NVIDIAAnalysisRoboticsAugust 4, 2026

Beyond VLAs: How World Action Models Reshape Robot Manipulation

NVIDIA argues world action models (WAMs) — using a video world model backbone instead of a VLM's language model — improve physical generalization in robot policies. The post cites NVIDIA Cosmos 3 as a foundation and researcher Jim Fan's take: 'VLAs are dead, long live World Action Models.'

Featured · Jim Fan

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