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Design and implement complex, expert-level technical problems to test and challenge the capabilities of frontier AI models. Evaluate model performance by ensuring tasks are successfully solved only when the AI demonstrates genuine reasoning.
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.
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