Mindrift

Technology

FreelanceAgentEvaluationEngineer

Remote PART TIME Remote Friendly
Market Sentiment
HIGH DEMAND

Neural analysis suggests this role is
optimal for Senior candidates.

The Brief

“Freelance Agent Evaluation Engineer at Mindrift. Skills: AI evaluation, Software development, Test writing. Build developer environments. Design evaluation tasks”

Industry & Context.

Technology
Problems you'll solve

Analyze failures; Troubleshoot model performance

What They're Looking For.

Must Have

5+ years in software development, Experience writing tests, English proficiency - B2+

What You'll Do.

Build developer environments

Design evaluation tasks

Define task solvability

Write tests for solutions

Accept valid approaches

Reject incorrect solutions

Refine evaluation fairness

Full Job Description

_Please submit your CV in English and indicate your level of English proficiency._ Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. **Participation is project-based, not permanent employment.** **What this opportunity involves** 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 proj

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