NVIDIA's Jim Fan unveils VFlash: a System 1 vision model for Physical AI

andrew_n_carr · x · 2026-11-06

Jim Fan of NVIDIA introduces VFlash, billed as the arrival of "System One Vision Models" that parse the visual world in parallel at unmatched speeds for Physical AI.

Key insight: most embodied prediction tasks—object localization, robot trajectory planning, dense 3D motion—produce fixed-length float vectors (a bounding box is always 6 tokens, a 10-waypoint robot arm trajectory 54). VFlash exploits these known output shapes to parallelize prediction for major speed gains.

Related event: NVIDIA Unveils VFlash: A System-1 Parallel Decoding Framework for Physical AI(10 posts)→

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