Apply & qualify
Complete a short engineering assessment. We evaluate your ability to identify correctness bugs, reason about complexity, and write clean, idiomatic code.
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.
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.
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.
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.
Author a complete, production-quality implementation that demonstrates the correct approach. This becomes training signal for the next model generation.
Complete a short engineering assessment. We evaluate your ability to identify correctness bugs, reason about complexity, and write clean, idiomatic code.
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.
Complete tasks on your own schedule. Each has a clear spec and scope. Payment is per task, processed regularly.
Work on projects when it suits you. No fixed hours, no office, no on-call rotation.
Contribute to real production AI systems built on clean, carefully human-validated data.
Earn competitive hourly rates with higher pay for consistent, high-quality work.
Deep, uninterrupted work. No standups, no sprint commits, no unnecessary meetings.
Apply judgment to question assumptions, identify gaps, and improve AI reasoning.
Use development tools and workflows designed for speed, clarity, and efficiency.
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.
No. Strong engineering judgment is what matters. Your domain expertise is the training data - you teach, the AI learns.
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.
Coding projects start at $50-$100+/hr. Rates scale with task complexity and demonstrated quality. Most contributors work 10-50 hours per week.
Payments are issued after completed projects and can be withdrawn directly from your account. No invoices, no chasing.
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.
No recruiters. No interviews. Just meaningful work and real compensation. Apply once and we'll match you to projects in your area of expertise.