QM gives each employee and channel an isolated AI agent workspace with its own memory, files, permissions, and cron jobs while supporting shared scopes for collaboration in Slack or a web app. It’s model-agnostic—swap between Pi, OpenCode, Codex, or Claude Code—and offers admin controls for security postures, org-wide configs, and custom plugins. Deploy with the qm CLI by layering your org’s config and skills over the headless core, all under an MIT license.

This article discusses the rising demand for private AI solutions in Europe, particularly among small to medium enterprises. It highlights LokalGrid, an open-source platform that enables organizations to easily deploy and manage AI models on their own infrastructure without needing specialized teams.