Nature Communications, Published online: 10 June 2026; doi:10.1038/s41467-026-74053-5 The high multimodal processing capability is constrained by the physical separation of sensors and processors. Luo et al. proposed a machine learning-aided framework for carbon nanotube circuit design. Its feasibility is validated via a flexible edge computing system that integrates sensing and processing.