Mindrift
Evaluation Scenario Writer - AI Agent Testing Specialist
Mindrift, Florida, New York, United States
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.
Responsibilities
Create structured test cases that simulate complex human workflows.
Define gold-standard behavior and scoring logic to evaluate agent actions.
Analyze agent logs, failure modes, and decision paths.
Work with code repositories and test frameworks to validate your scenarios.
Iterate on prompts, instructions, and test cases to improve clarity and difficulty.
Ensure that scenarios are production-ready, easy to run, and reusable.
Requirements
Bachelor’s or Master’s Degree in Computer Science, Software Engineering, Data Science, Machine Learning, NLP, or related fields.
Background in QA, software testing, data analysis, or NLP annotation.
Good understanding of test design principles (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 JavaScript.
Curious and open to working with AI-generated content, agent logs, and prompt-based behavior.
Nice to Have
Experience 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 $80/hour depending on your skills, experience, and project needs.
Take part in a flexible, remote, freelance project that fits around your primary professional or academic commitments.
Participate in an advanced AI project and gain valuable experience to enhance your portfolio.
Influence how future AI models understand and communicate in your field of expertise.
Employment Summary
Seniority level : Entry level
Employment type : Part-time
Job function : Other
Industries : IT Services and IT Consulting
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Responsibilities
Create structured test cases that simulate complex human workflows.
Define gold-standard behavior and scoring logic to evaluate agent actions.
Analyze agent logs, failure modes, and decision paths.
Work with code repositories and test frameworks to validate your scenarios.
Iterate on prompts, instructions, and test cases to improve clarity and difficulty.
Ensure that scenarios are production-ready, easy to run, and reusable.
Requirements
Bachelor’s or Master’s Degree in Computer Science, Software Engineering, Data Science, Machine Learning, NLP, or related fields.
Background in QA, software testing, data analysis, or NLP annotation.
Good understanding of test design principles (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 JavaScript.
Curious and open to working with AI-generated content, agent logs, and prompt-based behavior.
Nice to Have
Experience 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 $80/hour depending on your skills, experience, and project needs.
Take part in a flexible, remote, freelance project that fits around your primary professional or academic commitments.
Participate in an advanced AI project and gain valuable experience to enhance your portfolio.
Influence how future AI models understand and communicate in your field of expertise.
Employment Summary
Seniority level : Entry level
Employment type : Part-time
Job function : Other
Industries : IT Services and IT Consulting
#J-18808-Ljbffr