Help Outlier improve autonomous agents through architectural workflows, agent traces, and technical feedback. Work remotely as a freelance contributor.
This freelance opportunity focuses on training large language models to design, coordinate, and optimize real-world systems. Outlier values software developers and orchestration specialists with two or more years of relevant experience. Projects involve complex system integration, persistent state, and multi-turn interactions in live environments.
Key Responsibilities: Design evaluation rubrics for agent performance
Debug traces from multi-step agent workflows
Stress test autonomous agents under complex conditions
Evaluate coordination and architectural system behavior
Requirements: Two or more years in backend engineering, AI automation, or integration
Maintain modular, production-grade software architectures
Handle live tools, multi-turn interactions, and non-mocked environments
Deliver clear, high-density feedback on complex behaviors
Use persistent state and session discovery with MEMORY.md
Bring autonomous-agent architecture, systems integration, and accurate technical feedback to Outlier’s AI training projects.