# Worm-like chain learns new shapes without redesign

- slug: worm-like-chain-learns-new-shapes-without-redesign
- date: 2026-04-12
- category: Robotics

A metamaterial that learns shapes by training, forgets old ones, and adopts new ones — without any central processor. What distributed learning in physical matter means for the future of adaptive systems.

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