Agent Evaluation & Evolution Machine Learning Engineer Graduate (AML-Ark-US) - 2027 Start
ByteDanceResponsibilities
- Design evaluation systems for LLM-based agents covering task success, tool use, reasoning quality, and reliability.
- Build benchmarks and automated judging pipelines using rule-based checks, model-based judging, and human review.
- Analyze agent execution traces and user feedback to identify failure patterns and drive system improvements.
- Support closed-loop capability improvement and bring methods into production with research, platform, and product teams.
Requirements
- Completing or recently completed a bachelor's or master's degree in Computer Science, Artificial Intelligence, Machine Learning, Data Science, or a related field.
- Strong foundation in machine learning and deep learning.
- Hands-on experience with LLM-based systems such as agents, tool calling, retrieval, or multi-agent systems through research, internships, or projects.
- Strong Python skills and experience with a mainstream machine learning or agent evaluation framework.
- Demonstrated research or engineering ability through publications, substantial projects, internships, or open-source work.
- Preferred qualifications include top-tier ML/NLP publications, evaluation methodology experience, familiarity with LLM post-training, reasoning and planning, continual learning, feedback-driven optimization, or large-scale log and trace analysis.
Benefits
- Graduate opportunity with exposure to bold ideas, complex challenges, and growth opportunities.
- Candidates must be able to commit to an onboarding date by the end of the year and should state availability and graduation date in their resume.
- Applications are reviewed on a rolling basis, and candidates may apply to a maximum of two company or affiliate positions globally.
Tech Stack
Categories
About ByteDance
ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok. Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users. We have over 110,000 employees based in more than 30 countries globally. Join us.