Domain / Coding

Coders. Smarter than AI? Prove it.

The models shaping the future of software are only as rigorous as the engineers behind them. Get paid to apply your expertise where it actually matters - on your schedule, from anywhere.

Starting at $50-$100+/hr
~10 min application
Code review illustration
What you'll actually do

Three task types. One craft.

You're not coding algorithms or training neural networks. You're reading an AI's attempt at a real engineering problem and telling it - precisely - where and why it went wrong.

  1. 01

    Write a prompt

    Craft precise engineering prompts that probe the boundaries of model reasoning. Not toy problems - challenges that expose incorrect algorithms, unsafe memory access, and flawed system design.

    Prompt designScopingCoverage
  2. 02

    Review the AI output

    Evaluate whether the model's code actually works. Catch off-by-one errors, race conditions in concurrent implementations, and O(n²) solutions where a faster algorithm was obvious.

    ReviewBug huntComplexity
  3. 03

    Write the correct solution

    Author a complete, production-quality implementation that demonstrates the correct approach. This becomes training signal for the next model generation.

    CodeTestsRationale
How it works

Three steps. No overhead.

01

Apply & qualify

Complete a short engineering assessment. We evaluate your ability to identify correctness bugs, reason about complexity, and write clean, idiomatic code.

~60 min assessment
02

Get matched

Based on your stack and assessment, we match you to projects in your areas of strength - backend, systems, ML pipelines, mobile, infra. You pick what fits.

Flexible scheduling
03

Work & get paid

Complete tasks on your own schedule. Each has a clear spec and scope. Payment is per task, processed regularly.

Regular payouts
Why you'll love it

Work designed for engineers.

Remote & flexible

Work on projects when it suits you. No fixed hours, no office, no on-call rotation.

Meaningful projects

Contribute to real production AI systems built on clean, carefully human-validated data.

Competitive pay

Earn competitive hourly rates with higher pay for consistent, high-quality work.

No check-in culture

Deep, uninterrupted work. No standups, no sprint commits, no unnecessary meetings.

Critical thinking

Apply judgment to question assumptions, identify gaps, and improve AI reasoning.

Modern tools

Use development tools and workflows designed for speed, clarity, and efficiency.

FAQ

Frequently asked questions.

What kind of work will I do?

You'll review AI-generated code, write your own correct solutions, design prompts that probe model weaknesses, and provide structured critiques. All grounded in real engineering scenarios - not toy problems.

Do I need AI/ML experience?

No. Strong engineering judgment is what matters. Your domain expertise is the training data - you teach, the AI learns.

What kind of position is this?

A flexible, task-based contractor role. You work remotely on your own schedule. No long-term commitment. Work as much or as little as you choose.

How much can I earn?

Coding projects start at $50-$100+/hr. Rates scale with task complexity and demonstrated quality. Most contributors work 10-50 hours per week.

How does payment work?

Payments are issued after completed projects and can be withdrawn directly from your account. No invoices, no chasing.

How do I get started?

Apply through the form above. You'll complete a short assessment aligned to your area of expertise. Approval is based on assessment results - not credentials.

Apply now

Get ahead in a changing workforce.

No recruiters. No interviews. Just meaningful work and real compensation. Apply once and we'll match you to projects in your area of expertise.

Apply as a coding expert