Freelance Agent Evaluation Engineer
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Key skills for this role
About the Role
We're building a dataset to evaluate AI coding agents - how well a model handles real-world developer tasks. You'll create challenging tasks and evaluation criteria within reali.
Key Skills for This Role
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Overview
We're building a dataset to evaluate AI coding agents - how well a model handles real-world developer tasks.
You'll create challenging tasks and evaluation criteria within realistic simulated environments:
Build realistic developer environments - a virtual company with codebase, infrastructure, and context (tickets, docs, conversations) that forms a believable development history
Design tasks from intermediate states of these environments - craft the prompt, define what "solved" means, and ensure the task is solvable by an AI agent
Write tests that verify agent solutions - accept all valid approaches and reject incorrect ones, neither too strict nor too lenient
Iterate on tasks and tests based on QA feedback - review agent solutions, analyze failures, and refine until the evaluation is fair and robust
What this is NOT
Not data labeling
Not prompt engineering
Not writing code from scratch - the agent writes most of the code; you guide and evaluate
What we look for
5+ years in software development
Core stack: Python (FastAPI), JavaScript/TypeScript (React), Docker, Postgres, Kafka, Redis
Experience writing tests (functional, integration)
English proficiency - B2+
Why this is hard
Frontier models are already good at coding.
Creating a task that genuinely challenges the best models is non-trivial.
You need to deeply understand where models fail and what scenarios reveal the difference between a good and a bad solution.
Tasks have many valid solutions - writing tests that accept all correct solutions and reject incorrect ones is harder than it sounds.
How it works
Apply
Pass qualification(s)
Join a project
Complete tasks
Get paid
Effort estimate Tasks for this project are estimated to take 20 hours to complete, depending on complexity.
This is an estimate and not a schedule requirement; you choose when and how to work.
Tasks must be submitted by the deadline and meet the listed acceptance criteria to be accepted.
Compensation Up to $50/hr equivalent , depending on level and pace.
Tasks are estimated at ~20 hours each; you set your own schedule.
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