Careerflow Human Data Labs partners with AI companies to bring real-world professional expertise into their products.
About the work
We build hard, realistic tasks used to test how well AI agents do real work on a computer. Each task is a small scenario running on a Linux desktop — real files, real applications, real documents — plus a program that automatically checks whatever the agent produced.
You create those tasks end to end. The bar: hard for a top AI agent, straightforward for a competent human.
- Design a realistic multi-step scenario across a few applications.
- Put together the files it needs — spreadsheets, documents, emails, data. Sometimes supplied to you, sometimes built by you.
- Write the instruction the AI agent receives: clear, complete, no giveaways.
- Write Python to set up the environment and to score the result automatically.
- Test it, run it, and hand over short documentation.
- Python — comfortable writing and debugging real scripts.
- Heavy AI user — you work with AI coding tools and models every day and get genuinely good output from them.
- Some AI / ML background — worked on AI projects, at an AI company, or with agents and evaluations.
- Ubuntu and virtual machines — basic comfort. Everything runs on hosted Linux VMs, so you should be fine on a terminal and inside a Linux desktop.
- Careful and detailed — an unclear instruction or a sloppy check breaks the task.
- You have built RL environments before — anything where an agent acts and a program scores the outcome.
- You have built tasks or benchmarks for computer-use agents (agents that control a real desktop, browser, or operating system).
- You know OSWorld or similar computer-use benchmarks. Not required, but it means you will be productive on day one.
- $50 USD per task, paid once the task is accepted and approved in review.
- One free revision round if a task needs fixes.
- No cap on how many tasks you deliver — throughput is up to you.
- Must be available to start the next day and stay through the 3–4 week window.
- Flexible hours, fully async. We ask for a daily check-in and feedback turnaround within about a day.
Short application the screening questions below a quick call one paid pilot task ($50 on acceptance) onboard. Decisions within 48 hours.
Engagement
Short-term contract, 3 to 4 weeks
Start
Immediately — the day after selection
Location
Fully remote, India Only
Hours
Flexible — we measure delivered tasks, not hours
Pay
$50 USD per accepted and approved task
