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AI Agents & Applications · advanced · concept 258 of 311 · Updated Nov 4, 2026

Vision-Language-Action Models

Models that take camera images plus a natural-language instruction and output robot actions directly, trained across large mixed datasets of demonstrations rather than one policy per task. They port the pretrain-then-adapt pattern from language into physical control. The property under test is generalisation: whether a policy handles objects, scenes, and phrasings it never saw during training.

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Key terms

Action tokensFlow matching policyTeleoperation dataGeneralist policyEmbodied AI

Where you meet it in the real world

Warehouse manipulation, household robots, industrial pick and place, humanoid control