Mindrift

FreelanceAgentEvaluationEngineer

United States 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: Python, Software Development, Test Automation, AI Evaluation. Create challenging tasks. Design evaluation criteria”

What You'll Achieve.

Tasks must be submitted by the deadline; Meet listed acceptance criteria

Industry & Context.

Problems you'll solve

analyze why an agent failed or succeeded; deeply understand where models fail

What They're Looking For.

Must Have

5+ years in software development, Python, FastAPI, pytest, async/await, subprocess, file operations, full-stack development, React-based interfaces, JavaScript/TypeScript, robust back-end systems, writing tests, Docker containers, Postgres, Kafka, Redis, CI/CD understanding, GitHub Actions, English proficiency - B2

What You'll Do.

Create challenging tasks

Design evaluation criteria

Build virtual companies

Assemble and calibrate tasks

Define evaluation criteria

Design tasks in isolated environments

Iterate with AI agent on tests

Review code written by agents

Analyze agent performance

Design adversarial scenarios

Iterate based on feedback

How You'll Work.

Team & Collaboration

Work with expert QA reviewers

Communication Scope

English proficiency - B2

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 virtual companies following a high-level plan - codebase, infrastructure, and context (conversations, documentation, tickets) that form a realistic environment with development history * Assemble and calibrate tasks from intermediate states of the virtual company: craft the prompt, define evaluation criteria, and ensure the task is solvable and the evaluation is fair * Design tasks set in isolated environments - emulations of a developer's workstation: a Linux machine with development tools (terminal, CLI), MCP servers (repository, task tracker, messenger, documentation, etc.), and a real web application codebase * Write tests that accept all correct solutions and reject incorrect ones - neither too strict (breaking on valid approaches) nor too lenient (passing bad ones) * Iterate with an AI agent on tests - verifying they catch real problems, don't miss bad solutions, and don't break on good ones * Review code written by agents, analyze why an agent failed or succeeded, and design edge cases and adversarial scenarios * Iterate based on feedback from expert QA reviewers who score your work on quality criteria **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 A significant part of the work is done together with AI - it's very hard to create tasks that challenge frontier models without using frontier models. ### **What we look

Free ATS check

Applying for this Freelance Agent Evaluation Engineer role?

Most applicants get filtered before a human reads their resume. See if yours makes the cut.

ANONYMOUS · UNFILTERED

What do employees actually say about Mindrift?

Real rants from real employees. Read before you apply.

Read Company Rants →