Nature, Published online: 22 January 2025; doi:10.1038/s41586-024-08253-8Approaches for the development of future at-scale neuromorphic systems based on principles of biointelligence are described, along with potential applications of scalable neuromorphic architectures and the challenges that need to be overcome.