Expertise that moves model performance.
Specialist training data and evaluation for difficult reasoning, code, scientific tasks and embodied behaviour.
Discuss a data programmeobservationRGB + pose + instructionKeep the original streams and their timestamps.
Match the task to the expertise it actually requires.
Retain the instruction, judgement and review history.
Expert depth at programme scale
Our network connects model builders with specialist judgement across difficult domains. The contribution goes beyond volume: reasoning depth, reliable evaluation and the quality of training signal around a defined performance challenge.
A sharper performance contribution
Our programmes include frontier mathematics, advanced code verification, embodied demonstrations and long-horizon agent evaluation. Each focuses expertise on the states where models need a stronger signal or a better test.
An asset for the next model iteration
Deliverables range from expert-authored material and verified solutions to recovery-rich trajectories and adjudicated evaluation outcomes. Explore the projects to see the contribution in context.
Platform context.
Bring the next
requirement.