Openclaw Atlas is one of Outlier AI's current active specialist projects — specifically targeting contributors with technical backgrounds for AI agent training work. Here's everything you need to know about whether you qualify and how to apply.
What Openclaw Atlas Is
Openclaw Atlas is an AI agent training project running through Outlier AI's platform. It focuses on training and evaluating AI agents — autonomous AI systems that take multi-step actions — rather than standard single-response evaluation. As we describe in our AI agent training guide, this is a growing and higher-paying category of AI training work compared to traditional RLHF.
Who Openclaw Atlas Is Looking For
Outlier's project description specifically seeks contributors with:
- Technical fluency — software development, data engineering, QA, or AI/ML workflows
- Strong analytical skills — experience reasoning through complex technical problems
- Attention to detail — the agent evaluation tasks require careful, precise assessment of multi-step action sequences
- Experience with software, data, QA, or AI workflows — named explicitly in the project description
This is not a generalist project — it's designed for people who can genuinely evaluate whether an AI agent's technical approach to a problem is correct, efficient, and safe.
What the Work Involves
Based on the agent training category more broadly: evaluating sequences of actions taken by an AI agent, assessing whether the agent's approach was appropriate and whether its final output was correct, and providing structured feedback that trains the agent's decision-making. Sessions are typically longer than standard RLHF tasks — expect 30-60 minutes per evaluation session rather than 5-10 minute tasks.
The $600 Referral Reward
Openclaw Atlas has a specific referral program: up to $600 per referred contributor who completes the required tasks. This is significantly higher than generalist platform referral rates — the bounty reflects both the value of qualified technical contributors and the difficulty of sourcing them. If you know software developers, data engineers, or QA professionals who might qualify, the referral program is worth sharing specifically rather than a generic Outlier link.
A referral program means Outlier AI is willing to pay substantially to find the right technical contributors for this project. The bounty is the signal: Openclaw Atlas needs genuine technical evaluators, not generalists who happen to be interested in AI.
How to Apply
Apply via the Openclaw Atlas-specific referral link — this routes you directly into the project's application pipeline rather than the general Outlier platform queue, which is important for visibility during active recruitment phases.
What Openclaw Atlas Tasks Look Like
Openclaw Atlas evaluation tasks involve assessing AI agent behaviour across multi-step workflows — the agent takes a sequence of actions to complete a complex task, and you evaluate whether each decision in the chain was appropriate, whether the overall outcome was correct, and where the agent's reasoning broke down. This requires holding more context than standard single-response evaluation and pays accordingly. Expect tasks structured around coding, research synthesis, and tool-use chains rather than single Q&A exchanges.
The $600 Referral Program
Openclaw Atlas offers a referral program for qualified developers or technical contributor who completes onboarding. The referred person must have a software development background and complete the initial assessment. If you know engineers or data scientists who haven't yet applied to Outlier, a single referral pays more than many full weeks of task work. Use the referral link in our Outlier AI review to share.
Ready to Apply?
Use our referral link and start your application today.