GROUND TRUTH SYSTEMS

End-to-end, high-quality data services for foundation models, embodied AI, and world models — collected in the real world, verified and annotated by domain experts, delivered ready for large-model training.

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MILLION FRAMES ANNOTATED

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MEDIAN QA ACCEPTANCE

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DELIVERY CENTERS

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MODALITIES SUPPORTED

01 / SERVICESALL SERVICES →
A · GENERATIVE AI

  1. 01

    Real-World Data Collection

    Multimodal, diverse, and high-quality data collection tailored for generative foundation models.

  2. 02

    Domain-Expert Annotation

    Specialized human-in-the-loop labeling, RLHF, and custom data curation.

  3. 03

    End-to-End Evaluation

    Robust benchmarking, bias mitigation, and model safety testing.

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B · PHYSICAL AI

Embodied data has no internet-scale corpus to scrape — it has to be manufactured, one interaction at a time, through the right collection paradigms and rigorous quality control.

  1. 01

    Ego-Centric Capture

  2. 02

    UMI Gripper Capture

  3. 03

    Real-Robot Teleoperation

  4. 04

    Dexterous Hand

  5. 05

    Simulation

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02 / DATASETSOFF-THE-SHELF

Off-the-shelf, high-quality datasets for Generative AI, Physical AI, and World Models — collected in the real world, verified and annotated by domain experts, delivery-ready for large-model training.

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03 / RESEARCHRESEARCH →

OrphLux goes beyond labeling — every benchmark dataset carries the insight of PhDs and industry veterans behind it, the foundation we're building toward a longer-term goal: designing evaluation methodology and defining the boundaries of model capability.

R.01

Physical-plausibility validation methodology for embodied AI

COMING SOON
R.02

Standardized methods for cross-modal annotation consistency

COMING SOON
R.03

Data construction and adversarial-sample design for long-chain-of-thought (Long-CoT) reasoning

COMING SOON