Research Engineer, Evals & RL Environments
Nolla Health · New York City · $180,000–$240,000 (stated in the posting)
New York City · Full-time
Build the environments that teach us what healthcare AI can do—and where it needs to improve.
At Nolla Health, we’re building AI-powered healthcare. To improve the systems involved in delivering care, we need realistic ways to test them: cases that unfold over time, tools an agent can use, and clear criteria for judging what happens.
We’re looking for a research engineer to build evaluation harnesses, simulated environments, and data pipelines that turn clinical knowledge and appropriately governed data into useful evaluation and training assets.
You’ll work with engineers and clinicians to define tasks, build the systems that run them, and make the results trustworthy. The work will support our own agents and models, with the opportunity to develop benchmarks and environments for external AI teams.
What you'll do
Build harnesses that run agents through reproducible tasks, capture their actions, and make failures easy to investigate.
Develop multi-step and multi-visit environments with patient state, clinical tools, and realistic consequences for an agent’s decisions.
Work with clinicians to turn clinical workflows into well-defined tasks, rubrics, and success criteria.
Build data pipelines for preparing, validating, versioning, and tracing evaluation and training datasets.
Develop scoring and reward mechanisms, combining programmatic checks, model-based grading, and clinician review where appropriate.
Test graders and environments for ambiguity, shortcuts, data leakage, and reward hacking.
Run experiments, analyze trajectories, and identify whether changes improve performance across meaningful slices of cases.
Work with our applied AI engineer to turn evaluation findings into product improvements.
Build with privacy, access controls, and permitted data use in mind.
What you bring
Strong programming skills and experience building reliable software for experiments, data processing, or agent systems.
Hands-on experience building an agent evaluation harness, an RL environment, or closely related infrastructure.
The ability to translate an open-ended problem into a runnable task with measurable outcomes.
Careful judgment about data quality, reproducibility, grading reliability, and what a benchmark result actually supports.
Comfort debugging across datasets, environment state, agent behavior, and scoring code.
The ability to work with clinicians and turn domain expertise into precise specifications and tests.
Evidence of independent execution through shipped systems, research implementations, open-source work, or projects you’ve owned.
We expect many candidates to have roughly two to six years of relevant experience, but we’re flexible for someone with exceptional work. Research experience is valuable; you should also enjoy building and maintaining the systems behind the experiments.
Bonus points
RL environments, simulated tool use, or long-horizon agent benchmarks.
Synthetic data generation, human review workflows, or dataset quality systems.
Reward design, model-based graders, and validation against expert judgments.
Building evaluation or training data products for AI labs.
Healthcare data, clinical reasoning evaluations, or longitudinal patient workflows.
Healthcare experience is welcome, but it isn’t required. Curiosity about the domain and a willingness to work closely with clinicians matter.
You’ll help define how we measure progress toward AI that can support care over time. Your work will make it possible to investigate failures, compare approaches, and build training signals grounded in realistic tasks.
You’ll own both the experimental design and the engineering needed to make it useful, with room to shape a new area of work at Nolla.
We’d ideally like you to be based in New York City.
Role logistics, compensation & benefits
Role Type: Engineering
Salary: $180,000–$240,000, based on experience
Job Type: Full-time
Work Setup: New York City preferred
Equity: Meaningful equity, commensurate with experience
Health Insurance: Medical, dental, and vision
HSA/FSA: Eligible
Time Off: Flexible, unlimited vacation
Additional Perks: Meal stipends, team retreats
Work Hours: Flexible but demanding. We're building something that matters
Growth: Founding team members step into expanded roles as we scale
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