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Cover image for the article: Robots that learn a task from one demonstration: inside 2026's vision-language-action models
AI Engineering·12 Nov 2026·5 min read

Robots that learn a task from one demonstration: inside 2026's vision-language-action models

In one week of November 2026, Google DeepMind and NVIDIA released robot foundation models that learn from human video and a handful of demonstrations. How vision-language-action models work, what a humanoid actually did on a Mercedes-Benz line, and what is still hard.