# UseDesktop

> Infrastructure for verified computer-use-agent datasets from real desktop workflows.

UseDesktop is a research lab and software platform for turning real desktop workflows into verifier-backed CUA training, evaluation, and RL data.

## What UseDesktop Does

- Captures real workflow trajectories from desktop work across browsers, files, spreadsheets, PDFs, portals, and legacy apps.
- Normalizes screenshots, actions, artifacts, outcomes, and failure traces into reusable workflow packages.
- Adds verifier-backed outcome checks, pass@k evaluation reports, failure taxonomies, and reward signals.
- Supports two customer paths: teams can use Desktop as end-to-end workflow data infrastructure, or UseDesktop can supply high-quality verified workflow datasets with proof.

## Core Pages

- https://usedesktop.com/ - Main landing page for verified CUA dataset infrastructure.
- https://usedesktop.com/explore - Example workflow dataset packages with trajectories, verifiers, eval/RL signals, and model comparisons.
- https://usedesktop.com/start - Install Desktop and start capturing real workflows.
- https://usedesktop.com/about - Research lab thesis and infrastructure positioning.
- https://usedesktop.com/enterprise - Enterprise workflow data and post-training pipeline.

## Key Concepts

- CUA: computer-use agent.
- Workflow package: task goal, human trajectory, screenshots, actions, artifacts, final outcome, verifier, eval split, failure traces, and RL signal.
- Verified data: workflow data with active testing, verifier audits, difficulty calibration, model comparisons, and contamination checks.
- Real workflow data: operational desktop work performed by people solving actual tasks, not synthetic benchmark-shaped tasks.

## Contact

- Website: https://usedesktop.com
- Email: support@usedesktop.com
- Book a call: https://cal.com/seungju-chae