Humans will define the work that creates artificial intelligence.

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Progress in AI will come from encoding real work into environments where agents can learn. As models scale, humans remain responsible for defining the tasks, constraints, and ground truth that turn intelligence into economic reality.

We work with AI labs and enterprises to improve frontier models.