Crossing Hurdles ยท 5 hours ago
Technical Reviewer | Remote
United States
Contract
Remote
Mid Level
$80/hr - $100/hrCrossing Hurdles is seeking a Technical Reviewer to evaluate reinforcement learning environments and assess benchmarking pipelines for correctness and consistency. The role involves providing structured feedback on environment design and collaborating with researchers to refine evaluation metrics.
Staffing & Recruiting
Responsibilities
Review reinforcement learning environments and evaluate terminal conditions for correctness and consistency
Assess benchmarking pipelines for fairness, reproducibility, and alignment with agentic AI research goals
Provide structured technical feedback on environment design, evaluation protocols, and Python implementations
Validate experimental results across multiple runs, random seeds, and hardware configurations
Collaborate with researchers and engineers to refine evaluation metrics and benchmarking methodologies
Document findings and recommend improvements to environment design and benchmarking standards
Qualification
Required
Background in reinforcement learning, computer science, or applied AI research
Hands-on experience with RL environments and benchmarking workflows
Strong understanding of terminal conditions, evaluation metrics, and benchmarking methodologies
Comfortable reviewing Python codebases (PyTorch or TensorFlow experience is a plus)
Excellent critical thinking skills with the ability to provide clear, structured technical feedback
High attention to detail and commitment to experimental rigor and reproducibility
Comfortable working independently in a remote, contract-based role
Company
Crossing Hurdles
At Crossing Hurdles, we specialise in customised recruitment and staffing solutions designed to drive success for businesses and professionals.
Founded in 2022
11-50 employees
Funding
Current Stage
Early StageCompany data provided by crunchbase