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.About the opportunity:Outlier is looking for skilled software experts to help train generative AI models.This freelance role is fully remote and offers flexible hours-you can contribute whenever it fits your schedule.You may contribute your expertise by Developing objective, verifiable criteria (rubrics) to evaluate system performance and ensure outputs meet strict functional requirements.Reviewing system logs and "trajectories" to refactor code, improve execution paths, and reach a "Golden Path" of perfect reliabilityTesting systems for vulnerabilities, including improper data exposure, unauthorized access escalations, and edge-case failures.We''re looking for people with 2+ years of experience in backend engineering, AI automation, or complex systems integrationProven ability to build and maintain production-grade software with modular separation (e.g., distinct services for data parsing, logic p