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This paper introduces Self-Organising Digital Circuits, using a topology-masked Transformer to configure lookup tables in Boolean gates, enabling circuits to self-assemble and self-repair around hardware faults. It demonstrates near-perfect recovery from soft errors and generalization to larger circuit scales, bridging biological self-organization with digital hardware resilience.