AI & ML interests

Physical AI, embodied intelligence, robot learning, multimodal robotics datasets, VLA/VTLA models, tactile sensing, imitation learning, data quality, provenance, evaluation, and open robotics infrastructure.

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First Motive · 2026 firstmotive.ai
First Motive — Ground-truth infrastructure for Physical AI

Ground-truth infrastructure for Physical AI

The data engine that turns off-the-shelf robots into deployment-grade workers.

Open schemas. Public benchmarks. Built from South Africa.

Every AI breakthrough has been a data story. Physical AI has no data. We produce it — and build the infrastructure that makes it reusable.

Stellenbosch · ZA

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