Glossary
Embodied AI
AI that perceives and acts through a physical or simulated body.
Definition
Embodied AI is artificial intelligence that senses and acts through a body — a robot arm, a mobile manipulator, or a humanoid — rather than working on static text or images. It has to close the loop from first-person observation to motor action in the real world.
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Why it matters
Embodied systems fail on distribution shift the moment their camera sees something training never showed. The bottleneck is rarely model size; it is training data that matches the agent’s own sensors, viewpoint and failure modes.
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How Firsthand handles it
Firsthand builds datasets to a named skill spec so embodied-AI teams get the environments, conditions and manipulation signals their policy will actually meet, with a buyer-owned commercial license.
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