Architecting a vision-language model for desktop screen perception (Neo v0.1)

What We Built Today

Improved Neo v0.1 vision cluster for LuxurAI Cowork - our autonomous desktop agent with real-time screen perception. Focused on multi-monitor high-DPI support.

The Problem We Solved

Desktop automation requires precise OCR and UI element detection across varying resolutions. Existing solutions either:

1. Use heavyweight electron capture (high CPU)
2. Lack visual grounding for dynamic interfaces

How The Architecture Works

• Dual-GPU Cluster: Dedicated hardware for Neo v0.1 inference
• 15fps Pipeline: Live frame capture → downsampling → OCR/object detection
• Coordinate Grounding: Maps screen elements to action coordinates
• Safety Gates: Human confirmation required for critical actions

Current Challenges

• 4K DPI scaling inconsistencies
• Optimizing frame capture latency

Help us improve! Test the beta: https://luxurai.in