Mindrift
Evaluation Scenario Writer - AI Agent Testing Specialist
Mindrift, Des Moines, Iowa, United States
This opportunity is only for candidates currently residing in the specified country. Your location may affect eligibility and rates. Please submit your resume in English and indicate your level of English.
At Mindrift, innovation meets opportunity. We believe in using the power of collective human intelligence to ethically shape the future of AI.
What We Do The Mindrift platform, launched and powered by Toloka, connects domain experts with cutting‑edge AI projects from innovative tech clients. Our mission is to unlock the potential of GenAI by tapping into real-world expertise from across the globe.
About The Role We’re looking for someone who can design realistic and structured evaluation scenarios for LLM-based agents. You’ll create test cases that simulate human‑performed tasks and define gold‑standard behavior to compare agent actions against. You’ll work to ensure each scenario is clearly defined, well‑scored, and easy to execute and reuse. You’ll need a sharp analytical mindset, attention to detail, and an interest in how AI agents make decisions.
Design structured test scenarios based on real-world tasks
Define the golden path and acceptable agent behavior
Annotate task steps, expected outputs, and edge cases
Work with devs to test your scenarios and improve clarity
Review agent outputs and adapt tests accordingly
How To Get Started Simply apply to this post, qualify, and get the chance to contribute to projects aligned with your skills, on your own schedule.
Requirements
Bachelor’s and/or Master’s Degree in Computer Science, Software Engineering, Data Science / Data Analytics, Artificial Intelligence / Machine Learning, Computational Linguistics / Natural Language Processing (NLP), Information Systems or other related fields.
Background in QA, software testing, data analysis, or NLP annotation
Good understanding of test design principles (e.g., reproducibility, coverage, edge cases)
Strong written communication skills in English
Comfortable with structured formats like JSON/YAML for scenario description
Can define expected agent behaviors (gold paths) and scoring logic
Basic experience with Python and JS
Curious and open to working with AI-generated content, agent logs, and prompt-based behavior
Ready to learn new methods, switch between tasks and topics quickly, and work with challenging, complex guidelines
Remote freelance role: just need laptop, internet connection, time available, and enthusiasm
Nice to Have
Experience in writing manual or automated test cases
Familiarity with LLM capabilities and typical failure modes
Understanding of scoring metrics (precision, recall, coverage, reward functions)
Benefits
Get paid for your expertise, with rates that can go up to $60/h depending on your skills, experience, and project needs
Flexible, remote, freelance project that fits around primary commitments
Participate in an advanced AI project and gain valuable experience to enhance portfolio
Influence how future AI models understand and communicate in your field of expertise
Seniority level Entry level
Employment type Part-time
Job function Other
Industries IT Services and IT Consulting
#J-18808-Ljbffr
At Mindrift, innovation meets opportunity. We believe in using the power of collective human intelligence to ethically shape the future of AI.
What We Do The Mindrift platform, launched and powered by Toloka, connects domain experts with cutting‑edge AI projects from innovative tech clients. Our mission is to unlock the potential of GenAI by tapping into real-world expertise from across the globe.
About The Role We’re looking for someone who can design realistic and structured evaluation scenarios for LLM-based agents. You’ll create test cases that simulate human‑performed tasks and define gold‑standard behavior to compare agent actions against. You’ll work to ensure each scenario is clearly defined, well‑scored, and easy to execute and reuse. You’ll need a sharp analytical mindset, attention to detail, and an interest in how AI agents make decisions.
Design structured test scenarios based on real-world tasks
Define the golden path and acceptable agent behavior
Annotate task steps, expected outputs, and edge cases
Work with devs to test your scenarios and improve clarity
Review agent outputs and adapt tests accordingly
How To Get Started Simply apply to this post, qualify, and get the chance to contribute to projects aligned with your skills, on your own schedule.
Requirements
Bachelor’s and/or Master’s Degree in Computer Science, Software Engineering, Data Science / Data Analytics, Artificial Intelligence / Machine Learning, Computational Linguistics / Natural Language Processing (NLP), Information Systems or other related fields.
Background in QA, software testing, data analysis, or NLP annotation
Good understanding of test design principles (e.g., reproducibility, coverage, edge cases)
Strong written communication skills in English
Comfortable with structured formats like JSON/YAML for scenario description
Can define expected agent behaviors (gold paths) and scoring logic
Basic experience with Python and JS
Curious and open to working with AI-generated content, agent logs, and prompt-based behavior
Ready to learn new methods, switch between tasks and topics quickly, and work with challenging, complex guidelines
Remote freelance role: just need laptop, internet connection, time available, and enthusiasm
Nice to Have
Experience in writing manual or automated test cases
Familiarity with LLM capabilities and typical failure modes
Understanding of scoring metrics (precision, recall, coverage, reward functions)
Benefits
Get paid for your expertise, with rates that can go up to $60/h depending on your skills, experience, and project needs
Flexible, remote, freelance project that fits around primary commitments
Participate in an advanced AI project and gain valuable experience to enhance portfolio
Influence how future AI models understand and communicate in your field of expertise
Seniority level Entry level
Employment type Part-time
Job function Other
Industries IT Services and IT Consulting
#J-18808-Ljbffr