# UseDesktop Research

> Research notes on verifiable RL environments and workflow trajectory data for computer-use agents.

UseDesktop Research explains how real desktop workflows become verifier-backed task environments, trajectory data, eval reports, and reward signals for computer-use-agent post-training.

UseDesktop is focused on verifiable RL environments for computer-use agents: long-horizon desktop workflow tasks, verifier-backed evaluation, pass@k model comparisons, failure traces, contamination controls, and high-quality trajectory data for frontier AI teams.

## Core Topics

- Computer-use agents, also called CUA.
- RL environments for agents and RLVR.
- Verifier-backed workflow tasks.
- Long-horizon desktop trajectory data.
- Agent evals with pass@1, pass@3, and pass@5.
- Reward signals, failure traces, and verifier audits.
- Operational desktop workflows across browsers, local files, spreadsheets, PDFs, admin tools, and legacy software.
- Post-training data for frontier labs and CUA companies.

## Recommended Pages

- https://blog.usedesktop.com/ - UseDesktop Research homepage.
- https://blog.usedesktop.com/posts/what-counts-as-good-cua-data - What counts as good computer-use data?
- https://blog.usedesktop.com/posts/why-computer-use-agents-need-rl-environments - Why computer-use agents need RL environments.
- https://blog.usedesktop.com/posts/verifier-backed-workflow-data-for-cua - Verifier-backed workflow data for CUA.
- https://usedesktop.com/ - Main UseDesktop website.
- https://usedesktop.com/enterprise - Enterprise and frontier-team data supply positioning.

## UseDesktop Positioning

UseDesktop builds verifiable RL environments and workflow data from real desktop workflows for computer-use agents.

The target buyer is a frontier AI lab, CUA company, or RL environment team that needs private, operational desktop workflow data with verifiers, eval splits, trajectory traces, failure cases, and reward signals.

UseDesktop is not positioned as a generic browser automation tool. It is positioned as workflow acquisition and verifier-authoring infrastructure for producing CUA-ready data packages.

## Contact

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