AI & ML interests

Physical AI, Robotics, Generative Video

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The Data Foundry for AI

Engineer the training data your model actually needs.

Flikforge sources, rights-clears, segments, densely labels, and delivers GPU-ready video training datasets for any model that learns from video — generative video, robotics and embodied AI, autonomous systems, and beyond. No spray-and-pray sourcing. No legal exposure.

What We Engineer

Structured, Rights-Cleared Video Data for the Next Generation of AI

Rights-Cleared by Default

Every clip ships with verified provenance and enforceable usage rights via patent-pending AI Rights Certificates — so your training set never becomes a legal liability.

Structured for Evals

Every scene is tagged at the frame level — motion, geometry, lighting, action — by our Bootstrapped Dense Supervision pipeline. Skip the labeling backlog.

Custom Schema, Fast

Tell us what your model needs. We engineer the schema, source the footage, and deliver GPU-ready datasets in days, not quarters.

Sample Datasets

Evaluate Before You License

The datasets published here are evaluation sample sets drawn from the Flikforge catalog — including the EmbodiedAI family for robotics and embodied AI training. Each ships with dense ActionSummary annotations, a machine-readable catalog, and full delivery documentation. Request access to any dataset below, and contact us for commercial licensing at catalog scale.

Two Paths Forward

Ready to Engineer Training Data for Your Model?

Work with Flikforge →

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