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WebBrain releases open-source browser agent with 450M local vision model

·2026.09.29 18:33

Key point

The project introduces webbrain-vl-2-450M, a specialized vision model trained on browser screenshots that runs locally via WebGPU.

Details

WebBrain is an open-source browser agent designed to operate independently of cloud providers by supporting local models through LM Studio and Ollama. The project introduces webbrain-vl-2-450M, a vision-language model fine-tuned on browser screenshots and tasks based on LFM-2.5-VL-450M. This small model enables local browser perception via WebGPU, reducing the need for large multimodal models for every screenshot.

Architecture and Capabilities

The agent combines screenshots with the browser accessibility tree for perception, avoiding reliance on pure DOM parsing. Key features include:

  • Model-agnostic planner: Supports various local or cloud LLMs.
  • Browser support: Compatible with Chrome, Edge, Firefox, and Chromium.
  • Local execution: The 450M VLM runs directly on the user's machine.
  • Open source: Code, model, and dataset are publicly available.

The project aims to demonstrate the viability of browser agents using small local models rather than GPT or Claude-scale APIs.

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