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Transform Your Local Workflow: Run AI Models with Docker Model Runner and Open WebUI

Unleashing Accessible Local AI

Running sophisticated AI models used to require cloud accounts, technical know-how, and powerful servers. Today, thanks to the synergy between Docker Model Runner and Open WebUI, local large language models (LLMs) are just a few clicks away. This powerful Docker extension brings advanced AI to your desktop in a user-friendly package with no cloud or complicated setup required.

The Rise of Local LLMs

Recent hardware advances and smarter LLM optimization have made AI accessible on ordinary laptops. Whether you're a developer, researcher, or everyday user, you can now run models locally helping to preserve privacy and reduce dependency on cloud APIs. 

Docker Model Runner simplifies model management, allowing you to pick, launch, and switch between LLMs directly from the Docker Desktop UI or with a simple command. In moments, your machine becomes an AI powerhouse.

Open WebUI: A Feature-Rich AI Chat Interface

While Docker Model Runner offers basic controls, Open WebUI provides a polished, interactive chat environment. It enhances the experience with robust features designed for usability and privacy:

  • Persistent chat history and session management
  • File uploads, supporting PDFs, spreadsheets, images, and more
  • Prompt editing and system customization
  • Effortless model switching and session memory
  • All data stays local, ensuring maximum privacy

Setup is frictionless: install the extension, and Open WebUI instantly connects to your local Model Runner with no manual configuration or port forwarding necessary.

Empowering Features for Local AI

  • Chat with files: Summarize, search, and interact with documents, images, and spreadsheets.

  • Voice input: Use your microphone for hands-free interaction.

  • Custom prompts and presets: Tailor AI behaviors to your workflow.

  • Instant model switching: Download and toggle between multiple models with ease.

  • Personal memory panel: Save notes and insights for future reference.

  • Advanced tools: Leverage plugins, function calling, and even custom Python functions.

  • Multilingual support: Adapt the interface for global teams.

  • Local-first security: No sign-ups or cloud storage, your data never leaves your device.

Note: Some capabilities depend on your hardware and selected model, especially advanced tasks like image understanding or code execution.

Simplified Technical Integration

This Docker extension bridges Model Runner and Open WebUI with a dynamic container provisioner, automatically adjusting to your system requirements. You can opt for specialized images (like GPU-accelerated versions) and tweak default settings. Upcoming releases promise even more customization via environment variables and advanced flags.

Quick Start: From Install to AI Assistant

Getting started is straightforward:

  • Install Docker Desktop if you haven’t already.

  • Choose popular models like GPT-OSS, Gemma, LLaMA 3, or Mistral—from the Models tab or with a docker model pull command.

  • Add the Open WebUI extension from the Extensions Marketplace.

  • The extension sets up the containers, connects services, and displays available models in the interface.

  • Access your AI assistant at http://localhost:8090.

Initial setup takes only a few minutes; future launches are near-instant.

Key Takeaways: The New Era of Local AI

With Docker Model Runner and Open WebUI, turning your laptop into a private, powerful AI assistant is easier than ever. Enjoy robust chat features, seamless file handling, flexible model management, and uncompromised privacy—all with minimal setup. This extension marks a major step toward modular, accessible, and private AI for everyone.

Get started today: Install the extension, select your preferred LLM, and experience firsthand how local AI can transform your workflow. Want to contribute or learn more? Explore the Open WebUI Docker Extension and Docker Model Runner projects on GitHub.

Source: docker.com


Transform Your Local Workflow: Run AI Models with Docker Model Runner and Open WebUI
Joshua Berkowitz October 22, 2025
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