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China's 5,000-Hour Dataset Gives Robots a Shared Sense of Touch

The model pre-trained on nearly 5,000 hours of tactile data and lifted task success by up to 26 percentage points in tests.

Robbyant, an embodied AI company under Ant Group, has open-sourced LingBot-Touch, a tactile foundation model designed to give robots advanced touch perception. Pre-trained on nearly 5,000 hours of real-world tactile data, the model supports three sensing modalities: magnetic tactile, visual tactile, and piezoresistive sensing. It converts signals from these different sensors into a unified tactile representation, allowing different robotic hands…

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Pandaily broke the news on Tuesday, November 10, 2026.
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