Outlier · Software & coding
Full Stack Software Engineer for AI Training - review AI-generated code
Listed on Outlier as “Full Stack Software Engineer for AI Training”
What this actually is
You review AI-generated code, rank model outputs against each other, write prompts that test edge cases, and provide expert feedback that gets used to train coding models. Not shipping production software. The platform title (Full Stack Software Engineer for AI Training) reflects the rate band and the expertise required, not the day-to-day work.
Can you do this on your visa?
F-2 / F-4 / F-5 / F-6: open. E-1 to E-7: needs concurrent-employment permit. D-2 / D-4 students: S-3 permit, 20 hr/week cap. D-10 / D-8: case by case.
Korean tax on USD income
First 5 years in Korea: foreign-source income only taxed if remitted into Korea. After year 5: worldwide income. Full tax guide.
Original posting from Outlier
Outlier helps the world’s most innovative companies improve their AI models by providing human feedback. Are you an experienced software engineer who wants to help shape the future of AI?
We collaborate with leading AI organizations to train large language models-teaching them how to write, review, and debug code like the best engineers in the world. Our projects focus on helping generative AI improve its understanding of software development practices, coding standards, debugging techniques, and collaborative engineering workflows.
This is a rare opportunity to put your engineering expertise to work in training cutting-edge AI systems-no prior experience with AI is required.
About the opportunity:
- Outlier is looking for exceptional software engineers to help train generative AI models.
- This freelance role is fully remote and offers flexible hours-you can work whenever works best for you.
You may contribute your expertise by…
- Creating and answering technical questions about software engineering concepts and fullstack development, coding best practices, and debugging strategies to help train AI models
- Reviewing and evaluating code generated by AI in languages such as JavaScript, Python, Go, Java, TypeScript, and C++
- Analyzing code quality, maintainability, and adherence to real-world engineering standards
- Providing expert-level feedback on version control workflows, collaborative coding practices, and effective debugging techniques
We’re looking for people with…
- 3+ years of professional software engineering experience with full stack development
- Proficiency in at least two of the following languages: JavaScript, Python, Go, Java, TypeScript, or C++
- Professional experience building and maintaining production-grade software systems
- Strong knowledge of Git (or similar version control systems), including experience with branching, merging, and collaborative development workflows
- Outstanding attention to detail and ability to clearly communicate technical feedback and coding best practices
Nice to have…
- Backend engineering expertise with experience designing and scaling server-side systems
- Test-Driven Development (TDD) experience and strong testing discipline
- Experience authoring technical specifications and API contracts
- Hands-on expertise with testing frameworks such as PyTest, JUnit, Mocha, or similar tools
- Experience conducting code reviews, debugging complex issues, and analyzing large codebases
- Zero-to-one experience as a founding engineer or early employee at a startup
Payment:
- Project work: Earn up to USD $27.50 per hour for core project work
- Additional incentives: On average, Outlier Contributors earn an additional 7.5% on top of the core project rates through Missions - Outlier's version of surge pricing. The top quartile of contributors boost their earnings by an average of 11%.
- Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project.
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](https://outlier.ai/legal/privacy-policy) and our internal policies and programs designed to protect personal data.
This is a 1099 contract opportunity on the [Outlier.ai](http://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.
Quoted from Outlier’s public listing on 2026-06-02. We don’t edit platform copy; honest framing is in the title and the “what this actually is” block above.
More on this platform
About Outlier
Operated by Scale AI. The largest AI training marketplace by contributor count. Multiple project tracks (coding, language, math, science). Pay varies widely by track and project.
Is Outlier AI legit? Our review
3.2/5 on Glassdoor across 666 reviews. The largest contributor marketplace in the category and the most-complained-about. Pay reality across coding, language, and STEM tracks, including the 2-8x rate gap with Alignerr for the same language work.
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