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SFT · RLHF · EVAL · Physical AI

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Training data

SFT

SFT / Data Generation

Expert-authored demonstrations and instruction data.

RLHF

Human preference data: rankings, comparisons, critiques.

RLVR

RLVR / Reasoning Data

Verifiable reasoning traces for math, science, and code.

Model testing

EVAL

Model Evaluation

Human gold-standard evaluation where benchmarks fall short.

Physical AI

Multi-sensor alignment powering true spatial intelligence for Physical AI.

Domains

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Healthcare & Life Sciences ExpertHealthcare Engineering ExpertEngineering Audio ExpertAudio Music ProfessionalMusic AI Safety ExpertAI Safety Finance ExpertFinance Computer Science ResearcherComputer Science Physics ExpertPhysics Biology ExpertBiology Coding EvaluatorCoding Mathematics ExpertMathematics Chemistry ExpertChemistry

30+ domains covered. We are adding more

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