Research Engineer - Midtraining

periodic-labs· Engineering
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📍 Menlo Park, CAFullTime💰 USD 250K–350K

About this role

We're an AI and physical sciences company building state-of-the-art models to accelerate breakthroughs across materials, energy, and beyond. Backed by world-class investors and growing rapidly, we operate at the pace the frontier requires. Our team brings deep expertise, genuine ownership, and a drive to push the boundaries of what's scientifically possible.

About the Role

We're training frontier models to develop deep scientific knowledge and reasoning for scientific discovery. As a Midtraining Research Engineer, you'll take base models and improve their scientific reasoning: curating and generating data, building evals, and running large-scale training experiments. Your work will also lay the groundwork for our pre-training efforts down the line.

What You'll Do

  • Identify, process, and curate novel sources of scientific data for large-scale model training.

  • Generate high-quality synthetic data to fill gaps in scientific knowledge and reasoning.

  • Build evaluations that correlate with downstream scientific task performance, working closely with RL researchers, physicists, and chemists.

  • Develop and apply techniques such as self-distillation and on-policy distillation to improve model capability.

  • Design and run large-scale training experiments, partnering with supercompute engineers to scale efficiently across thousands of GPUs.

  • Build tools for yourself and the team to investigate how data choices shape model intelligence.

You Will Thrive in This Role If You Have

  • Experience training LLMs on curated mixes of trillions of tokens.

  • Experience on a dedicated evals team supporting a large production training run.

  • Hands-on use of self-distillation, on-policy distillation, or similar methods in a real training pipeline.

  • Experience with scaling laws and compute-optimal hyperparameters.

  • Comfort working across data, evals, and training infrastructure.

Especially Strong Candidates May Also Have

  • Experience optimizing throughput and reliability for large-scale distributed training runs.

  • A background in AI for science or training on specialized domain data (e.g., protein, materials, or other scientific datasets).

  • Experience creating evals or synthetic data for non verifiable tasks and tracking performance over live runs.

Mechanics

  • Minimum education: Bachelor's degree or similar experience

  • Location: Menlo Park, CA (Soon: San Francisco, too)

  • Compensation: $250,000–$350,000 + equity

  • Visa sponsorship: Yes, we sponsor visas and will do everything we can to assist in this process.

Frequently Asked Questions

What is the salary for the Research Engineer - Midtraining role at periodic-labs?
The listed salary for this Research Engineer - Midtraining position at periodic-labs is USD 250K–350K. This is an FullTime role.
Where is the Research Engineer - Midtraining position at periodic-labs located?
This Research Engineer - Midtraining role at periodic-labs is based in Menlo Park, CA. The position is listed as on-site or hybrid. Check the full job description or apply directly to confirm the work arrangement.
Is the Research Engineer - Midtraining role at periodic-labs full-time or part-time?
This is listed as a FullTime position. It is posted as a Research Engineer - Midtraining role in the Engineering department at periodic-labs.
Which team or department does the Research Engineer - Midtraining at periodic-labs belong to?
This Research Engineer - Midtraining position is part of the Engineering department at periodic-labs. See the full job description for more information about the team structure and responsibilities.
How do I apply for the Research Engineer - Midtraining position at periodic-labs?
Click the "Apply Now" button on this page. You will be redirected to periodic-labs's official application portal hosted on ashby where you can submit your application directly.
When was the Research Engineer - Midtraining job at periodic-labs posted?
This Research Engineer - Midtraining position at periodic-labs was posted on Aug 11, 2026. Apply as soon as possible — early applications are often reviewed first.
Research Engineer - Midtraining
periodic-labs · 💰 USD 250K–350K
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