Orchestral replaces LangChain’s complexity with reproducible, provider-agnostic LLM orchestration

A new orchestration approach, called Orchestral, is betting that enterprises and researchers want a more integrated way to ...

From Idea to Release, Auto Claude Coordinates Agents, QA & Git to Ship Cleaner Code

Set up AutoClaude with Python 3.12+, Git, and an API key, then run long autonomous sessions that free your time and reduce ...
InfoWorld

Open WebUI bug turns the ‘free model’ into an enterprise backdoor

The bug allows attacker-controlled model servers to inject code, steal session tokens, and, in some cases, escalate to remote ...
XDA Developers on MSN

Someone recreated the Windows 8 start menu in Linux for some reason

Someone recreated Windows 8.1's tiled Start menu for Linux — a niche, open-source throwback. It's Python-based, supports ...
OMG! Ubuntu

Linux App Release Roundup (December 2025)

Got time for a final blast through smaller Linux app updates to round out 2025? There will be plenty of big new releases to ...
XDA Developers on MSN

Docker Model Runner makes running local LLMs easier than setting up a Minecraft server

On Docker Desktop, open Settings, go to AI, and enable Docker Model Runner. If you are on Windows with a supported NVIDIA GPU ...
Hackaday

Linux Fu: Yet Another Shell Script Trick

I really have too many tray icons. You know the ones. They sit on your taskbar, perhaps doing something in the background or, ...

This free tool gives you one easy way to install apps on Linux and Mac - here's how

Homebrew is a free, open-source package manager for Linux and MacOS that simplifies the installation and management of software. Think of Homebrew as a command-line version of the App Store that ...

No Code Autonomous AI Research Assistant for Deep Web Research

Create a no-code AI researcher with two research modes and verifiable links, so you get quick answers and deeper findings ...