Building Real-Time Desktop Perception with Neo v0.1 Vision Engine

What We Built Today

Shipped critical upgrades to LuxurAI Cowork's Neo v0.1 vision engine - our in-house vision-language model for desktop screen perception and automation.

The Problem We Solved

Most desktop AI agents fail on:

• High-DPI/multi-monitor setups (coordinate translation errors)
• Dynamic application states (hidden menus, progress dialogs)
• Non-standard UI frameworks (custom-drawn controls)

How The Architecture Works

1. Dual-GPU Cluster - Dedicated NVIDIA A10G workers for <200ms latency
2. Neo v0.1 Pipeline:
   • Frame capture → downsampling → visual grounding
   • Hybrid OCR (traditional + visual context)
   • UI element tree reconstruction
3. Safety Gates:
   • Human approval required for file/registry changes
   • Fuzzy intent matching with typo tolerance

Transparent Economics

• ₹0.25/credit (25 paise) - No subscriptions
• 45 free credits on signup

How We Can Make This Better

Seeking feedback on:

• Multi-monitor coordinate systems
• Low-overhead frame capture methods

Try the beta: https://luxurai.in

What desktop automation pain points should we tackle next?