Outlier invites skilled engineers to join freelance, remote roles building and refining autonomous agent systems. You will help design evaluation rubrics, trace and debug agent behavior, and stress test multi-turn interactions in real-time projects for varied clients. Ideal candidates have 2+ years in backend engineering or AI automation, with a track record of delivering production-grade software and handling live system challenges. Remote work and flexible schedule are available.