Canonical today announced optimized inference snaps, a new way to deploy AI models on Ubuntu devices, with automatic selection of optimized engines, quantizations and architectures based on the specific silicon of the device.
On October 23rd, we announced the beta availability of silicon-optimized AI models in Ubuntu. Developers can locally install DeepSeek R1 and Qwen 2.5 VL with a single command, benefiting from maximized hardware performance and automated dependency management.
Ubuntu 25.10 no longer includes a Startup Applications utility, but you can still auto-start apps, scripts and commands at login. This article explains how to use .desktop files in the ~/.config/autostart directory to achieve this.
Canonical announced today that they will formally support the NVIDIA CUDA toolkit and also make it available via the Ubuntu repositories. This aims to simplify CUDA installation and usage on Ubuntu, particularly with the rise of AI development.
GNU Emacs in a snap - the extensible, customizable, self-documenting real-time display editor. This repository provides the snapcraft.yaml file and related scripts to build a snap package for GNU Emacs.
Canonical is introducing 'tryboot' in Ubuntu 25.10 to improve boot reliability on Raspberry Pi devices by automatically falling back to a known good configuration in case of boot failures.
This question details how to install Thunderbird using a traditional .deb package in Ubuntu 22.04, avoiding the Snap package. It provides instructions to add the Mozilla Team PPA to apt, then install Thunderbird. It also includes information on potential issues and solutions, such as dealing with conflicting packages or needing to remove the snap version first.
FastDeploy is a Bash script to automate FastAPI application deployment on Debian-based servers, using Systemd for service management and Nginx as a reverse proxy. It provides easy and advanced configuration modes, dependency management, user and permission management, and automated SSL setup.
A blog post detailing the process of migrating from procmail to sieve for email filtering on Debian, including configuration steps for Dovecot and Postfix, and strategies for transitioning rules.