU can hold. The honest hub for the whole category — Strix Halo, Mac Studio and DGX Spark — and when a GPU still wins.

Voltage · Aug 4 · 10 min

Apple's Mac Studio desktop computer on a desk

Hardware

apple's mac studio just beat nvidia's own local-AI chip — and the win doesn't add up

Tom's Hardware ran the numbers on three very different local-AI machines, and the Mac won on raw speed almost across the board — just not by the margin its spec sheet promised.

Voltage · Aug 2 · 6 min

Mac vs NVIDIA for AI: the M5 Mac Studio changed the math on local LLMs

Older Macs held huge models but crawled through long prompts. On llama.cpp's own scoreboard, the M5 Max and M5 Ultra now match or beat a used RTX 3090 on small models. Here is where each machine still wins, with the numbers and their caveats.

Tensor · Jul 22 · 10 min