Which operating system to run your AI stack on — comparisons, releases and daily distro news.

Curated picks for AI workloads

Default pick

Ubuntu 24.04 LTS

Best NVIDIA CUDA compatibility, widest tutorials, 5-year support. If you only want things to work: start here.

Beginners to production
Newest stack

Fedora 42 Workstation

Fast kernel and Mesa updates, first-class PyTorch packaging. Great on AMD Radeon (ROCm).

Tinkerers who want current tech
Servers

Debian 12

Ultra-stable base for headless GPU servers and clusters. Older packages — pair with upstream CUDA repos.

Unattended 24/7 hosts
Reproducible

NixOS

Declarative environments: same flake equals the same ML stack on every machine. Steep curve, unmatched reproducibility.

Teams, CI, research
Desktop GPU rig

Pop!_OS 24.04

NVIDIA ISO with hybrid graphics handled out of the box. Based on Ubuntu underneath.

Local desktop rigs
Unified memory

macOS (Apple Silicon)

M-series Macs run 30-70B class models via MLX/Ollama thanks to unified memory. No CUDA — some frameworks lag.

Mac users, silent boxes
If you must

Windows 11 + WSL2

WSL2 plus CUDA works for most Python stacks; native Windows only for tools that demand it.

Existing Windows shops

Distro news · DistroWatch feed

Distribution Release: ZEPHIX 9

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Robert Spiteri has announced the release of ZEPHIX 9, the latest stable version of the project's desktop Linux distribution based on D

DistroWatch Weekly, Issue 1193

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. This week in DistroWatch Weekly: Review: fu11m00n 2.64 News: The Dutch government creates NixOS-based distro, GhostBSD starts work on

Distribution Release: Besgnulinux 1.0 "Openbox"

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. The Besgnulinux team has announced the release of a new edition of its Debian-based Linux distribution - Besgnulinux 1.0 which feature

Distribution Release: Parrot 7.4

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Parrot is a Debian-based, security-oriented distribution featuring a collection of utilities designed for penetration testing, compute

Distribution Release: Qubes OS 4.3.2

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. The Qubes team has announced the release of Qubes OS 4.3.2, an updated build of the project's security-oriented operating system for s

Distribution Release: Mainstream OS 3.0.0

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Greg Martin has announced the release of Mainstream OS 3.0.0, a milestone version of the project's Arch-derived desktop and gaming Lin

Distribution Release: Koozali SME Server 11.0

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Terry Fage has announced the release of Koozali SME Server 11.0. The latest release of the server distribution shifts its base from Ce

Distribution Release: umbrelOS 2.0.0

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Umbrel, Inc. has announced the release of umbrelOS 2.0.0, an updated version of the company's Debian-based Linux distribution designed

Development Release: Ubuntu 26.10 Beta

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Utkarsh Gupta has announced a beta snapshot of Ubuntu 26.10, which carries the code name "Stonking Stingray". "The Ubuntu Release team

Distribution Release: Nitrux 7.0.0

The DistroWatch news feed is brought to you by TUXEDO COMPUTERS. Uri Herrera has announced the release of Nitrux 7.0.0, a significant update of the project's Debian-based Linux distribution featuring

From the blog szehoyeu.github.io →