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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