In Collaboration with Scale AI

Most engineers talk about AI.
Few have built it.

Most engineers talk about AI. Few have built it.

Help Outlier improve OpenClaw agents. Write rubrics,
test vulnerabilities, refactor execution paths.

Help Outlier improve OpenClaw agents. Write rubrics, test vulnerabilities, refactor execution paths.

  • Build Real AI Skills

  • Up to $50 USD/hr

  • Free Access to Top AI Models

  • Remote Work

  • Build Real AI Skills

  • Up to $50 USD/hr

  • Free Access to Top AI Models

  • Build Real AI Skills

  • Up to $50 USD/hr

  • Free Access to Top AI Models

  • Remote Work

Build Real AI Skills

Up to $50 USD/hr

Free Access to Top AI Models

Remote Work

About the Role

Outlier helps the world’s most innovative companies improve their AI agents by providing human feedback. Do you want to shape the future of autonomous agents like OpenClaw?
We collaborate with leading AI organizations to train Large Language Models (LLMs) to function as proactive, multi-step agents. Our projects focus on teaching these systems how to design, coordinate, and optimize complex, real-world architectural workflows.
Whether you are a passionate orchestration guru or experienced software developer — we want you to help us train the world's most advanced generative systems.

Key Responsibilites

Write Eval Rubrics

Debug Agent Traces

Stress Test Agent

Why Join Outlier?

Earn Up to $50/hr — Plus Additional Incentives

Core project work pays up to $50/hr. Contributors average 7.5% more through Missions — the top quartile earns 11% extra. Rates vary by expertise, location, and project. Weekly Payout.

Earn Up to $50/hr — Plus Additional Incentives

Core project work pays up to $50/hr. Contributors average 7.5% more through Missions — the top quartile earns 11% extra. Rates vary by expertise, location, and project need.

Get free access to leading LLMs — worth $200+/month
Get free access to leading LLMs — worth $200+/month
Work flexibly from anywhere, anytime - no minimum hours
Work flexibly from anywhere, anytime - no minimum hours
Future-Proof Your Skills With Real AI Work
Future-Proof Your Skills With Real AI Work

Ideal Qualifications

  • 2+ years of experience in backend engineering, AI automation, or complex systems integration.

  • Proven ability to build and maintain production-grade software with modular separation (e.g., distinct services for data parsing, logic processing, and reporting).

  • Strong command of at least two major languages (e.g., Python, JavaScript, Go, or Java) and experience working with SQL databases.

  • Practical experience building for live, non-mocked environments and handling multi-turn system interactions.

  • Outstanding attention to detail and the ability to provide clear, high-density technical feedback on complex system behaviors.

Location Requirement - To be eligible for this project, you must be working remotely from one of the listed countries

🇦🇺

Australia

🇨🇦

Canada

🇫🇮

Finland

🇫🇷

France

🇮🇹

Italy

🇳🇴

Norway

🇬🇧

United Kingdom

🇺🇸

United States

Nice to have

  • Expertise building multi-stage coordination tasks where data acquisition leads to reasoned output.

  • Hands on experience integrating agents with live tools such as Supabase, Gmail, and various APIs to solve real-world problems.

  • High level of comfort implementing persistent state and session discovery using MEMORY.md to track agent progress.

  • Experience identifying subtle failures like privacy leaks, authority escalation, or indirect prompt injections.

Application and Onboarding Process

01

Create an account on Outlier

01

Create an account on Outlier

02

Upload your resume and tell us about your background

02

Upload your resume and tell us about your background

03

Upload your valid ID and add your phone number

03

Upload your valid ID and add your phone number

04

Start earning by completing tasks

04

Start earning by completing tasks

Frequently Asked Questions (FAQs)

What is Outlier? How is it related to Scale AI?

Will I be an Outlier employee?

What do I need to sign up for this opportunity?

Who else will be a part of the program?

What's the expected time commitment for participants?

When and how will I be paid?

Who do I contact with questions as I onboard?

How can I get support?

Have more questions?

PLEASE NOTE: We collect, retain and use personal data for our professional business purposes, including notifying you of opportunities that may be of interest and sharing with our affiliates. We limit the personal data we collect to that which we believe is appropriate and necessary to manage applicants’ needs, provide our services, and comply with applicable laws. Any information we collect in connection with your application will be treated in accordance with the Outlier Privacy Policy and our internal policies and programs designed to protect personal data.

This is a 1099 contract opportunity on the Outlier.ai platform. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

Ready to use your brilliance to outsmart AI?

in collaboration with Scale AI

Ready to use your brilliance to outsmart AI?

in collaboration with Scale AI

© 2026 Outlier. All rights reserved.

© 2026 Outlier. All rights reserved.

© 2026 Outlier. All rights reserved.