# Member of Technical Staff, Reinforcement Learning at True Talent Solutions Partners

- Company: True Talent Solutions Partners
- Status: Closed
- Workplace: Remote
- Location: Remote
- Level: Staff
- Discipline: AI & ML
- Employment: Full-time
- Salary: $250K–400K
- Posted: 2026-11-11
- Skills: reinforcement learning, healthtech
- Apply: https://jobs.ashbyhq.com/true-talent-solutions-partners/e1e5c7d7-eb21-4aed-8ae9-2debd31d24de

## Description

ABOUT THE ROLE

Join a healthtech team developing clinical decision-support tools for use in healthcare settings. You will build reinforcement learning environments and evaluations that help model-training teams improve clinical reasoning, with work validated alongside clinical experts.


WHAT YOU'LL DO

 - Build reinforcement learning environments for complex clinical reasoning, including multi-step tasks, tool use, state transitions, and measurable outcomes.

 - Design and calibrate reward functions, grading rubrics, and LLM judges, and test them for reward hacking and misleading scores.

 - Own the workflow from task design and data creation through environment implementation, evaluation, and delivery to model-training teams.

 - Run post-training and agent evaluation experiments, then use observed failures to improve environments.

 - Collaborate with clinicians and technical leadership to validate model outputs and improve the work.


WHAT WE'RE LOOKING FOR

 - A PhD in computer science, machine learning, or a related field, or at least 3 years of full-time reinforcement learning research or post-training experience; candidates should also have 3 or more years of research or industry experience, or be a final-year PhD student or postdoctoral researcher.

 - Hands-on experience building reinforcement learning environments for post-training or agent evaluation, and owning reward functions, grading rubrics, or LLM-judge calibration.

 - Production-level Python, PyTorch, and Transformers ecosystem skills, plus experience with LLMs, reinforcement learning, post-training, ev

More True Talent Solutions Partners roles: https://deviantjobs.com/companies/true-talent-solutions-partners
