TeracTeracPosted 12 Aug 2026
RL Environment Engineers: Building Tool Gyms for Knowledge Work
Pay
$100/hr
Work
Remote · Task based
Experience
Mid level
Eligibility
No stated location restriction
Field
Data & machine learning
Skills
Reinforcement LearningMachine LearningAI EngineeringSoftware DevelopmentCustom RL Environment DevelopmentTool Gym DevelopmentRL Training PipelinesTechnical Architecture
About this role
We are conducting a paid project to build tool-based environments for complex knowledge work. We need experienced reinforcement learning engineers to dedicate around 20 hours per week to developing and refining these specialized tool gyms.
Responsibilities
- Design and implement tool-based environments for knowledge work simulations.
- Write clean and modular code to support reinforcement learning training pipelines.
- Troubleshoot and refine environment mechanics based on testing feedback.
- Collaborate asynchronously and participate in remote progress check-ins.
Requirements
- Professional experience as a machine learning or reinforcement learning engineer
- Hands-on background building custom RL environments or tool gyms
- Ability to commit to approximately 20 hours of work per week
- Comfortable discussing technical architecture and implementation strategies
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