Laptops for Running LLMs Locally

Which Laptops Can Run an LLM?

Apple Silicon MacBooks use unified memory shared between CPU and GPU, removing the traditional VRAM ceiling. A MacBook Pro M4 Max with 48 GB can run a 32B parameter model at Q4. Windows laptops with discrete GPUs are limited by VRAM — typically 8–16 GB on current hardware.