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From expertise to intelligence.

Expert data, model engineering and systems that connect research to a working deployment.

Expert annotation · Embodied data · Evaluation

Expert data and evaluation

Specialist training data and evaluation for difficult reasoning, code, scientific tasks and embodied behaviour.

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The connected expertise.

Explore the method, its context
and the engineering underneath.

Our work

Advanced code-generation verification

Expert reasoning and executable validation converge through a calibrated author, reviewer and adjudicator workflow.

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Multilingual corpus engineering

Provenance graphs connect deduplication, contamination review and corpus release into one traceable engineering chain.

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Frontier mathematics programme

An expert-scale mathematics programme built to strengthen frontier-model reasoning and benchmark performance.

Our work

Industrial manipulation data pilot

Synchronised observations, state and actions turn sparse demonstrations into an inspectable VLA training programme.

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