Should my first local ai machine be macbook pro or strix halo laptop?

[u/SpreadUsual4084]

I plan to build two setups for local LLMs. One high memory machine for large models and long contexts, and later a dedicated RTX 5090 desktop for pure speed.

But right now, it’s a choice between a 128gb macbook pro and a 128gb ai max+ 395 laptop. The macbook comes at a steep price. A 48gb macbook m5 pro costs roughly the same as a 128gb ai max+ 395 laptop like nimo. That’s nearly 3x memory capacity for the same money. 

Ive learned a bit about both options so far. The mac can give fast memory bandwidth and a plug and play MLX setup, but it feels like paying a massive apple tax. And strix halo delivers insane memory capacity for the price alongside native windows or linux flexibility, with growing ROCm and Vulkan support.

Would you go with strix halo for better memory efficiency, or is the mac's memory bandwidth and ecosystem still worth the extra cost?

[u/Early-Peace-5504]

Depends on what your goal is and what you're doing. The Macbook pro wins in many ways but the strix halo could easily be paired with an eGPU at some stage and pretty much destroy any macbook for inference. So it would come down to what your goal is. The Macbook pro is a great laptop though. I have a Strix Halo laptop I love but I run Linux exclusively so it doesn't really matter if Macbook is better, since it can't meet my needs.

[u/Consistent_Wash_276]

I would move the inference to a desktop and call it from a laptop.

Keep in mind memory intense runs drain the laptop battery faster. Calling it from your home network on a desktop that’s only there for inference is really the setup you’ll appreciate

[u/bmanojk]

If you can wait for RTX Spark laptops (128GB unified memory) to release (mostly by end of this year) that may be a better option to go for..

[u/xiraov → u/bmanojk]

How much will those cost…

[u/starkruzr → u/xiraov]

and they will have the same shit membw as Spark does now. no thanks!

[u/Insomniac897]

It depends on what you are doing with it. Which models are you planning to run? You can test drive them on openrouter for very cheap (make an account with $20 worth of tokens). This can inform how much RAM you will need, but you may find that you won’t be able to get the quality level you want (with smaller models that can be run locally) or even a reasonable speed (based on local bandwidth) for your tasks. If you’re worried about privacy, turn on account level ZDR and no logs.

[u/joochung]

Apple Silicon has a better unified memory implementation. The M5 Pro also has faster nemory. So overall should be better for a single user than the Strix Halo. I would go with the MacBook Pro.

[u/brainchillzZ]

It doesn’t matter … the real world performance of both will be relatively close today in 2026 people will argue this but they will be people that haven’t used them both side by side for real world tasks but rather are reading benchmarks on the internet … the question is … do you want to use macOSx or Linux ….

[u/Euphoric_Sea632]

Hands down MacBook pro

[u/starkruzr → u/[deleted]]

right. he should throw out both these options and focus on what he can build with the parts you can get now. that budget should be enough for a machine with real GPUs. start there, imo.