Technical Experts needed to stump AI Models

This enterprise client helps the world’s most innovative companies improve their AI models by providing human feedback. 

Help build a benchmark of real, expert-level problems that today’s best AI agents still can’t solve. Experts take a genuinely hard problem from their own field and turn it into a task an AI must solve from scratch in a Linux terminal.

The goal: stump the model. A task counts only if, when three frontier AI models each try it three times, they mostly fail. It’s not annotation — contributors design the problems that expose where AI still breaks.

Who we need:

• Masters degree or higher
• 10+ years of professional experience in a technical domain
• At least one publication (academic or professional)

Domains in demand:

• Coding
• Machine Learning
• Systems
• Security
• Hardware

• This is an ongoing project — at least 7 weeks
• Onboarding process is approximately 90 minutes total