AI & ML Collision

Your hands follow a secret mathematical rule that shows up in every single language on the planet.

April 3, 2026

Original Paper

How to measure the optimality of word or gesture order with respect to the principle of swap distance minimization

Ramon Ferrer-i-Cancho

arXiv · 2604.01938

The Takeaway

Whether you speak English or a remote dialect, the way you move your hands while talking obeys a specific rule of efficiency called 'swap distance minimization.' This suggests our brains are hardwired with a universal math for communication that exists independently of the words we speak.

From the abstract

The structure of all the permutations of a sequence can be represented as a permutohedron, a graph where vertices are permutations and two vertices are linked if a swap of adjacent elements in the permutation of one of the vertices produces the permutation of the other vertex. It has been hypothesized that word orders in languages minimize the swap distance in the permutohedron: given a source order, word orders that are closer in the permutohedron should be less costly and thus more likely. Her