Robotics researchers mock low-data VLAs: 30 demos is just visual servoing

KyleMorgenstein · x · 2026-10-12

Robotics researcher @sincethestudy quote-tweets a demo built as a UMI-based ACT policy trained on only 30 demonstrations, arguing that VLAs trained on low data are effectively just visual servoing. The thread captures a growing skepticism in the robotics community about how much of recent low-data VLA demos reflects genuine generalization versus classic hand-tuned visual tracking.

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