Authors

Shangmin Guo

Publications 1

Preprint Open access

HarnessPAI: An Evolving Harness for Physical AI

Xin Wang, Wenhao Wu, Menghao Zhang et al. · 2026

Physical AI aims to build embodied agents that perceive the world, understand and reason about it, and decide how to act. Yet the field has focused primarily on the last component: the action model that maps observations to low-level controls. The prevailing training recipe can erode the perceptual and reasoning capabi …

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