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Archived · Published 9 August 2026

A Robot Hand Learned to Pick Up a Single Coin, and the Reason That's Hard Is the Actual Story

Humanoid robot hands have a well-known gap between demo footage and anything resembling general-purpose dexterity: grasping a block is easy, distinguishing 'pick up this one coin without knocking over the others next to it' from 'push the whole pile' requires the hand to sense and modulate force at a resolution most designs don't have. 1X's new NEO hand, with 25 degrees of freedom and tendon-driven actuation using low gear ratios, is built specifically to be backdrivable — meaning the joints can be pushed by external force and the system can feel that resistance, rather than the hand only knowing where it is, not what it's touching. The demonstrated tasks — picking individual screws and coins off a flat surface, plugging in a USB-C connector — are chosen precisely because they punish hands that can't do fine force control, not because they're impressive-looking. A USB-C connector in particular requires orientation sensing and a controlled, low but nonzero insertion force; get either wrong and the connector doesn't seat or the port gets damaged. The part that separates this from a research demo is 1X's stated production status: hundreds of units already built, with stated capacity for 10,000 hands a year. Dexterous hands have historically been a lab-bench technology; a stated four-figure annual production run, if it holds, would put this specific hand ahead of most competing designs on the manufacturing-readiness axis, independent of whether it's the most capable one on paper.

Defici Editorial · Robotics

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